{"id":57492,"date":"2026-11-03T14:35:38","date_gmt":"2026-11-03T13:35:38","guid":{"rendered":"https:\/\/ritme.com\/lexique-ia-science-recherche\/"},"modified":"2026-11-03T14:35:42","modified_gmt":"2026-11-03T13:35:42","slug":"ai-glossary-science-research","status":"publish","type":"post","link":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/","title":{"rendered":"AI Glossary: Essential Terms for Science and Research"},"content":{"rendered":"\n<p class=\"has-text-color has-link-color wp-elements-1 wp-block-paragraph\" style=\"color:#737b7d\">Artificial intelligence is already being integrated into many scientific practices: <a style=\"font-weight:normal;\" href=\"https:\/\/ritme.com\/en\/training\/generative-artificial-intelligence-for-scientific-monitoring-concepts-and-applications\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">scientific literature monitoring<\/mark><\/a>, quantitative and <a style=\"font-weight:normal;\" href=\"https:\/\/ritme.com\/en\/training\/generative-artificial-intelligence-for-qualitative-analysis\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">qualitative data analysis<\/mark><\/a>, <a style=\"font-weight:normal;\" href=\"https:\/\/ritme.com\/en\/training\/artificial-intelligence-scientific-article-writing\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">scientific writing<\/mark><\/a>, <a style=\"font-weight:normal;\" href=\"https:\/\/ritme.com\/en\/training\/analyses-statistiques-avec-r-et-ia-generative-niveau-debutant\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">programming<\/mark><\/a>, <a style=\"font-weight:normal;\" href=\"https:\/\/ritme.com\/en\/training\/artificial-intelligence-for-scientific-communication-popularization\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">communication<\/mark><\/a>, <a style=\"font-weight:normal;\" href=\"https:\/\/ritme.com\/en\/training\/artificial-intelligence-for-image-analysis\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">image analysis<\/mark><\/a> , and the automation of certain tasks through <a style=\"font-weight:normal;\" href=\"https:\/\/ritme.com\/en\/training\/creating-ai-assistants-advanced-prompting\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">specialized assistants<\/mark><\/a>. Yet the vocabulary used to discuss these technologies often remains unclear.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For researchers and scientists, understanding these concepts is not merely a matter of technical vocabulary. It is a first step toward evaluating tools, identifying relevant use cases, and better understanding their methodological, ethical, and scientific limitations.<\/p>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-fd24756f uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-65482d4c\"><div class=\"uagb-column__overlay\"><\/div>\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-c7bc6031 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-ab24054c\"><div class=\"uagb-column__overlay\"><\/div>\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-cffe2ba8 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-9c961747\"><div class=\"uagb-column__overlay\"><\/div><\/div>\n<\/div><\/section>\n\n\n\n<p class=\"wp-block-paragraph\">That is why we have compiled an <strong>AI glossary<\/strong> of the key concepts to know in science and research, organized into <strong>5 sections<\/strong>:<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-c8e8263e uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-ffe99834\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"has-custom-css has-ritme-blue-color has-text-color has-link-color wp-elements-2 wp-custom-css-877159d7 wp-block-paragraph\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\"><strong><a href=\"#The-Different-Forms-of-Artificial-Intelligence\" data-type=\"internal\" data-id=\"#The-Different-Forms-of-Artificial-Intelligence\">The Different Forms of Artificial Intelligence:<\/a><\/strong><\/mark><\/p>\n\n\n\n<p class=\"has-custom-css wp-custom-css-92a30938 wp-block-paragraph\"><a style=\"font-weight:normal;\" href=\"#artificial-intelligence\" data-type=\"internal\" data-id=\"#artificial-intelligence\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Artificial Intelligence<\/mark><\/a> &nbsp;<strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#analytical-ai\" data-type=\"internal\" data-id=\"#analytical-ai\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Analytical AI<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#predictive-ai\" data-type=\"internal\" data-id=\"#predictive-ai\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Predictive AI<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#generative-ai\" data-type=\"internal\" data-id=\"#generative-ai\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Generative AI<\/mark><\/a>&nbsp; <strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#multimodal-ai\" data-type=\"internal\" data-id=\"#multimodal-ai\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Multimodal AI<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#artificial-general-intelligence\" data-type=\"internal\" data-id=\"#artificial-general-intelligence\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Artificial General Intelligence<\/mark><\/a><\/p>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-5f15e3b8 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-e885e9c5\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"has-custom-css has-text-color has-link-color wp-elements-3 wp-custom-css-dd87e875 wp-block-paragraph\" style=\"color:#a02b93\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\"><a href=\"#The-Fundamental-Building-Blocks-of-AI-Systems\" data-type=\"internal\" data-id=\"#The-Fundamental-Building-Blocks-of-AI-Systems\">The Fundamental Building Blocks of AI Systems:<\/a><\/mark><\/strong><\/p>\n\n\n\n<p class=\"has-custom-css wp-custom-css-c5520cfc wp-block-paragraph\"><a style=\"font-weight:normal;\" href=\"#machine-learning\" data-type=\"internal\" data-id=\"#machine-learning\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Machine Learning<\/mark><\/a> &nbsp;<mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">\u25aa<\/mark><strong>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#deep-learning\" data-type=\"internal\" data-id=\"#deep-learning\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Deep Learning<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#nlp\" data-type=\"internal\" data-id=\"#nlp\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">NLP<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#llm\" data-type=\"internal\" data-id=\"#llm\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">LLM<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#token\" data-type=\"internal\" data-id=\"#token\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Token<\/mark><\/a><\/p>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-32aca2f0 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-d4768805\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"has-custom-css has-ritme-blue-color has-text-color has-link-color wp-elements-4 wp-custom-css-9775aefc wp-block-paragraph\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\"><strong><a href=\"#Interaction-Tools\" data-type=\"internal\" data-id=\"#Interaction-Tools\">Interaction Tools:<\/a><\/strong><\/mark><\/p>\n\n\n\n<p class=\"has-custom-css wp-custom-css-4f2a451e wp-block-paragraph\"><a style=\"font-weight:normal;\" href=\"#chatbot\" data-type=\"internal\" data-id=\"#chatbot\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Chatbot<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#ai-assistant\" data-type=\"internal\" data-id=\"#ai-assistant\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">AI Assistant<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#ai-agent\" data-type=\"internal\" data-id=\"#ai-agent\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">AI Agent<\/mark><\/a><\/p>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-149772eb uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-e3417a8e\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"has-custom-css has-text-color has-link-color wp-elements-5 wp-custom-css-176cf688 wp-block-paragraph\" style=\"color:#a02b93\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\"><a href=\"#Techniques-for-Adapting-and-Connecting-AI-Systems\" data-type=\"internal\" data-id=\"#Techniques-for-Adapting-and-Connecting-AI-Systems\">Techniques for Adapting and Connecting AI Systems:<\/a><\/mark><\/strong><\/p>\n\n\n\n<p class=\"has-custom-css wp-custom-css-a96fd507 wp-block-paragraph\"><a style=\"font-weight:normal;\" href=\"#prompt-engineering\" data-type=\"internal\" data-id=\"#prompt-engineering\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Prompt Engineering<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#rag\" data-type=\"internal\" data-id=\"#rag\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">RAG<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#fine-tuning\" data-type=\"internal\" data-id=\"#fine-tuning\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Fine-Tuning<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#mcp\" data-type=\"internal\" data-id=\"#mcp\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">MCP<\/mark><\/a><\/p>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-f82235eb uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-3c50cf07\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"has-custom-css has-ritme-blue-color has-text-color has-link-color wp-elements-6 wp-custom-css-b9e20da7 wp-block-paragraph\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\"><strong><a href=\"#Key-Risks-to-Bo-Aware-Of\" data-type=\"internal\" data-id=\"#Key-Risks-to-Bo-Aware-Of\">Key Risks to Be Aware Of:<\/a><\/strong><\/mark><\/p>\n\n\n\n<p class=\"has-custom-css wp-custom-css-848931a3 wp-block-paragraph\"><a style=\"font-weight:normal;\" href=\"#ai-hallucination\" data-type=\"internal\" data-id=\"#ai-hallucination\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">AI Hallucinations<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#algorithmic-bias\" data-type=\"internal\" data-id=\"#algorithmic-bias\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Algorithmic Bias<\/mark><\/a>&nbsp; <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">\u25aa<\/mark>&nbsp;<\/strong> <a style=\"font-weight:normal;\" href=\"#shadow-ai\" data-type=\"internal\" data-id=\"#shadow-ai\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#737b7d\" class=\"has-inline-color\">Shadow AI<\/mark><\/a><\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign-center uagb-columns__gap-10 align uagb-block-272edb95 uagb-columns__columns-2 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-2\">\n<div data-aos= \"fade-right\" data-aos-duration=\"400\" data-aos-delay=\"0\" data-aos-easing=\"ease\" data-aos-once=\"true\" class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-b2be64a0 uag-hide-mob\"><div class=\"uagb-column__overlay\"><\/div><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"805\" height=\"1024\" src=\"https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-pointe-du-doigt-805x1024.png\" alt=\"Standing Effi robot pointing\" class=\"wp-image-55682\" style=\"width:210px;height:auto\" srcset=\"https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-pointe-du-doigt-805x1024.png 805w, https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-pointe-du-doigt-393x500.png 393w, https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-pointe-du-doigt-768x977.png 768w, https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-pointe-du-doigt-1207x1536.png 1207w, https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-pointe-du-doigt-1609x2048.png 1609w, https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-pointe-du-doigt.png 1659w\" sizes=\"auto, (max-width: 805px) 100vw, 805px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div data-aos= \"fade-left\" data-aos-duration=\"400\" data-aos-delay=\"0\" data-aos-easing=\"ease\" data-aos-once=\"true\" class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-fd564504\"><div class=\"uagb-column__overlay\"><\/div>\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-gradient uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-626ab792 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-0d7f5f70\"><div class=\"uagb-column__overlay\"><\/div>\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign-center uagb-columns__gap-10 align uagb-block-d99237bb uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-d6c4b294\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"has-text-align-center has-custom-css has-text-color has-link-color wp-elements-7 wp-custom-css-00352dc7 wp-block-paragraph\" style=\"color:#f6f6ae;font-size:1.7rem\"><strong>Want to learn more about AI?<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center has-custom-css has-text-color has-link-color wp-elements-8 wp-custom-css-d18b82bb wp-block-paragraph\" style=\"color:#f6f6ae;font-size:1.7rem\">Discover our <strong>Focus IA<\/strong> section<\/p>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:25px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-ritme-white-color has-text-color has-link-color wp-elements-9 wp-block-paragraph\">Our articles are part of our <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#f6f6ae\" class=\"has-inline-color\">EFFISCIANCE<\/mark><\/strong> AI support offering, dedicated to the use of <strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#f6f6ae\" class=\"has-inline-color\">AI for science<\/mark><\/strong>.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:13px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign-center uagb-columns__gap-10 align uagb-block-1a6aade2 uagb-columns__columns-1 uagb-columns__max_width-theme valign-center\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-color uagb-block-f4222ed3\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"has-text-align-center has-ritme-white-color has-text-color has-link-color has-ritme-blue-color wp-elements-10 wp-block-paragraph\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-white-color\"><strong><a href=\"https:\/\/ritme.com\/en\/category\/ai-focus\/\" data-type=\"link\" data-id=\"https:\/\/ritme.com\/category\/focus-ia\/\">Discover all our articles<\/a><\/strong><\/mark><\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign-center uagb-columns__gap-10 align uagb-block-7232b483 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-color uagb-block-fe0e57c6\"><div class=\"uagb-column__overlay\"><\/div>\n<h2 id=\"The-Different-Forms-of-Artificial-Intelligence\" class=\"wp-block-heading has-custom-css has-ritme-white-color has-text-color has-link-color wp-elements-11 wp-custom-css-594f9aa4\"><strong>The Different Forms of Artificial Intelligence<\/strong><\/h2>\n<\/div>\n<\/div><\/section>\n\n\n\n<p class=\"wp-block-paragraph\">From data analysis to content generation, artificial intelligence covers a wide range of uses. Discover the main forms of AI, what they make possible in research, and the opportunities they open up for the scientific practices of tomorrow.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:25px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-53ae3eb9 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-fa3724e6\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"artificial-intelligence\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> Artificial Intelligence<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Artificial intelligence, or AI, refers to a set of methods and systems capable of performing tasks that typically draw on certain human cognitive abilities: classifying, predicting, recognizing patterns, analyzing text, generating content, or supporting decision-making. It is not a single technology, but a family of very different approaches, ranging from specialized statistical models to generative systems.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-2578b5f3 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-1429c70e\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>In a scientific context, AI must always be assessed in light of its actual use:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What data does it use?<\/li>\n\n\n\n<li>What results does it produce?<\/li>\n\n\n\n<li>How are those results verified?<\/li>\n\n\n\n<li>Can they be reproduced, explained, or documented?<\/li>\n<\/ul>\n\n\n\n<p class=\"has-custom-css wp-custom-css-faffdf23 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">Limitation and caveats<\/mark><\/strong><br>AI can support certain stages of scientific work, but it is not proof in itself. The quality of its outputs depends on how the task is framed, the data, the instructions, the model used, and the validation process.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-5aded6bd uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-e72cba4a\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"analytical-ai\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> Analytical AI<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Analytical AI refers to the use of artificial intelligence to analyze, structure, and interpret existing data. Rather than producing new content, it aims to extract useful information from that data.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-7ab15487 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-40db7f8a\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>Exploring a dataset, spotting trends, segmenting observations, detecting anomalies, or identifying relationships between variables. It applies to quantitative data as well as to textual and visual data, or data from measurement instruments.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-e143d7c9 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">Limitation and caveats<\/mark><\/strong><br>Analytical AI does not replace scientific analysis. It helps process and organize information, but interpretation still depends on the protocol, the methodological framework, data quality, and the researcher\u2019s judgment. An algorithmically generated result is not automatically a scientifically valid one.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-7beb8a55 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-2134092e\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"predictive-ai\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> Predictive AI<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Predictive AI encompasses models designed to estimate a future, probable, or not-yet-observed outcome based on existing data. It is generally considered a branch of analytical AI: all predictive AI is analytical, but the reverse is not always true.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-a650db9c uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-dcc90020\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>Predictive AI encompasses models designed to estimate a future, probable, or not-yet-observed outcome based on existing data. It is generally considered a branch of analytical AI: all predictive AI is analytical, but the reverse is not always true.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-ec8f774a wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">Limitation and caveats<\/mark><\/strong><br>A prediction is not an explanation. A model can identify useful correlations without establishing a causal relationship. Its validity depends on the quality of the training data, the representativeness of the sample, the choice of variables, the stability of the phenomenon under study, and evaluation on independent data.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-c165ab23 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-0adf7e1a\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"generative-ai\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> Generative AI<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Generative AI refers to a family of models capable of producing new content from a prompt or context: text, images, code, audio, video, summaries, or translations. Large language models (LLMs) are the best-known example when they generate text-based responses.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-f8ba06ec uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-577559cc\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>Generative AI refers to a family of models capable of producing new content from a prompt or context: text, images, code, audio, video, summaries, or translations. Large language models (LLMs) are the best-known example when they generate text-based responses.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-1a989dbe wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">Limitation and caveats<\/mark><\/strong><br>Generating is not proving. Generative AI produces plausible content based on learned patterns: it guarantees neither the accuracy of a claim, nor the validity of a reference, nor the soundness of a line of reasoning. Generated content must be reviewed, verified, sourced, and placed within an explicit methodological framework.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-07eaa496 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-d5120a20\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"multimodal-ai\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> Multimodal AI<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Multimodal AI refers to systems capable of processing several types of information, or modalities: text, images, audio, video, tables, charts, or complex documents. It is less a distinct family than a capability that can apply to both analytical and generative AI.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-77d58f95 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-05d3a10f\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>This capability opens up promising possibilities: analysis of experimental images, assisted reading of charts, exploration of scientific documents that combine text and figures, help with describing figures, or combined processing of textual and visual data.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-b03da376 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">Limitation and caveats<\/mark><\/strong><br>A multimodal model may misinterpret an image, confuse visual elements, overlook the experimental context, or produce a convincing but incorrect description. It supports analysis without replacing domain expertise or validation through established methods.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-e407db62 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-ca98d8a5\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"artificial-general-intelligence\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> Artificial General Intelligence<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Artificial general intelligence, or AGI, refers to a hypothetical system capable of learning, reasoning, and transferring knowledge across a wide variety of tasks and domains without being designed for a specific purpose. Still theoretical today, it could represent a major turning point by adapting to new problems and applying its capabilities at a scale, speed, and level of versatility potentially exceeding those of humans in many fields.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-4ccb567a uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-f1e378d9\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>AGI fuels discussions about the automation of complex tasks, scientific discovery, and the solving of interdisciplinary problems. It could one day assist researchers with work that requires greater adaptability and reasoning.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-b5f99f9a wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">Limitation and caveats<\/mark><\/strong><br>There is no consensus definition or evaluation method. Current systems, even highly versatile ones, are not considered AGI. Claims presenting a technology as AGI should therefore be treated with caution.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign-center uagb-columns__gap-10 align uagb-block-aed6729f uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-color uagb-block-0fcee5a6\"><div class=\"uagb-column__overlay\"><\/div>\n<h2 id=\"The-Fundamental-Building-Blocks-of-AI-Systems\" class=\"wp-block-heading has-custom-css has-ritme-white-color has-text-color has-link-color wp-elements-12 wp-custom-css-ac50bd74\"><strong>The Fundamental Building Blocks of AI Systems<\/strong><\/h2>\n<\/div>\n<\/div><\/section>\n\n\n\n<p class=\"wp-block-paragraph\">These concepts describe the main foundations that enable AI systems to learn from data, process language, and produce results. Understanding them makes it easier to assess their potential in research.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:25px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-ce45caef uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-0b7cf98e\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"machine-learning\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">#<\/mark> Machine Learning<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Machine learning is a branch of artificial intelligence that enables a system to learn from data. Rather than following predefined rules, the model identifies patterns in a dataset to produce predictions, classifications, or recommendations. It is the technical foundation of most of the types of AI described above, whether analytical, predictive, or generative.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-c75f9c93 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-4a4f0902\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">What can it be used for in research?<\/mark><\/strong><br>Classifying images, detecting anomalies, analyzing time series, predicting experimental outcomes, segmenting observations, or exploring large volumes of data. It is one of the longest-established forms of AI in scientific practice, in use well before generative tools emerged.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-af678165 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Limitation and caveats<\/mark><\/strong><br>A model that performs well on a test set may prove unreliable in another context. Its use therefore requires explicit attention to data quality and representativeness, variable selection, overfitting, and the conditions for generalization. A good score on evaluation data is not enough to validate a model for scientific use.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-92e4a571 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-59593337\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"deep-learning\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">#<\/mark> Deep Learning<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Deep learning is a subset of machine learning based on neural networks with multiple processing layers. It is particularly well suited to complex data: images, language, sound, signals, sequences, or large document corpora.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-2552075a uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-8f4a2db9\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">What can it be used for in research?<\/mark><\/strong><br>Recognition and segmentation of scientific images, natural language processing, signal analysis, prediction of biological structures, or mining of large corpora. Most of today\u2019s generative models and large language models are built on these approaches.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-d8a80421 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Limitation and caveats<\/mark><\/strong><br>Deep learning generally requires large volumes of data and significant computing resources, which raises questions about cost and environmental footprint. Its inner workings are also difficult to interpret, with direct implications for transparency, reproducibility, and trust in published results.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-d3320a8a uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-b88aea17\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"nlp\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">#<\/mark> NLP<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">NLP, which stands for <em>Natural Language Processing<\/em>, encompasses the methods that enable a computer system to analyze, transform, or generate human language.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-01edc004 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-6b8ea65d\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">What can it be used for in research?<\/mark><\/strong><br>Analyzing corpora of articles, extracting concepts, classifying documents, identifying named entities, coding interview transcripts, summarizing texts, or supporting literature monitoring. It is particularly useful in disciplines where literature, archives, and textual data play a central role.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-ba690258 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Limitation and caveats<\/mark><\/strong><br>NLP is not limited to generative AI. Many methods that predate LLMs remain better suited to certain tasks, particularly when reproducibility, transparency, or control over processing are priorities. Choosing an LLM by default for a classification or extraction task can lead to a result that is less reliable and less well documented than a conventional method.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-7e63e096 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-4e7944e0\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"llm\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">#<\/mark> LLM<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">An LLM, or Large Language Model, is a language model trained on massive text corpora. It can generate, rephrase, translate, summarize, or structure language, produce code, analyze documents, or be integrated into specialized tools. At its core, it works by predicting sequences of tokens, that is, words or word fragments.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-002daac2 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-c074975f\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">What can it be used for in research?<\/mark><\/strong><br>Exploring a topic, rephrasing a text, preparing a summary, generating an article outline, assisting with programming, translating, or adapting content for a non-specialist audience. LLMs are the technical building block underpinning most of the generative AI uses described above.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-ba831ec5 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Limitation and caveats<\/mark><\/strong><br>The fluency of a response says nothing about its accuracy. An LLM can produce structured, convincing text even when the facts, references, or reasoning are wrong. It should never be used as a single source of truth: bibliographic references, numerical data, and conclusions must be verified against primary sources.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-c162393d uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-373060a7\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"token\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">#<\/mark> Token<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">A token is a unit of text that a language model uses to analyze and generate content. Depending on the model and the language, it may correspond to a word, part of a word, a punctuation mark, or a space. Before processing a prompt or document, the model converts the text into a sequence of tokens.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-320a6927 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-6c431fbd\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">What can it be used for in research?<\/mark><\/strong><br>Understanding tokens provides better insight into how LLMs work and where their limits lie. In particular, the number of tokens determines how much text a model can take into account in a single request, which matters when analyzing a long article, querying a corpus, or designing a RAG system. Tokens also affect the cost, and sometimes the speed, of processing.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-5e6bcd0e wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Limitation and caveats<\/mark><\/strong><br>A token does not necessarily correspond to a word. The token count varies depending on the language, the model, and the structure of the text. It measures the amount of text processed but says nothing about its quality or scientific complexity.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign-center uagb-columns__gap-10 align uagb-block-263dc8aa uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-color uagb-block-edb988d8\"><div class=\"uagb-column__overlay\"><\/div>\n<h2 id=\"Interaction-Tools\" class=\"wp-block-heading has-custom-css has-ritme-white-color has-text-color has-link-color wp-elements-13 wp-custom-css-429cc6e9\"><strong>Interaction Tools<\/strong><\/h2>\n<\/div>\n<\/div><\/section>\n\n\n\n<p class=\"wp-block-paragraph\">The following terms describe different ways of interacting with an artificial intelligence system. Since these labels vary from one vendor to another, we use them here as practical reference points, mainly based on the degree of autonomy given to the system.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:25px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-c8b4ed3c uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-23b468d2\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"chatbot\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> Chatbot<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">A chatbot is a conversational interface that lets users interact with a computer system through questions and answers. Older chatbots rely on predefined scripts, while more recent ones are built on language models capable of generating open-ended responses.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-4e387537 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-d3b69721\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>Directing users to resources, answering frequently asked questions about a platform or infrastructure, helping navigate internal documentation, or providing first-line support with software or a procedure. It is a support tool rather than a means of scientific production.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-49ecea2d wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">Limitation and caveats<\/mark><\/strong><br>Directing users to resources, answering frequently asked questions about a platform or infrastructure, helping navigate internal documentation, or providing first-line support with software or a procedure. It is a support tool rather than a means of scientific production.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-651be694 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-4158cf79\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"ai-assistant\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> AI Assistant<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">An AI assistant is an AI system configured with predefined instructions and enriched with data and documents provided by the user. It is dedicated to a specific task (writing, rephrasing, summarizing, organizing ideas, generating code, transforming a document, or structuring an analysis) and acts as a specialized aid for that task. It goes beyond a simple question-and-answer exchange while keeping humans at the center: the user makes the decisions, step by step.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-5eae4507 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-59f5be00\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>For a researcher or PhD student, an AI assistant can provide support with time-consuming tasks: clarifying a research question, drafting an article outline, rephrasing an abstract, creating an interview guide, explaining a script, or adapting content for a non-specialist audience.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-5213498b wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">Limitation and caveats<\/mark><\/strong><br>An AI assistant speeds up production without guaranteeing the scientific relevance of the output. Its effectiveness depends on the quality of its inputs (instructions and documents provided) and on how each request is framed. Expert review and systematic verification of factual content remain essential. Apparent time savings can turn into lost time if review is neglected.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-f664172a uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-de427546\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"ai-agent\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> AI Agent<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">An AI agent is a system capable of chaining together multiple actions to achieve a goal. Whereas an assistant waits for instructions at each step, an agent can use tools, query databases, organize a sequence of tasks, produce files, or trigger actions in a digital environment.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-6f10618c uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-26dfb864\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>Querying a document corpus, extracting and structuring information, producing a summary or report, automating recurring literature monitoring, or orchestrating certain steps of an analysis workflow. This is the level at which AI stops being a one-off tool and becomes embedded in a process.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-dda04ef3 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">Limitation and caveats<\/mark><\/strong><br>However, this autonomy remains relative and must be governed. The more actions an agent chains together, the greater the risk of compounding errors. It therefore becomes essential to document each step, check sources, limit access rights, and clearly define what falls under automation, assistance, and human validation.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign-center uagb-columns__gap-10 align uagb-block-bf6a41c5 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-color uagb-block-103b2ee8\"><div class=\"uagb-column__overlay\"><\/div>\n<h2 id=\"Techniques-for-Adapting-and-Connecting-AI-Systems\" class=\"wp-block-heading has-custom-css has-ritme-white-color has-text-color has-link-color wp-elements-14 wp-custom-css-f5a0ed09\"><strong>Techniques for Adapting and Connecting AI Systems<\/strong><\/h2>\n<\/div>\n<\/div><\/section>\n\n\n\n<p class=\"wp-block-paragraph\">These concepts describe different ways to guide, specialize, or connect an AI system. They operate at different levels and address different needs.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:25px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-dd1be9d8 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-a9a59b5d\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"prompt-engineering\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">#<\/mark> Prompt Engineering<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Prompt engineering refers to designing, writing, and refining the instructions given to a generative AI model. A prompt can be a simple question or a structured instruction specifying the context, objective, expected format, level of detail, and quality criteria.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-08f5ad86 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-648c79ff\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">What can it be used for in research?<\/mark><\/strong><br>In a scientific setting, prompt engineering helps obtain more relevant and actionable responses. For example, a researcher can ask the AI to rephrase a hypothesis, compare two methodological approaches, propose an outline for a literature review, or identify potential limitations of a protocol.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-16014155 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Limitation and caveats<\/mark><\/strong><br>A well-written prompt does not guarantee an accurate response. The quality of the output also depends on the model used, the available data, the context provided, the connected tools, and the verification method. It is also important to avoid entering confidential or sensitive data into a prompt without first checking how the tool processes that data.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-3d786fe1 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-68fcc874\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"rag\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">#<\/mark> RAG<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">RAG, which stands for Retrieval-Augmented Generation, is an architecture that combines information retrieval from a vector document database with response generation by a language model. The system first retrieves relevant passages from a corpus, then passes them to the model to produce a contextualized response.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-6b49790a uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-196885f2\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">What can it be used for in research?<\/mark><\/strong><br>Querying a database of articles, locating information within publications, synthesizing a corpus, exploring internal documentation, or building an assistant specialized in a scientific field. In particular, RAG can help link a response more directly to the documents used to generate it.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-731918b6 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Limitation and caveats<\/mark><\/strong><br>RAG does not eliminate errors or hallucinations. A response can remain unreliable if the corpus is incomplete, outdated, or poorly structured, if the wrong passages are retrieved, or if the model misinterprets the sources. The quality of the output therefore depends on indexing, retrieval, the corpus used, and the faithfulness of the generated response.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-f25221b5 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-65e42da8\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"fine-tuning\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">#<\/mark> Fine-Tuning<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Fine-tuning refers to adapting an existing AI model to a particular task, domain, or format using specific data. Rather than training a model from scratch, a pretrained model is further trained on a targeted corpus.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-c9138291 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-f28d55ba\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">What can it be used for in research?<\/mark><\/strong><br>Specializing a model for a classification task, a document type, discipline-specific vocabulary, or a particular response format. Fine-tuning can be useful when general-purpose models do not adequately meet a specific need and the organization has a sufficiently large volume of high-quality training data.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-dc03d659 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Limitation and caveats<\/mark><\/strong><br>Fine-tuning changes the model\u2019s behavior, but it is not a reliable way to give it up-to-date knowledge or to ensure the traceability of its responses. To query an evolving document corpus on a regular basis, RAG is often better suited. Fine-tuning also requires careful attention to data quality, usage rights, confidentiality, bias, and evaluation of the resulting model.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:25px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Key takeaway:<\/mark><\/em><\/strong><em><br>RAG connects a model to external sources, while fine-tuning adapts the model using additional training data. The two approaches can be combined, but they address different needs.<\/em><\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-05616734 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-b1f11199\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"mcp\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">#<\/mark> MCP<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">MCP, which stands for Model Context Protocol, is a protocol that enables an AI application to connect in a structured way to external tools, data, and resources. In particular, it can facilitate access to databases, documents, software, APIs, or domain-specific tools.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-599ba592 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-ddbbe1cc\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">What can it be used for in research?<\/mark><\/strong><br>Connecting an AI assistant to an internal corpus, a bibliographic database, an analysis tool, a programming environment, or a laboratory workflow. The system can then retrieve information or use certain functions without the user having to perform each step manually.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-902078a2 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Limitation and caveats<\/mark><\/strong><br>MCP does not automatically make a model more reliable, more capable, or more autonomous. The security and quality of the system depend on the connected tools, the access rights granted, the data made accessible, and the controls in place. A sound deployment requires limiting permissions, protecting sensitive data, logging actions, and reviewing the outputs produced.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign-center uagb-columns__gap-10 align uagb-block-4bb5719a uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-color uagb-block-2d13bcb4\"><div class=\"uagb-column__overlay\"><\/div>\n<h2 id=\"Key-Risks-to-Bo-Aware-Of\" class=\"wp-block-heading has-custom-css has-ritme-white-color has-text-color has-link-color wp-elements-15 wp-custom-css-e088c06f\"><strong>Key Risks to Bo Aware Of<\/strong><\/h2>\n<\/div>\n<\/div><\/section>\n\n\n\n<p class=\"wp-block-paragraph\">The risks associated with artificial intelligence are not limited to the errors produced by models. A system can also reproduce biases or be used without a clear framework within an organization. The following concepts help clarify these risks and how to mitigate them.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:25px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-9056def4 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-fe2a4d30\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"ai-hallucination\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> AI Hallucination<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">An AI hallucination is a response generated by an artificial intelligence system that appears coherent but contains information that is false, fabricated, imprecise, or unverifiable. The term mainly applies to generative models.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-8a9adb9b uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-6751d6d8\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>A hallucination may take the form of a nonexistent bibliographic reference, a misattribution, an approximate definition, an incorrect interpretation, or an unsourced statistic. The risk is especially high when AI is used for a literature review, a method, a protocol, or a scientific conclusion.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-2401747b wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">How can this risk be limited?<\/mark><\/strong><br>References, statistics, quotations, and reasoning generated by AI must be verified against reliable sources, ideally primary ones. Generative AI can help explore, structure, or rephrase information, but it is not a scientific source in itself.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-f44ae40a uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-475b68bd\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"algorithmic-bias\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> Algorithmic Bias<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Algorithmic bias refers to a systematic distortion in the outputs produced or influenced by an artificial intelligence system. It can stem from the data, the model, the optimization criteria, or the context of use.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-1bea4cc8 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-07a82a2b\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>A model trained on unrepresentative data may perform less well for certain populations, languages, disciplines, or data types. It may also reproduce imbalances present in the scientific literature or in the databases used to train it.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-167f6f13 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">How can this risk be limited?<\/mark><\/strong><br>The data must be documented, performance assessed across relevant subgroups, results compared with other methods, and the model tested on independent data. Human oversight remains necessary, but it must be accompanied by rigorous methodological evaluation.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-0ba29c30 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-bbeed013\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 id=\"shadow-ai\" class=\"wp-block-heading\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">#<\/mark> Shadow AI<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Shadow AI refers to the use of artificial intelligence tools within an organization without official approval, visibility, or oversight. It is not necessarily malicious: it often arises when a team tries to meet a need quickly without having suitable tools or rules in place.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:15px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-71f3ecd7 uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-8fb9e136\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">What can it be used for in research?<\/mark><\/strong><br>A researcher or team may use an external tool to summarize an article, analyze data, edit a text, or generate code without checking how that tool processes data. The risk is particularly high when unpublished results, personal data, protocols, code, or confidential information are shared.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:10px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-custom-css wp-custom-css-a9868c07 wp-block-paragraph\"><strong><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0);color:#a02b93\" class=\"has-inline-color\">How can this risk be limited?<\/mark><\/strong><br>Organizations need to map existing uses, define a clear policy, identify approved tools, and classify data by sensitivity level. Training teams and providing opportunities to test new uses in a controlled environment help limit risks without stifling valuable initiatives.<\/p>\n<\/div>\n<\/div><\/section>\n<\/div>\n<\/div><\/section>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:45px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Understanding the basic vocabulary of artificial intelligence lays an initial foundation for keeping up with its rapid developments and interpreting AI news with discernment. These reference points help teams better understand the possibilities and limitations of AI, build a shared AI culture, and use these tools wisely. This culture is the starting point for adopting AI in a way that is useful, reliable, and tailored to research practices.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:35px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-color uagb-columns__stack-mobile uagb-columns__valign- uagb-columns__gap-10 align uagb-block-6eb5021e uagb-columns__columns-1 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-1\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-8de51391\"><div class=\"uagb-column__overlay\"><\/div>\n<h3 class=\"wp-block-heading has-text-align-center\">Taking AI Integration Further<\/h3>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:25px\" aria-hidden=\"true\"><\/div>\n\n\n\n<section class=\"wp-block-uagb-columns uagb-columns__wrap uagb-columns__background-none uagb-columns__stack-mobile uagb-columns__valign-center uagb-columns__gap-10 align uagb-block-3a902513 uagb-columns__columns-2 uagb-columns__max_width-theme\"><div class=\"uagb-columns__overlay\"><\/div><div class=\"uagb-columns__inner-wrap uagb-columns__columns-2\">\n<div class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-e7144984\"><div class=\"uagb-column__overlay\"><\/div>\n<p class=\"wp-block-paragraph\">Building on these fundamentals, the next step is to turn an understanding of AI into concrete applications. This requires choosing the right tools, identifying relevant use cases, and defining a framework suited to the needs and constraints of each organization.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is precisely the approach <strong>RITME <\/strong>has taken for over 35 years in supporting the scientific community, through a catalog of <strong><a href=\"https:\/\/ritme.com\/en\/scientific-software\/\" data-type=\"link\" data-id=\"https:\/\/ritme.com\/logiciels\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">specialized software solutions<\/mark><\/a><\/strong>, <strong><a href=\"https:\/\/ritme.com\/en\/trainings\/\" data-type=\"link\" data-id=\"https:\/\/ritme.com\/formations\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">training programs<\/mark><\/a><\/strong> and <strong><a href=\"https:\/\/ritme.com\/en\/effisciance\/science-ai-services\/\" data-type=\"link\" data-id=\"https:\/\/ritme.com\/effisciance\/accompagnement-ia-science\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">support services<\/mark><\/a><\/strong> tailored to scientific environments.<\/p>\n<\/div>\n\n\n\n<div data-aos= \"fade-left\" data-aos-duration=\"400\" data-aos-delay=\"0\" data-aos-easing=\"ease\" data-aos-once=\"true\" class=\"wp-block-uagb-column uagb-column__wrap uagb-column__background-undefined uagb-block-3e63c923 uag-hide-mob\"><div class=\"uagb-column__overlay\"><\/div><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"1872\" src=\"https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-Ok-blouse-blanche.png\" alt=\"Effi robot wearing a lab coat\" class=\"wp-image-55751\" style=\"width:150px;height:auto\" srcset=\"https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-Ok-blouse-blanche.png 1200w, https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-Ok-blouse-blanche-321x500.png 321w, https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-Ok-blouse-blanche-656x1024.png 656w, https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-Ok-blouse-blanche-768x1198.png 768w, https:\/\/ritme.com\/wp-content\/uploads\/2026\/08\/Effi-Ok-blouse-blanche-985x1536.png 985w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n<\/div><\/div>\n<\/div><\/section>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/ritme.com\/en\/effisciance\/\" data-type=\"link\" data-id=\"https:\/\/ritme.com\/effisciance\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">EFFISCIANCE<\/mark><\/a><\/strong> our AI support offering, follows this same approach. Designed by scientists, for scientists, It combines three complementary services:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/ritme.com\/en\/effisciance\/science-ai-consulting\/\" data-type=\"link\" data-id=\"https:\/\/ritme.com\/effisciance\/conseil-ia-science\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Consulting<\/mark><\/a><\/strong>: to clarify use cases, identify the right tools, and establish a realistic, secure framework aligned with your scientific objective.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/ritme.com\/en\/effisciance\/science-ai-training\/\" data-type=\"link\" data-id=\"https:\/\/ritme.com\/effisciance\/formation-ia-science\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Training<\/mark><\/a><\/strong>: to build your teams\u2019 skills and embed practical uses of generative AI into everyday scientific practice.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/ritme.com\/en\/effisciance\/science-ai-integration\/\" data-type=\"link\" data-id=\"https:\/\/ritme.com\/effisciance\/integration-ia-science\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\">Integration<\/mark><\/a><\/strong>: to turn identified use cases into concrete solutions, whether specialized assistants, AI agents, or scientific process automation.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">To structure this approach, we have developed a comprehensive, modular <a href=\"https:\/\/ritme.com\/en\/effisciance\/ai-pathway-organization\/\"><mark style=\"padding:0px;background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-ritme-blue-color\"><strong>AI Pathway<\/strong><\/mark><\/a>. From introductory sessions to training, through use case identification and the integration of assistants or agents, it adapts to the maturity level, objectives, and constraints of each organization.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:20px\" aria-hidden=\"true\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-text-color has-link-color wp-elements-16 wp-block-paragraph\" style=\"color:#a02b93;font-size:1.7rem\"><strong><strong><strong>Ready to make your organization&#8217;s AI transformation a success?<\/strong><\/strong><\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center has-text-color has-link-color wp-elements-17 wp-block-paragraph\" style=\"color:#a02b93;font-size:1.7rem\">Contact our experts to discuss your AI project.<\/p>\n\n\n\n<div class=\"wp-block-getwid-advanced-spacer\" style=\"height:30px\" aria-hidden=\"true\"><\/div>\n\n\n<noscript class=\"ninja-forms-noscript-message\">\n\tNotice: JavaScript is required for this content.<\/noscript>\n<div id=\"nf-form-94-cont\" class=\"nf-form-cont contact-form\" aria-live=\"polite\" aria-labelledby=\"nf-form-title-94\" aria-describedby=\"nf-form-errors-94\" role=\"form\">\n\n    <div class=\"nf-loading-spinner\"><\/div>\n\n<\/div>\n        <!-- That data is being printed as a workaround to page builders reordering the order of the scripts loaded-->\n        <script>var formDisplay=1;var nfForms=nfForms||[];var form=[];form.id='94';form.settings={\"ninjaForms\":\"Ninja Forms\",\"changeEmailErrorMsg\":\"Please enter a valid email address!\",\"changeDateErrorMsg\":\"Please enter a valid date!\",\"confirmFieldErrorMsg\":\"These fields must match!\",\"fieldNumberNumMinError\":\"Number Min Error\",\"fieldNumberNumMaxError\":\"Number Max Error\",\"fieldNumberIncrementBy\":\"Please increment by \",\"fieldTextareaRTEInsertLink\":\"Insert Link\",\"fieldTextareaRTEInsertMedia\":\"Insert Media\",\"fieldTextareaRTESelectAFile\":\"Select a file\",\"tableInsertRowAbove\":\"Insert Row Above\",\"tableInsertRowBelow\":\"Insert Row Below\",\"tableInsertColumnLeft\":\"Insert Column Left\",\"tableInsertColumnRight\":\"Insert Column Right\",\"tableDeleteRow\":\"Delete Row\",\"tableDeleteColumn\":\"Delete Column\",\"tableDeleteTable\":\"Delete Table\",\"tableLegacyNotice\":\"This content has tables in the old editor format. Custom styles are preserved until converted. Editing will update to the new format.\",\"tableLegacyConvert\":\"Convert Now\",\"tableInsertTable\":\"Insert Table\",\"dismiss\":\"Dismiss\",\"insertLink\":\"Insert Link\",\"formErrorsCorrectErrors\":\"Please correct errors before submitting this form.\",\"formHoneypot\":\"If you are a human seeing this field, please leave it empty.\",\"validateRequiredField\":\"This is a required field.\",\"honeypotHoneypotError\":\"Honeypot Error\",\"fileUploadOldCodeFileUploadInProgress\":\"File Upload in Progress.\",\"fileUploadOldCodeFileUpload\":\"FILE UPLOAD\",\"currencySymbol\":\"&#36;\",\"fieldsMarkedRequired\":\"Fields marked with an <span class=\\\"ninja-forms-req-symbol\\\">*<\\\/span> are required\",\"thousands_sep\":\",\",\"decimal_point\":\".\",\"siteLocale\":\"en_GB\",\"dateFormat\":\"m\\\/d\\\/Y\",\"startOfWeek\":\"1\",\"of\":\"of\",\"previousMonth\":\"Previous Month\",\"nextMonth\":\"Next Month\",\"months\":[\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"],\"monthsShort\":[\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"],\"weekdays\":[\"Sunday\",\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\"],\"weekdaysShort\":[\"Sun\",\"Mon\",\"Tue\",\"Wed\",\"Thu\",\"Fri\",\"Sat\"],\"weekdaysMin\":[\"Su\",\"Mo\",\"Tu\",\"We\",\"Th\",\"Fr\",\"Sa\"],\"recaptchaConsentMissing\":\"reCaptcha validation couldn&#039;t load.\",\"recaptchaMissingCookie\":\"reCaptcha v3 validation couldn&#039;t load the cookie needed to submit the form.\",\"recaptchaConsentEvent\":\"Accept reCaptcha cookies before sending the form.\",\"hourPlaceholder\":\"Hour\",\"minutePlaceholder\":\"Minute\",\"am\":\"AM\",\"pm\":\"PM\",\"objectType\":\"Form Setting\",\"editActive\":true,\"title\":\"Contact - mod\\u00e8le (cocon IA - article 02) - EN\",\"created_at\":\"2026-10-27 17:13:51\",\"default_label_pos\":\"hidden\",\"show_title\":\"0\",\"clear_complete\":\"1\",\"hide_complete\":\"1\",\"logged_in\":\"0\",\"key\":\"contact-form\",\"conditions\":[],\"wrapper_class\":\"contact-form\",\"element_class\":\"\",\"add_submit\":\"1\",\"not_logged_in_msg\":\"\",\"sub_limit_number\":\"\",\"sub_limit_msg\":\"\",\"calculations\":[],\"formContentData\":[\"civilite\",\"last_name\",\"first_name\",\"email\",\"phone\",\"company\",\"fonction\",\"send_1708438891905\",\"maturity\",\"origin\"],\"container_styles_background-color\":\"\",\"container_styles_border\":\"\",\"container_styles_border-style\":\"\",\"container_styles_border-color\":\"\",\"container_styles_color\":\"\",\"container_styles_height\":\"\",\"container_styles_width\":\"\",\"container_styles_font-size\":\"\",\"container_styles_margin\":\"\",\"container_styles_padding\":\"\",\"container_styles_display\":\"\",\"container_styles_float\":\"\",\"container_styles_show_advanced_css\":\"0\",\"container_styles_advanced\":\"\",\"title_styles_background-color\":\"\",\"title_styles_border\":\"\",\"title_styles_border-style\":\"\",\"title_styles_border-color\":\"\",\"title_styles_color\":\"\",\"title_styles_height\":\"\",\"title_styles_width\":\"\",\"title_styles_font-size\":\"\",\"title_styles_margin\":\"\",\"title_styles_padding\":\"\",\"title_styles_display\":\"\",\"title_styles_float\":\"\",\"title_styles_show_advanced_css\":\"0\",\"title_styles_advanced\":\"\",\"row_styles_background-color\":\"\",\"row_styles_border\":\"\",\"row_styles_border-style\":\"\",\"row_styles_border-color\":\"\",\"row_styles_color\":\"\",\"row_styles_height\":\"\",\"row_styles_width\":\"\",\"row_styles_font-size\":\"\",\"row_styles_margin\":\"\",\"row_styles_padding\":\"\",\"row_styles_display\":\"\",\"row_styles_show_advanced_css\":\"0\",\"row_styles_advanced\":\"\",\"row-odd_styles_background-color\":\"\",\"row-odd_styles_border\":\"\",\"row-odd_styles_border-style\":\"\",\"row-odd_styles_border-color\":\"\",\"row-odd_styles_color\":\"\",\"row-odd_styles_height\":\"\",\"row-odd_styles_width\":\"\",\"row-odd_styles_font-size\":\"\",\"row-odd_styles_margin\":\"\",\"row-odd_styles_padding\":\"\",\"row-odd_styles_display\":\"\",\"row-odd_styles_show_advanced_css\":\"0\",\"row-odd_styles_advanced\":\"\",\"success-msg_styles_background-color\":\"\",\"success-msg_styles_border\":\"\",\"success-msg_styles_border-style\":\"\",\"success-msg_styles_border-color\":\"\",\"success-msg_styles_color\":\"\",\"success-msg_styles_height\":\"\",\"success-msg_styles_width\":\"\",\"success-msg_styles_font-size\":\"\",\"success-msg_styles_margin\":\"\",\"success-msg_styles_padding\":\"\",\"success-msg_styles_display\":\"\",\"success-msg_styles_show_advanced_css\":\"0\",\"success-msg_styles_advanced\":\"\",\"error_msg_styles_background-color\":\"\",\"error_msg_styles_border\":\"\",\"error_msg_styles_border-style\":\"\",\"error_msg_styles_border-color\":\"\",\"error_msg_styles_color\":\"\",\"error_msg_styles_height\":\"\",\"error_msg_styles_width\":\"\",\"error_msg_styles_font-size\":\"\",\"error_msg_styles_margin\":\"\",\"error_msg_styles_padding\":\"\",\"error_msg_styles_display\":\"\",\"error_msg_styles_show_advanced_css\":\"0\",\"error_msg_styles_advanced\":\"\",\"currency\":\"\",\"repeatable_fieldsets\":\"\",\"unique_field_error\":\"\",\"drawerDisabled\":false,\"manual_key\":\"1\",\"form_title_heading_level\":\"3\",\"objectDomain\":\"display\",\"allow_public_link\":0,\"embed_form\":\"\",\"currency_symbol\":\"\",\"beforeForm\":\"\",\"beforeFields\":\"\",\"afterFields\":\"\",\"afterForm\":\"\"};form.fields=[{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":1,\"idAttribute\":\"id\",\"type\":\"listselect\",\"label\":\"Civility\",\"key\":\"civilite\",\"label_pos\":\"hidden\",\"required\":1,\"options\":[{\"errors\":[],\"max_options\":\"0\",\"order\":\"0\",\"new\":\"\",\"options\":[],\"label\":\"Civility\",\"value\":\"\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Options <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Ajouter<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> Importer<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Un\",\"value\":\"un\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"Deux\",\"value\":\"deux\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"Trois\",\"value\":\"trois\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Libell\\u00e9\",\"default\":\"\"},\"value\":{\"header\":\"Valeur\",\"default\":\"\"},\"calc\":{\"header\":\"Valeur de calcul\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}},\"settingKey\":\"options\"},\"manual_value\":\"1\"},{\"label\":\"Dr\",\"value\":6},{\"label\":\"Madam\",\"value\":1},{\"label\":\"Mister\",\"value\":3}],\"container_class\":\"one-third first\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"drawerDisabled\":\"\",\"manual_key\":1,\"field_label\":\"Civility\",\"field_key\":\"civilite\",\"id\":1008,\"beforeField\":\"\",\"afterField\":\"\",\"value\":\"\",\"parentType\":\"list\",\"element_templates\":[\"listselect\",\"input\"],\"old_classname\":\"list-select\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":2,\"idAttribute\":\"id\",\"label\":\"Last Name\",\"type\":\"firstname\",\"key\":\"last_name\",\"label_pos\":\"hidden\",\"required\":1,\"default\":\"\",\"placeholder\":\"Last Name\",\"container_class\":\"one-third third\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"lname\",\"personally_identifiable\":1,\"value\":\"\",\"drawerDisabled\":\"\",\"manual_key\":1,\"field_label\":\"Last Name\",\"field_key\":\"last_name\",\"id\":1009,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":3,\"idAttribute\":\"id\",\"label\":\"First Name\",\"type\":\"firstname\",\"key\":\"first_name\",\"label_pos\":\"hidden\",\"required\":1,\"default\":\"\",\"placeholder\":\"First Name\",\"container_class\":\"one-third third\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"fname\",\"personally_identifiable\":1,\"value\":\"\",\"drawerDisabled\":\"\",\"manual_key\":1,\"field_label\":\"First Name\",\"field_key\":\"first_name\",\"id\":1010,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":4,\"idAttribute\":\"id\",\"label\":\"Email address\",\"key\":\"email\",\"type\":\"email\",\"created_at\":\"2021-03-02 16:03:26\",\"label_pos\":\"hidden\",\"required\":1,\"placeholder\":\"Email address\",\"default\":\"\",\"wrapper_class\":\"\",\"element_class\":\"\",\"container_class\":\"one-half first\",\"admin_label\":\"\",\"help_text\":\"\",\"desc_text\":\"\",\"wrap_styles_background-color\":\"\",\"wrap_styles_border\":\"\",\"wrap_styles_border-style\":\"\",\"wrap_styles_border-color\":\"\",\"wrap_styles_color\":\"\",\"wrap_styles_height\":\"\",\"wrap_styles_width\":\"\",\"wrap_styles_font-size\":\"\",\"wrap_styles_margin\":\"\",\"wrap_styles_padding\":\"\",\"wrap_styles_display\":\"\",\"wrap_styles_float\":\"\",\"wrap_styles_show_advanced_css\":0,\"wrap_styles_advanced\":\"\",\"label_styles_background-color\":\"\",\"label_styles_border\":\"\",\"label_styles_border-style\":\"\",\"label_styles_border-color\":\"\",\"label_styles_color\":\"\",\"label_styles_height\":\"\",\"label_styles_width\":\"\",\"label_styles_font-size\":\"\",\"label_styles_margin\":\"\",\"label_styles_padding\":\"\",\"label_styles_display\":\"\",\"label_styles_float\":\"\",\"label_styles_show_advanced_css\":0,\"label_styles_advanced\":\"\",\"element_styles_background-color\":\"\",\"element_styles_border\":\"\",\"element_styles_border-style\":\"\",\"element_styles_border-color\":\"\",\"element_styles_color\":\"\",\"element_styles_height\":\"\",\"element_styles_width\":\"\",\"element_styles_font-size\":\"\",\"element_styles_margin\":\"\",\"element_styles_padding\":\"\",\"element_styles_display\":\"\",\"element_styles_float\":\"\",\"element_styles_show_advanced_css\":0,\"element_styles_advanced\":\"\",\"cellcid\":\"c3281\",\"custom_name_attribute\":\"email\",\"personally_identifiable\":1,\"value\":\"\",\"drawerDisabled\":\"\",\"manual_key\":1,\"field_label\":\"Email address\",\"field_key\":\"email\",\"id\":1011,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"email\",\"element_templates\":[\"email\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":5,\"idAttribute\":\"id\",\"label\":\"Phone\",\"type\":\"phone\",\"key\":\"phone\",\"label_pos\":\"hidden\",\"required\":1,\"default\":\"\",\"placeholder\":\"Phone\",\"container_class\":\"one-half second\",\"element_class\":\"\",\"input_limit\":\"\",\"input_limit_type\":\"characters\",\"input_limit_msg\":\"Caract\\u00e8res restants\",\"manual_key\":1,\"admin_label\":\"\",\"help_text\":\"\",\"mask\":\"\",\"custom_mask\":\"\",\"custom_name_attribute\":\"phone\",\"personally_identifiable\":1,\"value\":\"\",\"drawerDisabled\":\"\",\"field_label\":\"Phone\",\"field_key\":\"phone\",\"id\":1012,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"textbox\",\"element_templates\":[\"tel\",\"textbox\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":6,\"idAttribute\":\"id\",\"label\":\"Company\",\"type\":\"lastname\",\"key\":\"company\",\"label_pos\":\"hidden\",\"required\":1,\"default\":\"\",\"placeholder\":\"Company\",\"container_class\":\"one-half first\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"company\",\"personally_identifiable\":0,\"value\":\"\",\"drawerDisabled\":\"\",\"manual_key\":1,\"field_label\":\"Company\",\"field_key\":\"company\",\"id\":1013,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"lastname\",\"element_templates\":[\"lastname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":8,\"idAttribute\":\"id\",\"type\":\"listselect\",\"label\":\"Function\",\"key\":\"fonction\",\"label_pos\":\"hidden\",\"required\":0,\"options\":[{\"errors\":[],\"max_options\":0,\"order\":0,\"new\":false,\"options\":[],\"label\":\"Function\",\"value\":\"\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Options <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Ajouter<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> Importer<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Un\",\"value\":\"un\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"Deux\",\"value\":\"deux\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"Trois\",\"value\":\"trois\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Libell\\u00e9\",\"default\":\"\"},\"value\":{\"header\":\"Valeur\",\"default\":\"\"},\"calc\":{\"header\":\"Valeur de calcul\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}},\"settingKey\":\"options\"},\"manual_value\":true},{\"label\":\"Human Resources Manager\",\"value\":3},{\"label\":\"R&D Manager\",\"value\":4},{\"label\":\"IT Manager\",\"value\":5},{\"label\":\"Purchasing Manager\",\"value\":7},{\"label\":\"Teacher\",\"value\":8},{\"label\":\"Postdoctoral researcher\",\"value\":9},{\"label\":\"Doctor\",\"value\":10},{\"label\":\"Lecturer\",\"value\":11},{\"label\":\"R&D Engineer\",\"value\":12},{\"label\":\"Engineer\",\"value\":13},{\"label\":\"Manager\",\"value\":14},{\"label\":\"Student\",\"value\":15},{\"label\":\"Research Director\",\"value\":16},{\"label\":\"Developer\",\"value\":17},{\"label\":\"Scientist\",\"value\":18},{\"label\":\"Management\",\"value\":19},{\"label\":\"Training Manager\",\"value\":20},{\"label\":\"Documentation Manager\",\"value\":21},{\"label\":\"Secretary\",\"value\":22}],\"container_class\":\"one-half second\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"drawerDisabled\":\"\",\"manual_key\":1,\"field_label\":\"Function\",\"field_key\":\"fonction\",\"id\":1014,\"beforeField\":\"\",\"afterField\":\"\",\"value\":\"\",\"parentType\":\"list\",\"element_templates\":[\"listselect\",\"input\"],\"old_classname\":\"list-select\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":11,\"idAttribute\":\"id\",\"label\":\"SEND\",\"key\":\"send_1708438891905\",\"type\":\"submit\",\"created_at\":\"2021-03-02 16:03:26\",\"processing_label\":\"Processing\",\"container_class\":\"text-center\",\"element_class\":\"is-next\",\"wrap_styles_background-color\":\"\",\"wrap_styles_border\":\"\",\"wrap_styles_border-style\":\"\",\"wrap_styles_border-color\":\"\",\"wrap_styles_color\":\"\",\"wrap_styles_height\":\"\",\"wrap_styles_width\":\"\",\"wrap_styles_font-size\":\"\",\"wrap_styles_margin\":\"\",\"wrap_styles_padding\":\"\",\"wrap_styles_display\":\"\",\"wrap_styles_float\":\"\",\"wrap_styles_show_advanced_css\":0,\"wrap_styles_advanced\":\"\",\"label_styles_background-color\":\"\",\"label_styles_border\":\"\",\"label_styles_border-style\":\"\",\"label_styles_border-color\":\"\",\"label_styles_color\":\"\",\"label_styles_height\":\"\",\"label_styles_width\":\"\",\"label_styles_font-size\":\"\",\"label_styles_margin\":\"\",\"label_styles_padding\":\"\",\"label_styles_display\":\"\",\"label_styles_float\":\"\",\"label_styles_show_advanced_css\":0,\"label_styles_advanced\":\"\",\"element_styles_background-color\":\"\",\"element_styles_border\":\"\",\"element_styles_border-style\":\"\",\"element_styles_border-color\":\"\",\"element_styles_color\":\"\",\"element_styles_height\":\"\",\"element_styles_width\":\"\",\"element_styles_font-size\":\"\",\"element_styles_margin\":\"\",\"element_styles_padding\":\"\",\"element_styles_display\":\"\",\"element_styles_float\":\"\",\"element_styles_show_advanced_css\":0,\"element_styles_advanced\":\"\",\"submit_element_hover_styles_background-color\":\"\",\"submit_element_hover_styles_border\":\"\",\"submit_element_hover_styles_border-style\":\"\",\"submit_element_hover_styles_border-color\":\"\",\"submit_element_hover_styles_color\":\"\",\"submit_element_hover_styles_height\":\"\",\"submit_element_hover_styles_width\":\"\",\"submit_element_hover_styles_font-size\":\"\",\"submit_element_hover_styles_margin\":\"\",\"submit_element_hover_styles_padding\":\"\",\"submit_element_hover_styles_display\":\"\",\"submit_element_hover_styles_float\":\"\",\"submit_element_hover_styles_show_advanced_css\":0,\"submit_element_hover_styles_advanced\":\"\",\"cellcid\":\"c3287\",\"drawerDisabled\":\"\",\"field_label\":\"SEND\",\"field_key\":\"send_1708438891905\",\"admin_label\":\"\",\"id\":1015,\"beforeField\":\"\",\"afterField\":\"\",\"value\":\"\",\"label_pos\":\"hidden\",\"parentType\":\"textbox\",\"element_templates\":[\"submit\",\"button\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap-no-label\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":12,\"idAttribute\":\"id\",\"type\":\"hidden\",\"label\":\"Niveau de maturit\\u00e9\",\"key\":\"maturity\",\"default\":\"\",\"admin_label\":\"\",\"manual_key\":1,\"drawerDisabled\":\"\",\"field_label\":\"Niveau de maturit\\u00e9\",\"field_key\":\"maturity\",\"container_class\":\"\",\"element_class\":\"\",\"id\":1016,\"beforeField\":\"\",\"afterField\":\"\",\"value\":\"\",\"label_pos\":\"hidden\",\"parentType\":\"hidden\",\"element_templates\":[\"hidden\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap-no-label\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":13,\"idAttribute\":\"id\",\"type\":\"hidden\",\"label\":\"Origine\",\"key\":\"origin\",\"default\":\"\",\"admin_label\":\"\",\"manual_key\":1,\"drawerDisabled\":\"\",\"field_label\":\"Origine\",\"field_key\":\"origin\",\"container_class\":\"\",\"element_class\":\"\",\"id\":1017,\"beforeField\":\"\",\"afterField\":\"\",\"value\":\"https:\\\/\\\/ritme.com\\\/en\\\/wp-json\\\/wp\\\/v2\\\/posts\\\/57492\\\/\",\"label_pos\":\"hidden\",\"parentType\":\"hidden\",\"element_templates\":[\"hidden\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap-no-label\"}];nfForms.push(form);<\/script>\n        \n<\/div>\n<\/div><\/section>\n","protected":false},"excerpt":{"rendered":"<p>Discover our AI glossary of the key concepts to know in science and research, organized into five sections.<\/p>\n","protected":false},"author":3370,"featured_media":57037,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"_uag_custom_page_level_css":"","footnotes":""},"categories":[4118],"tags":[],"class_list":["post-57492","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-focus"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Glossary: Essential Terms for Science and Research<\/title>\n<meta name=\"description\" content=\"In this article, discover our AI glossary of the key concepts to know in science and research, organized into five sections.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ritme.com\/en\/ai-glossary-science-research\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Glossary: Essential Terms for Science and Research\" \/>\n<meta property=\"og:description\" content=\"In this article, discover our AI glossary of the key concepts to know in science and research, organized into five sections.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ritme.com\/en\/ai-glossary-science-research\/\" \/>\n<meta property=\"og:site_name\" content=\"Ritme\" \/>\n<meta property=\"article:published_time\" content=\"2026-11-03T13:35:38+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-11-03T13:35:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png\" \/>\n\t<meta property=\"og:image:width\" content=\"673\" \/>\n\t<meta property=\"og:image:height\" content=\"476\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Olivier Ritme\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Olivier Ritme\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"20 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/\"},\"author\":{\"name\":\"Olivier Ritme\",\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/#\\\/schema\\\/person\\\/ab075d31d4bf1d07c1b874a103afcb10\"},\"headline\":\"AI Glossary: Essential Terms for Science and Research\",\"datePublished\":\"2026-11-03T13:35:38+00:00\",\"dateModified\":\"2026-11-03T13:35:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/\"},\"wordCount\":3716,\"publisher\":{\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ritme.com\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/img-MEA-article-lexique-IA.png\",\"articleSection\":[\"AI Focus\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/\",\"url\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/\",\"name\":\"AI Glossary: Essential Terms for Science and Research\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ritme.com\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/img-MEA-article-lexique-IA.png\",\"datePublished\":\"2026-11-03T13:35:38+00:00\",\"dateModified\":\"2026-11-03T13:35:42+00:00\",\"description\":\"In this article, discover our AI glossary of the key concepts to know in science and research, organized into five sections.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/#primaryimage\",\"url\":\"https:\\\/\\\/ritme.com\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/img-MEA-article-lexique-IA.png\",\"contentUrl\":\"https:\\\/\\\/ritme.com\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/img-MEA-article-lexique-IA.png\",\"width\":673,\"height\":476,\"caption\":\"Lexique IA : les termes indispensables pour la science et la recherche\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/ai-glossary-science-research\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/ritme.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI Focus\",\"item\":\"https:\\\/\\\/ritme.com\\\/en\\\/category\\\/ai-focus\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"AI Glossary: Essential Terms for Science and Research\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/ritme.com\\\/en\\\/\",\"name\":\"Ritme\",\"description\":\"The strategic partner of research teams\",\"publisher\":{\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ritme.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/#organization\",\"name\":\"RITME\",\"url\":\"https:\\\/\\\/ritme.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/ritme.com\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Logo-Yoast.png\",\"contentUrl\":\"https:\\\/\\\/ritme.com\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Logo-Yoast.png\",\"width\":696,\"height\":696,\"caption\":\"RITME\"},\"image\":{\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/company\\\/ritme-scientific-solutions\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@ritme6705\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/ritme.com\\\/en\\\/#\\\/schema\\\/person\\\/ab075d31d4bf1d07c1b874a103afcb10\",\"name\":\"Olivier Ritme\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5e766af435a9d437904f33762395f31273c9bfbb003cd5e2a6b1c2536fa1f594?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5e766af435a9d437904f33762395f31273c9bfbb003cd5e2a6b1c2536fa1f594?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5e766af435a9d437904f33762395f31273c9bfbb003cd5e2a6b1c2536fa1f594?s=96&d=mm&r=g\",\"caption\":\"Olivier Ritme\"},\"sameAs\":[\"http:\\\/\\\/adminRitme\"],\"url\":\"https:\\\/\\\/ritme.com\\\/en\\\/author\\\/olivier\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI Glossary: Essential Terms for Science and Research","description":"In this article, discover our AI glossary of the key concepts to know in science and research, organized into five sections.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/","og_locale":"en_GB","og_type":"article","og_title":"AI Glossary: Essential Terms for Science and Research","og_description":"In this article, discover our AI glossary of the key concepts to know in science and research, organized into five sections.","og_url":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/","og_site_name":"Ritme","article_published_time":"2026-11-03T13:35:38+00:00","article_modified_time":"2026-11-03T13:35:42+00:00","og_image":[{"width":673,"height":476,"url":"https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png","type":"image\/png"}],"author":"Olivier Ritme","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Olivier Ritme","Estimated reading time":"20 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/#article","isPartOf":{"@id":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/"},"author":{"name":"Olivier Ritme","@id":"https:\/\/ritme.com\/en\/#\/schema\/person\/ab075d31d4bf1d07c1b874a103afcb10"},"headline":"AI Glossary: Essential Terms for Science and Research","datePublished":"2026-11-03T13:35:38+00:00","dateModified":"2026-11-03T13:35:42+00:00","mainEntityOfPage":{"@id":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/"},"wordCount":3716,"publisher":{"@id":"https:\/\/ritme.com\/en\/#organization"},"image":{"@id":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/#primaryimage"},"thumbnailUrl":"https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png","articleSection":["AI Focus"],"inLanguage":"en-GB"},{"@type":"WebPage","@id":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/","url":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/","name":"AI Glossary: Essential Terms for Science and Research","isPartOf":{"@id":"https:\/\/ritme.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/#primaryimage"},"image":{"@id":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/#primaryimage"},"thumbnailUrl":"https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png","datePublished":"2026-11-03T13:35:38+00:00","dateModified":"2026-11-03T13:35:42+00:00","description":"In this article, discover our AI glossary of the key concepts to know in science and research, organized into five sections.","breadcrumb":{"@id":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ritme.com\/en\/ai-glossary-science-research\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/#primaryimage","url":"https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png","contentUrl":"https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png","width":673,"height":476,"caption":"Lexique IA : les termes indispensables pour la science et la recherche"},{"@type":"BreadcrumbList","@id":"https:\/\/ritme.com\/en\/ai-glossary-science-research\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ritme.com\/en\/"},{"@type":"ListItem","position":2,"name":"AI Focus","item":"https:\/\/ritme.com\/en\/category\/ai-focus\/"},{"@type":"ListItem","position":3,"name":"AI Glossary: Essential Terms for Science and Research"}]},{"@type":"WebSite","@id":"https:\/\/ritme.com\/en\/#website","url":"https:\/\/ritme.com\/en\/","name":"Ritme","description":"The strategic partner of research teams","publisher":{"@id":"https:\/\/ritme.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ritme.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/ritme.com\/en\/#organization","name":"RITME","url":"https:\/\/ritme.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/ritme.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/ritme.com\/wp-content\/uploads\/2026\/05\/Logo-Yoast.png","contentUrl":"https:\/\/ritme.com\/wp-content\/uploads\/2026\/05\/Logo-Yoast.png","width":696,"height":696,"caption":"RITME"},"image":{"@id":"https:\/\/ritme.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/ritme-scientific-solutions\/","https:\/\/www.youtube.com\/@ritme6705"]},{"@type":"Person","@id":"https:\/\/ritme.com\/en\/#\/schema\/person\/ab075d31d4bf1d07c1b874a103afcb10","name":"Olivier Ritme","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/secure.gravatar.com\/avatar\/5e766af435a9d437904f33762395f31273c9bfbb003cd5e2a6b1c2536fa1f594?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/5e766af435a9d437904f33762395f31273c9bfbb003cd5e2a6b1c2536fa1f594?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/5e766af435a9d437904f33762395f31273c9bfbb003cd5e2a6b1c2536fa1f594?s=96&d=mm&r=g","caption":"Olivier Ritme"},"sameAs":["http:\/\/adminRitme"],"url":"https:\/\/ritme.com\/en\/author\/olivier\/"}]}},"uagb_featured_image_src":{"full":["https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png",673,476,false],"thumbnail":["https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA-300x300.png",300,300,true],"medium":["https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA-500x354.png",500,354,true],"medium_large":["https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png",673,476,false],"large":["https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png",673,476,false],"1536x1536":["https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png",673,476,false],"2048x2048":["https:\/\/ritme.com\/wp-content\/uploads\/2026\/10\/img-MEA-article-lexique-IA.png",673,476,false]},"uagb_author_info":{"display_name":"Olivier Ritme","author_link":"https:\/\/ritme.com\/en\/author\/olivier\/"},"uagb_comment_info":0,"uagb_excerpt":"Discover our AI glossary of the key concepts to know in science and research, organized into five sections.","_links":{"self":[{"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/posts\/57492","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/users\/3370"}],"replies":[{"embeddable":true,"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/comments?post=57492"}],"version-history":[{"count":10,"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/posts\/57492\/revisions"}],"predecessor-version":[{"id":57514,"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/posts\/57492\/revisions\/57514"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/media\/57037"}],"wp:attachment":[{"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/media?parent=57492"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/categories?post=57492"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ritme.com\/en\/wp-json\/wp\/v2\/tags?post=57492"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}