{"id":10685,"date":"2024-03-12T19:04:30","date_gmt":"2024-03-12T19:04:30","guid":{"rendered":"https:\/\/dailyai.com\/?p=10685"},"modified":"2024-03-13T10:10:46","modified_gmt":"2024-03-13T10:10:46","slug":"mayo-clinic-researchers-develop-hypothesis-driven-ai-for-medical-research","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2024\/03\/mayo-clinic-researchers-develop-hypothesis-driven-ai-for-medical-research\/","title":{"rendered":"Mayo Clinic-forskare utvecklar \"hypotesdriven AI\" f\u00f6r onkologi"},"content":{"rendered":"<p><b>Forskare vid Mayo Clinic har utvecklat en innovativ AI-teknik, kallad \"hypotesdriven AI\", som skiljer sig fr\u00e5n konventionella datadrivna AI-modeller.<\/b><\/p>\n<p>Traditionella AI-metoder \u00e4r utm\u00e4rkta p\u00e5 att identifiera m\u00f6nster i stora m\u00e4ngder data, t.ex. genetiska sekvenser eller diagnostiska bilder, men kan ofta inte inf\u00f6rliva befintlig vetenskaplig kunskap eller hypoteser direkt i sin inl\u00e4rningsprocess.<\/p>\n<p>Hypotesdriven AI utmanar dessa normer genom att inf\u00f6rliva medicinska hypoteser i sin inl\u00e4rningsprocess. Den l\u00e4r sig inte bara fr\u00e5n de data som den matas med - den anv\u00e4nder ocks\u00e5 hypoteser f\u00f6r att utforska data direkt.<\/p>\n<p><span style=\"font-weight: 400;\">Dokumentera deras <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/38398213\/\" target=\"_blank\" rel=\"noopener\">forskning<\/a> i tidskriften Cancers<\/span><span style=\"font-weight: 400;\">Mayo Clinic anv\u00e4nder sina hypotesdrivna AI-system f\u00f6r att hj\u00e4lpa till att f\u00f6rst\u00e5 dynamiken i komplexa sjukdomar som cancer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Skriva i en <a href=\"https:\/\/newsnetwork.mayoclinic.org\/discussion\/mayo-researchers-invented-a-new-class-of-ai-to-improve-cancer-research-and-treatments\/\" target=\"_blank\" rel=\"noopener\">Pressmeddelande fr\u00e5n Mayo Clinic<\/a>Dr Hu Li, studiens huvudf\u00f6rfattare, f\u00f6rklarade hur hypotesdriven AI gynnar<\/span><span style=\"font-weight: 400;\">\u00a0medicinsk forskning: \"Detta fr\u00e4mjar en ny era n\u00e4r det g\u00e4ller att utforma riktade och v\u00e4linformerade AI-algoritmer f\u00f6r att l\u00f6sa vetenskapliga fr\u00e5gor, b\u00e4ttre f\u00f6rst\u00e5 sjukdomar och v\u00e4gleda individualiserad medicin.\"\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">S\u00e5 h\u00e4r fungerar det:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Sammanst\u00e4llning av data:<\/b><span style=\"font-weight: 400;\"> Teamet, som leds av Zilin Xianyu och kollegor vid Mayo Clinic, inledde sin studie med att samla in information, inklusive genomisk data (DNA), proteomisk (proteiner), transkriptomisk (RNA-meddelanden) och epigenetisk (\u00e4rftliga f\u00f6r\u00e4ndringar som inte p\u00e5verkar DNA-sekvensinformationen) fr\u00e5n tusentals cancerprover.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Utveckling av AI-systemet:<\/b><span style=\"font-weight: 400;\"> Med utg\u00e5ngspunkt i de insamlade uppgifterna utformade forskarna en ny klass av AI-algoritmer som kallas \"hypotesdriven AI\". Till skillnad fr\u00e5n traditionella modeller var dessa algoritmer unikt konstruerade f\u00f6r att integrera och testa vetenskapliga hypoteser i sin inl\u00e4rningsprocess.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Till\u00e4mpning p\u00e5 onkologisk forskning:<\/b><span style=\"font-weight: 400;\"> N\u00e4r algoritmerna var klara till\u00e4mpade forskarna sin hypotesdrivna AI p\u00e5 flera viktiga omr\u00e5den inom onkologisk forskning, t.ex. tum\u00f6rklassificering, patientstratifiering och f\u00f6ruts\u00e4gelse av l\u00e4kemedelsrespons, och rapporterade f\u00f6rb\u00e4ttrad prestanda j\u00e4mf\u00f6rt med konventionella metoder.\u00a0<\/span><\/li>\n<\/ul>\n<figure id=\"attachment_10686\" aria-describedby=\"caption-attachment-10686\" style=\"width: 686px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-10686\" src=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/hypothesis-drivenAI.png\" alt=\"Mayo Clinic AI\" width=\"686\" height=\"578\" srcset=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/hypothesis-drivenAI.png 937w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/hypothesis-drivenAI-300x253.png 300w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/hypothesis-drivenAI-768x648.png 768w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/hypothesis-drivenAI-14x12.png 14w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/hypothesis-drivenAI-370x312.png 370w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/hypothesis-drivenAI-800x674.png 800w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/hypothesis-drivenAI-20x17.png 20w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/hypothesis-drivenAI-740x624.png 740w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/hypothesis-drivenAI-57x48.png 57w\" sizes=\"auto, (max-width: 686px) 100vw, 686px\" \/><figcaption id=\"caption-attachment-10686\" class=\"wp-caption-text\">F\u00f6rfattarnas beskrivning av hur hypotesdriven AI fungerar och dess f\u00f6rdelar. K\u00e4llor: <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/38398213\/\">Mayo Clinic<\/a>.<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">Daniel Billadeau, Ph.D., en av uppfinnarna bakom studien och professor vid Mayo Clinics avdelning f\u00f6r immunologi, s\u00e4ger: \"Denna nya klass av AI \u00f6ppnar en ny v\u00e4g f\u00f6r att b\u00e4ttre f\u00f6rst\u00e5 interaktionen mellan cancer och immunsystemet och \u00e4r mycket lovande, inte bara f\u00f6r att testa medicinska hypoteser utan ocks\u00e5 f\u00f6r att f\u00f6ruts\u00e4ga och f\u00f6rklara hur patienter kommer att reagera p\u00e5 immunterapier.\"\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Naturligtvis finns det vissa begr\u00e4nsningar. Dr. Li pekar p\u00e5 utmaningarna med att skapa s\u00e5 avancerade algoritmer, bland annat behovet av dom\u00e4nspecifik forskning och risken f\u00f6r partiskhet.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Han \u00e4r dock fortfarande optimistisk och s\u00e4ger: \"Hypotesdriven AI underl\u00e4ttar \u00e4nd\u00e5 aktiva interaktioner mellan m\u00e4nskliga experter och AI, vilket minskar oron f\u00f6r att AI s\u00e5 sm\u00e5ningom kommer att eliminera vissa professionella jobb.\"<\/span><\/p>\n<p><span style=\"font-weight: 400;\">AI:s roll inom medicinsk forskning och h\u00e4lso- och sjukv\u00e5rd utvecklas st\u00e4ndigt, och de senaste framstegen inom <\/span><a href=\"https:\/\/dailyai.com\/sv\/2023\/12\/mit-researchers-identify-new-class-of-antibiotics-using-ai\/\"><span style=\"font-weight: 400;\">forskning om nya antibiotika<\/span><\/a><span style=\"font-weight: 400;\"> och syntetiserar <\/span><a href=\"https:\/\/dailyai.com\/sv\/2023\/07\/ai-accelerates-discovery-of-anti-aging-drugs-in-new-study\/\"><span style=\"font-weight: 400;\">l\u00e4kemedel mot \u00e5ldrande.<\/span><\/a><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Mayo Clinic-forskare anv\u00e4nde nyligen GPT-4 som ett diagnostiskt <\/span><a href=\"https:\/\/dailyai.com\/sv\/2024\/01\/researchers-successfully-use-gpt-4-to-recommend-stroke-treatments\/\"><span style=\"font-weight: 400;\">verktyg f\u00f6r strokepatienter,<\/span><\/a><span style=\"font-weight: 400;\"> och f\u00f6rra \u00e5ret hj\u00e4lpte de till med att utveckla en maskininl\u00e4rningsmodell som kunde <\/span><a href=\"https:\/\/dailyai.com\/sv\/2023\/10\/researchers-diagnose-diabetes-in-seconds-using-voice-recordings\/\"><span style=\"font-weight: 400;\">diagnostisera diabetes fr\u00e5n r\u00f6stinspelningar<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Det finns dock risker, vilket framgick n\u00e4r 100+ forskare skapade riktlinjer f\u00f6r <\/span><a href=\"https:\/\/dailyai.com\/sv\/2024\/03\/researchers-create-voluntary-safety-rules-for-ai-protein-design\/\"><span style=\"font-weight: 400;\">s\u00e4ker AI-proteindesign<\/span><\/a><span style=\"font-weight: 400;\">\u00a0f\u00f6r att begr\u00e4nsa risken f\u00f6r felaktig anv\u00e4ndning.\u00a0<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Forskare vid Mayo Clinic har utvecklat en innovativ AI-teknik, kallad \"hypotesdriven AI\", som skiljer sig fr\u00e5n konventionella datadrivna AI-modeller. Traditionella AI-metoder \u00e4r utm\u00e4rkta p\u00e5 att identifiera m\u00f6nster i stora m\u00e4ngder data, t.ex. genetiska sekvenser eller diagnostiska bilder, men kan ofta inte inf\u00f6rliva befintlig vetenskaplig kunskap eller hypoteser direkt i sin inl\u00e4rningsprocess. Hypotesdriven AI utmanar dessa normer genom att inf\u00f6rliva medicinska hypoteser i sin inl\u00e4rningsprocess. Den l\u00e4r sig inte bara fr\u00e5n de data den matas med - den anv\u00e4nder ocks\u00e5 hypoteser f\u00f6r att utforska data direkt. Mayo Clinic dokumenterar sin forskning i tidskriften Cancers och till\u00e4mpar sina hypotesdrivna AI-system f\u00f6r att<\/p>","protected":false},"author":2,"featured_media":10687,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[203,204,178],"class_list":["post-10685","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-biotech","tag-healthcare","tag-medicine"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Mayo Clinic researchers develop &quot;hypothesis-driven AI&quot; for oncology | DailyAI<\/title>\n<meta name=\"description\" content=\"Researchers at the Mayo Clinic have developed an innovative AI technology, termed &quot;hypothesis-driven AI,&quot; which diverges from the conventional data-driven AI models.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/sv\/2024\/03\/mayo-clinic-researchers-develop-hypothesis-driven-ai-for-medical-research\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Mayo Clinic researchers develop &quot;hypothesis-driven AI&quot; 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