{"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\/es\/2024\/02\/stanford-ai-model-accurately-differentiates-male-and-female-brains\/","title":{"rendered":"Un modelo de IA de Stanford diferencia con precisi\u00f3n los cerebros masculino y femenino"},"content":{"rendered":"

El Centro M\u00e9dico de la Universidad de Stanford utiliz\u00f3 IA para detectar diferencias estructurales en cerebros masculinos y femeninos.\u00a0<\/b><\/p>\n

El estudio logr\u00f3 una precisi\u00f3n de m\u00e1s de 90% en la identificaci\u00f3n del sexo de los individuos a partir de exploraciones de la actividad cerebral, arrojando luz sobre el largamente debatido tema de las diferencias estructurales espec\u00edficas del sexo en el cerebro.<\/span><\/p>\n

En <\/span>investigaci\u00f3n<\/span><\/a>publicado en Proceedings of the National Academy of Sciences (PNAS), afirma que estas diferencias mejorar\u00e1n nuestra comprensi\u00f3n y tratamiento de las afecciones neuropsiqui\u00e1tricas que se manifiestan de forma distinta en mujeres y hombres.<\/span><\/p>\n

El Dr. Vinod Menon, director del Laboratorio de Neurociencia Cognitiva y de Sistemas de Stanford, explic\u00f3 la importancia de reconocer las diferencias de sexo en el cerebro.\u00a0<\/span><\/p>\n

\"El sexo desempe\u00f1a un papel crucial en el desarrollo del cerebro humano, en el envejecimiento y en la manifestaci\u00f3n de trastornos psiqui\u00e1tricos y neurol\u00f3gicos\". <\/span>Menon declar\u00f3<\/span><\/a>El objetivo del estudio es avanzar en la comprensi\u00f3n de las vulnerabilidades mentales y neurol\u00f3gicas espec\u00edficas de cada sexo.<\/span><\/p>\n

Por ejemplo, sabemos que las mujeres tienen casi el doble de probabilidades que los hombres de ser diagnosticadas de depresi\u00f3n, mientras que los hombres tienen m\u00e1s probabilidades de ser diagnosticados de TDAH.\u00a0<\/span><\/p>\n

Otras enfermedades mentales como los trastornos de la personalidad, el trastorno bipolar y la esquizofrenia tambi\u00e9n se manifiestan de forma diferente en hombres y mujeres.\u00a0<\/span><\/p>\n

Identificar y clasificar con precisi\u00f3n las diferencias entre la anatom\u00eda cerebral masculina y femenina es clave para comprender si existe una explicaci\u00f3n biol\u00f3gica.\u00a0<\/span><\/p>\n

He aqu\u00ed seis pasos que describen c\u00f3mo funcion\u00f3 el estudio:<\/span><\/p>\n

    \n
  1. El estudio investig\u00f3 las diferencias relacionadas con el sexo en la funci\u00f3n cerebral, que es crucial para comprender las repercusiones en el comportamiento y los trastornos mentales, mediante el an\u00e1lisis de datos de resonancia magn\u00e9tica funcional (IRMf) de unos 1.500 adultos j\u00f3venes.<\/span><\/li>\n
  2. Se emple\u00f3 IA avanzada, concretamente una red neuronal profunda espaciotemporal (stDNN), para escudri\u00f1ar los esc\u00e1neres cerebrales y revelar patrones distintos en la organizaci\u00f3n de los cerebros masculino y femenino.<\/span><\/li>\n
  3. Este modelo de IA, sobre 90%, demostr\u00f3 una precisi\u00f3n impresionante a la hora de distinguir los cerebros masculinos de los femeninos bas\u00e1ndose en la din\u00e1mica funcional, destacando su eficacia en m\u00faltiples sesiones y cohortes independientes.<\/span><\/li>\n
  4. Redes cerebrales clave -como la red de modos por defecto, el cuerpo estriado y el sistema l\u00edmbico- mostraron diferencias significativas entre sexos, con tama\u00f1os del efecto superiores a 1,5, lo que indica distinciones s\u00f3lidas en la organizaci\u00f3n cerebral.<\/span><\/li>\n
  5. El uso en el estudio de t\u00e9cnicas de IA explicable (XAI) permiti\u00f3 identificar caracter\u00edsticas cerebrales espec\u00edficas responsables de estas diferencias, y estas caracter\u00edsticas podr\u00edan predecir perfiles cognitivos espec\u00edficos de cada sexo.<\/span><\/li>\n
  6. Estos hallazgos desaf\u00edan las creencias previas sobre un espectro continuo de organizaci\u00f3n cerebral masculino-femenino, destacando el sexo como factor fundamental en la estructura y funci\u00f3n cerebrales, con implicaciones para los enfoques m\u00e9dicos personalizados en el tratamiento de trastornos mentales y neurol\u00f3gicos.<\/span><\/li>\n<\/ol>\n

    Los investigadores profundizaron en su investigaci\u00f3n pregunt\u00e1ndose si pod\u00edan predecir el rendimiento de los individuos en tareas cognitivas bas\u00e1ndose en las caracter\u00edsticas cerebrales espec\u00edficas de cada sexo que hab\u00edan identificado.\u00a0<\/span><\/p>\n

    Para ello, crearon dos modelos de IA especializados: uno adaptado para predecir las capacidades cognitivas de los hombres y otro para las mujeres. Estos modelos se basaron en los distintos patrones cerebrales relacionados con el sexo que el equipo hab\u00eda descubierto previamente.<\/span><\/p>\n

    El \u00e9xito de estos modelos fue notable. El modelo dise\u00f1ado para los hombres predijo con exactitud su rendimiento cognitivo, pero no funcion\u00f3 con las mujeres, y viceversa. Esto sugiere claramente que las diferencias funcionales en la organizaci\u00f3n cerebral entre sexos tienen repercusiones en el mundo real sobre el comportamiento y las capacidades cognitivas.<\/span><\/p>\n

    Menon explic\u00f3 la importancia de estos hallazgos: \"Estos modelos funcionaron realmente bien porque conseguimos separar los patrones cerebrales entre sexos\", explic\u00f3.\u00a0<\/span><\/p>\n

    Esta separaci\u00f3n condujo a una comprensi\u00f3n m\u00e1s profunda de c\u00f3mo pasar por alto las diferencias de sexo en la organizaci\u00f3n del cerebro podr\u00eda dar lugar a pasar por alto elementos cruciales que contribuyen a los trastornos neuropsiqui\u00e1tricos.<\/span><\/p>\n

    Menon tambi\u00e9n destac\u00f3 el potencial m\u00e1s amplio de su modelo de IA. Adem\u00e1s de explorar las diferencias de sexo, el modelo puede aplicarse a diversas cuestiones sobre la conectividad cerebral y su relaci\u00f3n con las funciones cognitivas o los comportamientos. <\/span><\/p>\n

    El papel de la IA en la neurociencia est\u00e1 bien establecido. Un estudio reciente utiliz\u00f3 el aprendizaje autom\u00e1tico para recuperar\" im\u00e1genes de resonancias magn\u00e9ticas<\/a>y otro utiliz\u00f3 c\u00e9lulas cerebrales para realizar tareas de reconocimiento del habla.<\/a> <\/span><\/p>\n

    La IA tambi\u00e9n se ha utilizado para analizar patrones del habla<\/a> en individuos con esquizofrenia y desarrollan novedosos avatares terap\u00e9uticos en 3D<\/a>.\u00a0<\/span><\/p>\n

    En el futuro, probablemente ser\u00e1 posible \"leer la mente\" de alguien con precisi\u00f3n y en tiempo real mediante aplicaci\u00f3n de modelos ML a datos neurol\u00f3gicos<\/a>.<\/span><\/p>\n

    El equipo de Stanford pretende poner su modelo a disposici\u00f3n de la comunidad investigadora para fomentar nuevas investigaciones sobre enfermedades mentales y problemas de aprendizaje.<\/span><\/p>\n

    La visi\u00f3n de Menon es que estas herramientas de IA comprendan y aborden los retos a los que se enfrentan las personas debido a estas diferencias cerebrales.<\/span>\u00a0<\/span><\/p>\n

    Los sofisticados modelos de imagen cerebral podr\u00edan contribuir a una nueva era de la psiquiatr\u00eda de precisi\u00f3n. Como resume Menon, \"nuestros modelos de IA tienen una aplicabilidad muy amplia\".<\/span><\/p>","protected":false},"excerpt":{"rendered":"

    El Centro M\u00e9dico de la Universidad de Stanford utiliz\u00f3 IA para detectar diferencias estructurales en cerebros masculinos y femeninos. El estudio logr\u00f3 una precisi\u00f3n de m\u00e1s de 90% en la identificaci\u00f3n del sexo de los individuos a partir de exploraciones de la actividad cerebral, arrojando luz sobre el tema largamente debatido de las diferencias estructurales espec\u00edficas del sexo en el cerebro. La investigaci\u00f3n, publicada en la revista Proceedings of the National Academy of Sciences (PNAS), afirma que estas diferencias mejorar\u00e1n nuestra comprensi\u00f3n y tratamiento de las afecciones neuropsiqui\u00e1tricas que se manifiestan de forma distinta en mujeres y hombres. El Dr. Vinod Menon, director del Laboratorio de Neurociencia Cognitiva y de Sistemas de Stanford, explic\u00f3 la importancia de reconocer las diferencias de sexo en el cerebro. \"El sexo<\/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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