{"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\/da\/2024\/02\/stanford-ai-model-accurately-differentiates-male-and-female-brains\/","title":{"rendered":"Stanford AI-model skelner pr\u00e6cist mellem mandlige og kvindelige hjerner"},"content":{"rendered":"

Stanford University Medical Center brugte AI til at opdage strukturelle forskelle i m\u00e6nds og kvinders hjerner.\u00a0<\/b><\/p>\n

Unders\u00f8gelsen opn\u00e5ede en n\u00f8jagtighed p\u00e5 over 90% i identifikationen af personers k\u00f8n baseret p\u00e5 scanninger af hjerneaktivitet, hvilket kaster lys over det l\u00e6nge debatterede emne om k\u00f8nsspecifikke strukturelle forskelle i hjernen.<\/span><\/p>\n

Den <\/span>forskning<\/span><\/a>i Proceedings of the National Academy of Sciences (PNAS), siger, at disse forskelle vil forbedre vores forst\u00e5else og behandling af neuropsykiatriske tilstande, der manifesterer sig forskelligt hos kvinder og m\u00e6nd.<\/span><\/p>\n

Dr. Vinod Menon, direkt\u00f8r for Stanford Cognitive and Systems Neuroscience Laboratory, forklarede vigtigheden af at anerkende k\u00f8nsforskelle i hjernen.\u00a0<\/span><\/p>\n

\"K\u00f8n spiller en afg\u00f8rende rolle i den menneskelige hjernes udvikling, i aldring og i manifestationen af psykiatriske og neurologiske lidelser.\" <\/span>Menon sagde<\/span><\/a>og fremh\u00e6ver unders\u00f8gelsens form\u00e5l med at fremme vores forst\u00e5else af k\u00f8nsspecifikke mentale og neurologiske s\u00e5rbarheder.<\/span><\/p>\n

For eksempel ved vi, at kvinder har n\u00e6sten dobbelt s\u00e5 stor risiko som m\u00e6nd for at blive diagnosticeret med depression, mens m\u00e6nd har st\u00f8rre risiko for at blive diagnosticeret med ADHD.\u00a0<\/span><\/p>\n

Andre psykiske sygdomme som personlighedsforstyrrelser, bipolaritet og skizofreni viser sig ogs\u00e5 forskelligt hos m\u00e6nd og kvinder.\u00a0<\/span><\/p>\n

N\u00f8jagtig identifikation og klassificering af forskelle mellem mandlig og kvindelig hjerneanatomi er n\u00f8glen til at forst\u00e5, om der er en biologisk forklaring.\u00a0<\/span><\/p>\n

Her er seks trin til at beskrive, hvordan unders\u00f8gelsen fungerede:<\/span><\/p>\n

    \n
  1. Studiet unders\u00f8gte k\u00f8nsrelaterede forskelle i hjernefunktion, som er afg\u00f8rende for at forst\u00e5 adf\u00e6rdsm\u00e6ssige p\u00e5virkninger og mentale sundhedstilstande, ved at analysere funktionelle MRI-data (fMRI) fra omkring 1.500 unge voksne.<\/span><\/li>\n
  2. Avanceret AI, is\u00e6r et spatiotemporalt dybt neuralt netv\u00e6rk (stDNN), blev brugt til at unders\u00f8ge hjernescanninger og afsl\u00f8rede forskellige m\u00f8nstre i, hvordan m\u00e6nds og kvinders hjerner er organiseret.<\/span><\/li>\n
  3. Denne AI-model, over 90%, viste en imponerende n\u00f8jagtighed i at skelne mellem mandlige og kvindelige hjerner baseret p\u00e5 funktionel dynamik, hvilket fremh\u00e6vede dens effektivitet p\u00e5 tv\u00e6rs af flere sessioner og uafh\u00e6ngige kohorter.<\/span><\/li>\n
  4. Vigtige hjernenetv\u00e6rk - s\u00e5som default mode-netv\u00e6rket, striatum og det limbiske system - viste betydelige k\u00f8nsforskelle med effektst\u00f8rrelser p\u00e5 mere end 1,5, hvilket indikerer robuste forskelle i hjernens organisering.<\/span><\/li>\n
  5. Unders\u00f8gelsens brug af XAI-teknikker (explainable AI) gjorde det muligt at identificere specifikke hjernefunktioner, der var ansvarlige for disse forskelle, og disse funktioner kunne forudsige kognitive profiler, der var specifikke for hvert k\u00f8n.<\/span><\/li>\n
  6. Disse resultater udfordrer tidligere opfattelser af et kontinuerligt spektrum af mandlig og kvindelig hjerneorganisation og understreger k\u00f8n som en grundl\u00e6ggende faktor i hjernens struktur og funktion, hvilket har betydning for personlige medicinske tilgange til behandling af psykiske og neurologiske lidelser.<\/span><\/li>\n<\/ol>\n

    Forskerne gik videre med deres unders\u00f8gelse ved at sp\u00f8rge, om de kunne forudsige individers pr\u00e6stationer p\u00e5 kognitive opgaver ud fra de k\u00f8nsspecifikke hjernefunktioner, de havde identificeret.\u00a0<\/span><\/p>\n

    For at g\u00f8re dette skabte de to specialiserede AI-modeller: en skr\u00e6ddersyet til at forudsige kognitive evner hos m\u00e6nd og en anden for kvinder. Disse modeller var baseret p\u00e5 de forskellige hjernem\u00f8nstre relateret til k\u00f8n, som teamet tidligere havde afd\u00e6kket.<\/span><\/p>\n

    Disse modellers succes var bem\u00e6rkelsesv\u00e6rdig. Modellen, der var designet til m\u00e6nd, forudsagde pr\u00e6cist deres kognitive pr\u00e6stationer, men den virkede ikke for kvinder og omvendt. Det tyder st\u00e6rkt p\u00e5, at de funktionelle forskelle i hjernens organisering mellem k\u00f8nnene har en reel indvirkning p\u00e5 adf\u00e6rd og kognitive evner.<\/span><\/p>\n

    Menon forklarede vigtigheden af disse resultater: \"Disse modeller fungerede rigtig godt, fordi det lykkedes os at adskille hjernem\u00f8nstre mellem k\u00f8nnene,\" forklarede han.\u00a0<\/span><\/p>\n

    Denne adskillelse f\u00f8rte til en dybere forst\u00e5else af, hvordan det at overse k\u00f8nsforskelle i hjernens organisering kan resultere i, at man overser vigtige elementer, der bidrager til neuropsykiatriske lidelser.<\/span><\/p>\n

    Menon fremh\u00e6vede ogs\u00e5 det bredere potentiale i deres AI-model. Ud over at udforske k\u00f8nsforskelle kan modellen anvendes p\u00e5 forskellige sp\u00f8rgsm\u00e5l om hjernens konnektivitet og dens relation til kognitive funktioner eller adf\u00e6rd. <\/span><\/p>\n

    AI's rolle inden for neurovidenskab er veletableret. En nylig unders\u00f8gelse brugte maskinl\u00e6ring til at 'Hent' billeder fra MR-scanninger<\/a>og en anden brugte hjerneceller til at udf\u00f8re talegenkendelsesopgaver.<\/a> <\/span><\/p>\n

    AI er ogs\u00e5 blevet brugt til at analysere talem\u00f8nstre<\/a> hos personer med skizofreni og udvikle Nye 3D-terapi-avatarer<\/a>.\u00a0<\/span><\/p>\n

    I fremtiden vil det sandsynligvis v\u00e6re muligt at \"l\u00e6se en persons tanker\" i realtid ved at Anvendelse af ML-modeller p\u00e5 neurologiske data<\/a>.<\/span><\/p>\n

    Stanford-teamet har til hensigt at g\u00f8re deres model tilg\u00e6ngelig for forskningsverdenen for at tilskynde til yderligere forskning i psykiske sygdomme og indl\u00e6ringsvanskeligheder.<\/span><\/p>\n

    Menons vision er, at disse AI-v\u00e6rkt\u00f8jer skal forst\u00e5 og l\u00f8se de udfordringer, som enkeltpersoner st\u00e5r over for p\u00e5 grund af disse hjerneforskelle.<\/span>\u00a0<\/span><\/p>\n

    Sofistikerede modeller for hjerneafbildning kan i sidste ende hj\u00e6lpe en ny \u00e6ra af pr\u00e6cisionspsykiatri p\u00e5 vej. Som Menon opsummerer: \"Vores AI-modeller har en meget bred anvendelighed.\"<\/span><\/p>","protected":false},"excerpt":{"rendered":"

    Stanford University Medical Center brugte AI til at opdage strukturelle forskelle i m\u00e6nds og kvinders hjerner. Unders\u00f8gelsen opn\u00e5ede en n\u00f8jagtighed p\u00e5 over 90% i identifikationen af personers k\u00f8n baseret p\u00e5 scanninger af hjerneaktivitet, hvilket kaster lys over det l\u00e6nge debatterede emne om k\u00f8nsspecifikke strukturelle forskelle i hjernen. Forskningen, der er offentliggjort i Proceedings of the National Academy of Sciences (PNAS), siger, at disse forskelle vil forbedre vores forst\u00e5else og behandling af neuropsykiatriske tilstande, der manifesterer sig forskelligt hos kvinder og m\u00e6nd. Dr. Vinod Menon, direkt\u00f8r for Stanford Cognitive and Systems Neuroscience Laboratory, forklarede vigtigheden af at anerkende k\u00f8nsforskelle i hjernen. \"K\u00f8n<\/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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