{"id":11908,"date":"2024-05-02T18:41:38","date_gmt":"2024-05-02T18:41:38","guid":{"rendered":"https:\/\/dailyai.com\/?p=11908"},"modified":"2024-05-04T17:24:35","modified_gmt":"2024-05-04T17:24:35","slug":"princeton-led-team-warns-that-machine-learning-brings-peril-to-science","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2024\/05\/princeton-led-team-warns-that-machine-learning-brings-peril-to-science\/","title":{"rendered":"Princeton-ledda team sl\u00e5r larm: AI utg\u00f6r en risk f\u00f6r den vetenskapliga integriteten"},"content":{"rendered":"<p><strong>AI f\u00f6r\u00e4ndrar den vetenskapliga forskningen, men utan r\u00e4tt v\u00e4gledning kan den g\u00f6ra mer skada \u00e4n nytta.<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">Det \u00e4r den tydliga slutsatsen av en <\/span><a href=\"https:\/\/www.science.org\/doi\/10.1126\/sciadv.adk3452\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">nytt papper<\/span><\/a><span style=\"font-weight: 400;\"> som publicerades i Science Advances av ett tv\u00e4rvetenskapligt team med 19 forskare under ledning av datavetarna Arvind Narayanan och Sayash Kapoor fr\u00e5n Princeton University.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Teamet h\u00e4vdar att missbruk av maskininl\u00e4rning inom vetenskapliga discipliner driver p\u00e5 en reproducerbarhetskris som hotar att undergr\u00e4va sj\u00e4lva grunden f\u00f6r vetenskapen.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"N\u00e4r vi g\u00e5r fr\u00e5n traditionella statistiska metoder till maskininl\u00e4rningsmetoder finns det betydligt fler s\u00e4tt att skjuta sig sj\u00e4lv i foten\", s\u00e4ger han. <\/span><a href=\"https:\/\/engineering.princeton.edu\/news\/2024\/05\/01\/science-has-ai-problem-group-says-they-can-fix-it\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">sade Narayanan<\/span><\/a><span style=\"font-weight: 400;\">som \u00e4r chef f\u00f6r Princetons Center for Information Technology Policy.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"Om vi inte vidtar \u00e5tg\u00e4rder f\u00f6r att f\u00f6rb\u00e4ttra v\u00e5ra vetenskapliga standarder och rapporteringsstandarder n\u00e4r det g\u00e4ller maskininl\u00e4rningsbaserad vetenskap riskerar vi att inte bara en disciplin utan m\u00e5nga olika vetenskapliga discipliner \u00e5teruppt\u00e4cker dessa kriser en efter en.\"<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Enligt f\u00f6rfattarna \u00e4r problemet att maskininl\u00e4rning snabbt har anammats av n\u00e4stan alla vetenskapliga omr\u00e5den, ofta utan tydliga standarder f\u00f6r att s\u00e4kerst\u00e4lla resultatens integritet och reproducerbarhet. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">De betonar att t<\/span><span style=\"font-weight: 400;\">Tusentals artiklar som anv\u00e4nder bristf\u00e4lliga maskininl\u00e4rningsmetoder har redan publicerats.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Men det Princeton-ledda teamet s\u00e4ger att det fortfarande finns tid att undvika denna \u00f6verh\u00e4ngande kris. De har lagt fram en enkel checklista med b\u00e4sta praxis som, om de antas allm\u00e4nt, kan skydda tillf\u00f6rlitligheten f\u00f6r maskininl\u00e4rning inom vetenskapen.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Checklistan, som kallas REFORMS (Recommendations for Machine-learning-based Science), best\u00e5r av 32 fr\u00e5gor inom \u00e5tta nyckelomr\u00e5den:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>M\u00e5l f\u00f6r studien<\/b><span style=\"font-weight: 400;\">: Tydligt ange det vetenskapliga p\u00e5st\u00e5ende som g\u00f6rs och hur maskininl\u00e4rning kommer att anv\u00e4ndas f\u00f6r att st\u00f6dja det. Motivera valet av maskininl\u00e4rning framf\u00f6r traditionella statistiska metoder.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ber\u00e4kningsm\u00e4ssig reproducerbarhet<\/b><span style=\"font-weight: 400;\">: Tillhandah\u00e5lla kod, data, specifikationer f\u00f6r datormilj\u00f6, dokumentation och ett reproduktionsskript som beh\u00f6vs f\u00f6r att andra ska kunna reproducera studiens resultat p\u00e5 egen hand.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Datakvalitet<\/b><span style=\"font-weight: 400;\">: Dokumentera datak\u00e4llor, urvalsram, utfallsvariabler, urvalsstorlek och m\u00e4ngden saknade data. Motivera att datasetet \u00e4r l\u00e4mpligt och representativt f\u00f6r den vetenskapliga fr\u00e5gest\u00e4llningen.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>F\u00f6rbehandling av data<\/b><span style=\"font-weight: 400;\">: Rapportera hur data har rensats, omvandlats och delats upp i tr\u00e4nings- och testupps\u00e4ttningar. Ange en motivering f\u00f6r alla data som uteslutits.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Modellering<\/b><span style=\"font-weight: 400;\">: Beskriv och motivera alla modeller som pr\u00f6vats, den metod som anv\u00e4nts f\u00f6r att v\u00e4lja den\/de slutliga modellen\/modellerna och hyperparameterinst\u00e4llningsprocessen. J\u00e4mf\u00f6r prestanda mot l\u00e4mpliga baslinjer.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Datal\u00e4ckage<\/b><span style=\"font-weight: 400;\">: Kontrollera att modelleringsprocessen inte oavsiktligt har anv\u00e4nt information fr\u00e5n testdata och att indatafunktioner inte l\u00e4cker ut resultatet.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">\"Det h\u00e4r \u00e4r ett systematiskt problem med systematiska l\u00f6sningar\", f\u00f6rklarar Kapoor. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kostnaderna f\u00f6r att g\u00f6ra fel \u00e4r dock<\/span><span style=\"font-weight: 400;\"> kan bli enorma. Felaktig vetenskap kan s\u00e4nka lovande forskning, avskr\u00e4cka forskare och undergr\u00e4va allm\u00e4nhetens f\u00f6rtroende f\u00f6r vetenskapen.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tidigare forskning, till exempel <\/span><a href=\"https:\/\/dailyai.com\/sv\/2023\/09\/science-journal-nature-surveys-1600-researchers-about-ai\/\"><span style=\"font-weight: 400;\">Naturens storskaliga unders\u00f6kning<\/span><\/a><span style=\"font-weight: 400;\"> av akademiker om generativ AI inom vetenskapen, visade att en djupare och progressiv integrering av AI i vetenskapliga arbetsfl\u00f6den \u00e4r oundviklig. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Deltagarna lyfte fram m\u00e5nga f\u00f6rdelar - 66% noterade att AI m\u00f6jligg\u00f6r snabbare databehandling, 58% trodde att det f\u00f6rb\u00e4ttrar ber\u00e4kningar och 55% sa att det sparar tid och pengar.<\/span><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Men 53% ans\u00e5g att resultaten inte skulle kunna upprepas, 58% oroade sig f\u00f6r partiskhet och 55% trodde att AI skulle kunna m\u00f6jligg\u00f6ra bedr\u00e4glig forskning.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vi s\u00e5g bevis p\u00e5 detta n\u00e4r forskare <\/span><a href=\"https:\/\/dailyai.com\/sv\/2024\/02\/peer-reviewed-paper-published-in-frontiers-with-nonsense-ai-images\/\"><span style=\"font-weight: 400;\">publicerade en artikel<\/span><\/a><span style=\"font-weight: 400;\"> med nonsens AI-genererade diagram i tidskriften Frontiers - en r\u00e5tta med gigantiska testiklar, inte mindre. Komiskt, men det visade hur peer review kanske inte ens f\u00e5ngar upp uppenbart uppenbara anv\u00e4ndningar av AI.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I slut\u00e4ndan \u00e4r AI, precis som alla andra verktyg, bara s\u00e5 s\u00e4kert och effektivt som m\u00e4nniskan bakom det. Of\u00f6rsiktig anv\u00e4ndning, \u00e4ven om den \u00e4r oavsiktlig, kan leda vetenskapen p\u00e5 villov\u00e4gar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">De nya riktlinjerna syftar till att h\u00e5lla \"\u00e4rliga m\u00e4nniskor \u00e4rliga\", som Narayanan uttryckte det. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ett brett inf\u00f6rande bland forskare, granskare och tidskrifter skulle kunna s\u00e4tta en ny standard f\u00f6r vetenskaplig integritet i AI-\u00e5ldern.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"> Att skapa konsensus kommer dock att bli en utmaning, s\u00e4rskilt eftersom reproducerbarhetskrisen redan flyger under radarn.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>AI f\u00f6r\u00e4ndrar den vetenskapliga forskningen, men utan r\u00e4tt v\u00e4gledning kan den g\u00f6ra mer skada \u00e4n nytta. Det \u00e4r den skarpa slutsatsen i en ny artikel som publicerats i Science Advances av ett tv\u00e4rvetenskapligt team med 19 forskare under ledning av datavetarna Arvind Narayanan och Sayash Kapoor vid Princeton University.  Teamet h\u00e4vdar att missbruk av maskininl\u00e4rning inom vetenskapliga discipliner driver p\u00e5 en reproducerbarhetskris som hotar att undergr\u00e4va sj\u00e4lva grunden f\u00f6r vetenskapen. \"N\u00e4r vi g\u00e5r fr\u00e5n traditionella statistiska metoder till maskininl\u00e4rningsmetoder finns det ett mycket st\u00f6rre antal s\u00e4tt att skjuta sig sj\u00e4lv i foten\", s\u00e4ger Narayanan, som<\/p>","protected":false},"author":2,"featured_media":11910,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[105,135],"class_list":["post-11908","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-machine-learning","tag-science"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Princeton-led team sounds the alarm: AI poses risks to scientific integrity | DailyAI<\/title>\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\/05\/princeton-led-team-warns-that-machine-learning-brings-peril-to-science\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Princeton-led team sounds the alarm: AI poses risks to scientific integrity | DailyAI\" \/>\n<meta property=\"og:description\" content=\"AI is transforming scientific research, but without proper guidance, it may do more harm than good. That&#8217;s the pointed conclusion of a new paper published in Science Advances by an interdisciplinary team of 19 researchers led by Princeton University computer scientists Arvind Narayanan and Sayash Kapoor.\u00a0 The team argues that the misuse of machine learning across scientific disciplines is fueling a reproducibility crisis that threatens to undermine the very foundations of science. &#8220;When we graduate from traditional statistical methods to machine learning methods, there are a vastly greater number of ways to shoot oneself in the foot,&#8221; said Narayanan, who\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/sv\/2024\/05\/princeton-led-team-warns-that-machine-learning-brings-peril-to-science\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-02T18:41:38+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-04T17:24:35+00:00\" \/>\n<meta property=\"og:image\" 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That&#8217;s the pointed conclusion of a new paper published in Science Advances by an interdisciplinary team of 19 researchers led by Princeton University computer scientists Arvind Narayanan and Sayash Kapoor.\u00a0 The team argues that the misuse of machine learning across scientific disciplines is fueling a reproducibility crisis that threatens to undermine the very foundations of science. &#8220;When we graduate from traditional statistical methods to machine learning methods, there are a vastly greater number of ways to shoot oneself in the foot,&#8221; said Narayanan, 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