{"id":10218,"date":"2024-02-20T21:28:25","date_gmt":"2024-02-20T21:28:25","guid":{"rendered":"https:\/\/dailyai.com\/?p=10218"},"modified":"2024-02-20T21:57:06","modified_gmt":"2024-02-20T21:57:06","slug":"stanford-ai-model-accurately-differentiates-male-and-female-brains","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2024\/02\/stanford-ai-model-accurately-differentiates-male-and-female-brains\/","title":{"rendered":"Stanfords AI-modell skiljer exakt mellan manliga och kvinnliga hj\u00e4rnor"},"content":{"rendered":"

Stanford University Medical Center anv\u00e4nde AI f\u00f6r att uppt\u00e4cka strukturella skillnader i hj\u00e4rnan hos m\u00e4n och kvinnor.\u00a0<\/b><\/p>\n

Studien uppn\u00e5dde \u00f6ver 90% noggrannhet i att identifiera individers k\u00f6n baserat p\u00e5 skanningar av hj\u00e4rnaktivitet, vilket belyser det l\u00e4nge debatterade \u00e4mnet om k\u00f6nsspecifika strukturella skillnader i hj\u00e4rnan.<\/span><\/p>\n

Den <\/span>forskning<\/span><\/a>som publicerades i Proceedings of the National Academy of Sciences (PNAS), konstateras att dessa skillnader kommer att f\u00f6rb\u00e4ttra v\u00e5r f\u00f6rst\u00e5else och behandling av neuropsykiatriska tillst\u00e5nd som yttrar sig p\u00e5 olika s\u00e4tt hos kvinnor och m\u00e4n.<\/span><\/p>\n

Dr Vinod Menon, chef f\u00f6r Stanford Cognitive and Systems Neuroscience Laboratory, f\u00f6rklarade vikten av att erk\u00e4nna k\u00f6nsskillnader i hj\u00e4rnan.\u00a0<\/span><\/p>\n

\"K\u00f6n spelar en avg\u00f6rande roll f\u00f6r hj\u00e4rnans utveckling, f\u00f6r \u00e5ldrandet och f\u00f6r uppkomsten av psykiatriska och neurologiska sjukdomar.\" <\/span>Menon sade<\/span><\/a>, vilket belyser studiens syfte att \u00f6ka v\u00e5r f\u00f6rst\u00e5else f\u00f6r k\u00f6nsspecifika psykiska och neurologiska s\u00e5rbarheter.<\/span><\/p>\n

Vi vet till exempel att kvinnor l\u00f6per n\u00e4stan dubbelt s\u00e5 stor risk som m\u00e4n att f\u00e5 diagnosen depression, medan m\u00e4n l\u00f6per st\u00f6rre risk att f\u00e5 diagnosen ADHD.\u00a0<\/span><\/p>\n

Andra psykiska sjukdomar som personlighetsst\u00f6rningar, bipol\u00e4r sjukdom och schizofreni yttrar sig ocks\u00e5 olika hos m\u00e4n och kvinnor.\u00a0<\/span><\/p>\n

Att korrekt identifiera och klassificera skillnader mellan manlig och kvinnlig hj\u00e4rnanatomi \u00e4r nyckeln till att f\u00f6rst\u00e5 om det finns en biologisk f\u00f6rklaring.\u00a0<\/span><\/p>\n

H\u00e4r f\u00f6ljer sex steg f\u00f6r att beskriva hur studien fungerade:<\/span><\/p>\n

    \n
  1. Studien unders\u00f6kte k\u00f6nsrelaterade skillnader i hj\u00e4rnans funktion, vilket \u00e4r avg\u00f6rande f\u00f6r att f\u00f6rst\u00e5 beteendep\u00e5verkan och psykiska tillst\u00e5nd, genom att analysera funktionell MRI-data (fMRI) fr\u00e5n cirka 1.500 unga vuxna.<\/span><\/li>\n
  2. Avancerad AI, s\u00e4rskilt ett spatiotemporalt djupt neuronn\u00e4t (stDNN), anv\u00e4ndes f\u00f6r att granska hj\u00e4rnskanningar och avsl\u00f6jade distinkta m\u00f6nster i hur manliga och kvinnliga hj\u00e4rnor \u00e4r organiserade.<\/span><\/li>\n
  3. Denna AI-modell, \u00f6ver 90%, uppvisade en imponerande noggrannhet n\u00e4r det g\u00e4llde att skilja mellan manliga och kvinnliga hj\u00e4rnor baserat p\u00e5 funktionell dynamik, vilket belyser dess effektivitet \u00f6ver flera sessioner och oberoende kohorter.<\/span><\/li>\n
  4. Viktiga hj\u00e4rnn\u00e4tverk - som standardl\u00e4gesn\u00e4tverket, striatum och det limbiska systemet - visade betydande k\u00f6nsskillnader, med effektstorlekar st\u00f6rre \u00e4n 1,5, vilket indikerar robusta skillnader i hj\u00e4rnans organisation.<\/span><\/li>\n
  5. Genom att anv\u00e4nda XAI-tekniker (explainable AI) kunde man identifiera specifika hj\u00e4rnfunktioner som l\u00e5g bakom dessa skillnader, och dessa funktioner kunde f\u00f6ruts\u00e4ga kognitiva profiler som var specifika f\u00f6r varje k\u00f6n.<\/span><\/li>\n
  6. Dessa resultat utmanar tidigare uppfattningar om ett kontinuerligt spektrum av manlig-kvinnlig hj\u00e4rnorganisation och betonar k\u00f6n som en grundl\u00e4ggande faktor i hj\u00e4rnans struktur och funktion, med konsekvenser f\u00f6r individanpassade medicinska metoder f\u00f6r behandling av psykiska och neurologiska st\u00f6rningar.<\/span><\/li>\n<\/ol>\n

    Forskarna gick vidare i sin unders\u00f6kning och fr\u00e5gade sig om de kunde f\u00f6ruts\u00e4ga individers prestationer p\u00e5 kognitiva uppgifter utifr\u00e5n de k\u00f6nsspecifika hj\u00e4rnfunktioner som de hade identifierat.\u00a0<\/span><\/p>\n

    F\u00f6r att g\u00f6ra detta skapade de tv\u00e5 specialiserade AI-modeller: en skr\u00e4ddarsydd f\u00f6r att f\u00f6ruts\u00e4ga kognitiva f\u00f6rm\u00e5gor hos m\u00e4n och en annan f\u00f6r kvinnor. Dessa modeller baserades p\u00e5 de distinkta hj\u00e4rnm\u00f6nster relaterade till k\u00f6n som teamet tidigare hade uppt\u00e4ckt.<\/span><\/p>\n

    Framg\u00e5ngen f\u00f6r dessa modeller var anm\u00e4rkningsv\u00e4rd. Den modell som utformats f\u00f6r m\u00e4n f\u00f6rutsp\u00e5dde exakt deras kognitiva prestanda, men den fungerade inte f\u00f6r kvinnor och vice versa. Detta tyder starkt p\u00e5 att de funktionella skillnaderna i hj\u00e4rnans organisation mellan k\u00f6nen har verkliga effekter p\u00e5 beteende och kognitiva f\u00f6rm\u00e5gor.<\/span><\/p>\n

    Menon f\u00f6rklarade vikten av dessa resultat: \"Dessa modeller fungerade riktigt bra eftersom vi lyckades separera hj\u00e4rnm\u00f6nster mellan k\u00f6nen\", f\u00f6rklarade han.\u00a0<\/span><\/p>\n

    Denna uppdelning ledde till en djupare f\u00f6rst\u00e5else f\u00f6r hur man genom att f\u00f6rbise k\u00f6nsskillnader i hj\u00e4rnans organisation kan missa viktiga delar som bidrar till neuropsykiatriska st\u00f6rningar.<\/span><\/p>\n

    Menon lyfte ocks\u00e5 fram den bredare potentialen i deras AI-modell. Ut\u00f6ver att utforska k\u00f6nsskillnader kan modellen till\u00e4mpas p\u00e5 olika fr\u00e5gor om hj\u00e4rnans konnektivitet och dess relation till kognitiva funktioner eller beteenden. <\/span><\/p>\n

    AI:s roll inom neurovetenskap \u00e4r v\u00e4letablerad. I en nyligen genomf\u00f6rd studie anv\u00e4ndes maskininl\u00e4rning f\u00f6r att \"h\u00e4mta\" bilder fr\u00e5n MR-unders\u00f6kningar<\/a>och en annan anv\u00e4nde hj\u00e4rnceller f\u00f6r att utf\u00f6ra taligenk\u00e4nningsuppgifter.<\/a> <\/span><\/p>\n

    AI har ocks\u00e5 anv\u00e4nts f\u00f6r att analysera talm\u00f6nster<\/a> hos individer med schizofreni och utveckla nya avatarer f\u00f6r 3D-terapi<\/a>.\u00a0<\/span><\/p>\n

    I framtiden kommer det f\u00f6rmodligen att vara m\u00f6jligt att exakt \"l\u00e4sa n\u00e5gons tankar\" i realtid genom Till\u00e4mpning av ML-modeller p\u00e5 neurologiska data<\/a>.<\/span><\/p>\n

    Stanford-teamet avser att g\u00f6ra sin modell tillg\u00e4nglig f\u00f6r forskarsamh\u00e4llet f\u00f6r att uppmuntra till ytterligare forskning om psykiska sjukdomar och inl\u00e4rningssv\u00e5righeter.<\/span><\/p>\n

    Menons vision \u00e4r att dessa AI-verktyg ska kunna f\u00f6rst\u00e5 och hantera de utmaningar som individer st\u00e4lls inf\u00f6r p\u00e5 grund av dessa skillnader i hj\u00e4rnan.<\/span>\u00a0<\/span><\/p>\n

    Sofistikerade modeller f\u00f6r hj\u00e4rnavbildning kan s\u00e5 sm\u00e5ningom bidra till en ny era av precisionspsykiatri. Som Menon sammanfattar det: \"V\u00e5ra AI-modeller har mycket breda till\u00e4mpningsm\u00f6jligheter.\"<\/span><\/p>","protected":false},"excerpt":{"rendered":"

    Stanford University Medical Center anv\u00e4nde AI f\u00f6r att uppt\u00e4cka strukturella skillnader i manliga och kvinnliga hj\u00e4rnor. Studien uppn\u00e5dde \u00f6ver 90% noggrannhet vid identifiering av individers k\u00f6n baserat p\u00e5 skanningar av hj\u00e4rnaktivitet, vilket belyser det l\u00e4nge debatterade \u00e4mnet k\u00f6nsspecifika strukturella skillnader i hj\u00e4rnan. Forskningen, som publiceras i Proceedings of the National Academy of Sciences (PNAS), visar att dessa skillnader kommer att \u00f6ka v\u00e5r f\u00f6rst\u00e5else f\u00f6r och behandling av neuropsykiatriska tillst\u00e5nd som yttrar sig p\u00e5 olika s\u00e4tt hos kvinnor och m\u00e4n. Dr Vinod Menon, chef f\u00f6r Stanford Cognitive and Systems Neuroscience Laboratory, f\u00f6rklarade vikten av att erk\u00e4nna k\u00f6nsskillnader i hj\u00e4rnan. \"K\u00f6n<\/p>","protected":false},"author":2,"featured_media":10219,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[88],"tags":[331],"class_list":["post-10218","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ethics","tag-neuroscience"],"yoast_head":"\nStanford AI model accurately differentiates male and female brains | DailyAI<\/title>\n<meta name=\"description\" content=\"Stanford University Medical Center used AI to detect structural differences in male and female brains.\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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