{"id":63375,"date":"2026-05-13T15:45:05","date_gmt":"2026-05-13T13:45:05","guid":{"rendered":"https:\/\/carlosoconnor.es\/?p=63375"},"modified":"2026-05-13T15:45:07","modified_gmt":"2026-05-13T13:45:07","slug":"ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico","status":"publish","type":"post","link":"https:\/\/carlosoconnor.es\/en\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/","title":{"rendered":"Ecograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico"},"content":{"rendered":"

Comparto la siguiente investigacii\u00f3n en la que se presenta un sistema que se prob\u00f3 con 60 im\u00e1genes de ecograf\u00eda para la clasificaci\u00f3n de la AOS, logrando una precisi\u00f3n de clasificaci\u00f3n general del 85 %. Los resultados demuestran la posibilidad y el potencial del uso del aprendizaje autom\u00e1tico y las im\u00e1genes de ultrasonido para clasificar la gravedad de la apnea obstructiva del sue\u00f1o (AOS), lo que sugiere una posible ayuda a los m\u00e9dicos para diagnosticar e intervenir en esta afecci\u00f3n.<\/p>\n\n\n\n

——————————<\/p>\n\n\n\n

I am sharing the following research, which presents a system tested on 60 ultrasound images for OSA classification, achieving an overall classification accuracy of 85%. The results demonstrate the feasibility and potential of using machine learning and ultrasound imaging to classify the severity of obstructive sleep apnea (OSA), suggesting a possible aid for physicians in diagnosing and treating this condition.<\/p>\n\n\n\n

Enlace\/Link: https:\/\/www.mdpi.com\/2673-4591\/134\/1\/80<\/p>\n\n\n\n

\"how
how ai is transforming the future of point of care ultrasound pocus 768×432<\/figcaption><\/figure>","protected":false},"excerpt":{"rendered":"

Comparto la siguiente investigacii\u00f3n en la que se presenta un sistema que se prob\u00f3 con 60 im\u00e1genes de ecograf\u00eda para la clasificaci\u00f3n de la AOS, logrando una precisi\u00f3n de clasificaci\u00f3n…<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-63375","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\nEcograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico - Carlos O'Connor<\/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:\/\/carlosoconnor.es\/en\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ecograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico - Carlos O'Connor\" \/>\n<meta property=\"og:description\" content=\"Comparto la siguiente investigacii\u00f3n en la que se presenta un sistema que se prob\u00f3 con 60 im\u00e1genes de ecograf\u00eda para la clasificaci\u00f3n de la AOS, logrando una precisi\u00f3n de clasificaci\u00f3n…\" \/>\n<meta property=\"og:url\" content=\"https:\/\/carlosoconnor.es\/en\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/\" \/>\n<meta property=\"og:site_name\" content=\"Carlos O'Connor\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-13T13:45:05+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-13T13:45:07+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2026\/05\/how-ai-is-transforming-the-future-of-point-of-care-ultrasound-pocus-768x432-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"768\" \/>\n\t<meta property=\"og:image:height\" content=\"432\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"gestion\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"gestion\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/\"},\"author\":{\"name\":\"gestion\",\"@id\":\"https:\/\/carlosoconnor.es\/#\/schema\/person\/c879dbc2b732eaa32429f50dfbd0a949\"},\"headline\":\"Ecograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico\",\"datePublished\":\"2026-05-13T13:45:05+00:00\",\"dateModified\":\"2026-05-13T13:45:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/\"},\"wordCount\":179,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/carlosoconnor.es\/#organization\"},\"image\":{\"@id\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2026\/05\/how-ai-is-transforming-the-future-of-point-of-care-ultrasound-pocus-768x432-1.jpg\",\"articleSection\":[\"Uncategorized\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/\",\"url\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/\",\"name\":\"Ecograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico - Carlos O'Connor\",\"isPartOf\":{\"@id\":\"https:\/\/carlosoconnor.es\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2026\/05\/how-ai-is-transforming-the-future-of-point-of-care-ultrasound-pocus-768x432-1.jpg\",\"datePublished\":\"2026-05-13T13:45:05+00:00\",\"dateModified\":\"2026-05-13T13:45:07+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#primaryimage\",\"url\":\"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2026\/05\/how-ai-is-transforming-the-future-of-point-of-care-ultrasound-pocus-768x432-1.jpg\",\"contentUrl\":\"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2026\/05\/how-ai-is-transforming-the-future-of-point-of-care-ultrasound-pocus-768x432-1.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Portada\",\"item\":\"https:\/\/carlosoconnor.es\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Ecograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/carlosoconnor.es\/#website\",\"url\":\"https:\/\/carlosoconnor.es\/\",\"name\":\"Carlos O'Connor\",\"description\":\"Dr. Carlos O'Connor Reina - Otorrinolaring\u00f3logo\",\"publisher\":{\"@id\":\"https:\/\/carlosoconnor.es\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/carlosoconnor.es\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/carlosoconnor.es\/#organization\",\"name\":\"Carlos O'Connor\",\"url\":\"https:\/\/carlosoconnor.es\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/carlosoconnor.es\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2025\/07\/cropped-logo-wide.png\",\"contentUrl\":\"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2025\/07\/cropped-logo-wide.png\",\"width\":241,\"height\":50,\"caption\":\"Carlos O'Connor\"},\"image\":{\"@id\":\"https:\/\/carlosoconnor.es\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/carlosoconnor.es\/#\/schema\/person\/c879dbc2b732eaa32429f50dfbd0a949\",\"name\":\"gestion\",\"sameAs\":[\"https:\/\/www.ycomieronperdices.net\/temp\/oconnor2025\"],\"url\":\"https:\/\/carlosoconnor.es\/en\/author\/gestion\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Ecograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico - Carlos O'Connor","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/carlosoconnor.es\/en\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/","og_locale":"en_GB","og_type":"article","og_title":"Ecograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico - Carlos O'Connor","og_description":"Comparto la siguiente investigacii\u00f3n en la que se presenta un sistema que se prob\u00f3 con 60 im\u00e1genes de ecograf\u00eda para la clasificaci\u00f3n de la AOS, logrando una precisi\u00f3n de clasificaci\u00f3n…","og_url":"https:\/\/carlosoconnor.es\/en\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/","og_site_name":"Carlos O'Connor","article_published_time":"2026-05-13T13:45:05+00:00","article_modified_time":"2026-05-13T13:45:07+00:00","og_image":[{"width":768,"height":432,"url":"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2026\/05\/how-ai-is-transforming-the-future-of-point-of-care-ultrasound-pocus-768x432-1.jpg","type":"image\/jpeg"}],"author":"gestion","twitter_card":"summary_large_image","twitter_misc":{"Written by":"gestion","Estimated reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#article","isPartOf":{"@id":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/"},"author":{"name":"gestion","@id":"https:\/\/carlosoconnor.es\/#\/schema\/person\/c879dbc2b732eaa32429f50dfbd0a949"},"headline":"Ecograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico","datePublished":"2026-05-13T13:45:05+00:00","dateModified":"2026-05-13T13:45:07+00:00","mainEntityOfPage":{"@id":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/"},"wordCount":179,"commentCount":0,"publisher":{"@id":"https:\/\/carlosoconnor.es\/#organization"},"image":{"@id":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#primaryimage"},"thumbnailUrl":"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2026\/05\/how-ai-is-transforming-the-future-of-point-of-care-ultrasound-pocus-768x432-1.jpg","articleSection":["Uncategorized"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/","url":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/","name":"Ecograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico - Carlos O'Connor","isPartOf":{"@id":"https:\/\/carlosoconnor.es\/#website"},"primaryImageOfPage":{"@id":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#primaryimage"},"image":{"@id":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#primaryimage"},"thumbnailUrl":"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2026\/05\/how-ai-is-transforming-the-future-of-point-of-care-ultrasound-pocus-768x432-1.jpg","datePublished":"2026-05-13T13:45:05+00:00","dateModified":"2026-05-13T13:45:07+00:00","breadcrumb":{"@id":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#primaryimage","url":"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2026\/05\/how-ai-is-transforming-the-future-of-point-of-care-ultrasound-pocus-768x432-1.jpg","contentUrl":"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2026\/05\/how-ai-is-transforming-the-future-of-point-of-care-ultrasound-pocus-768x432-1.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/carlosoconnor.es\/ecografia-para-la-clasificacion-de-la-aos-aplicacando-aprendizaje-automatico\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Portada","item":"https:\/\/carlosoconnor.es\/"},{"@type":"ListItem","position":2,"name":"Ecograf\u00eda para la clasificaci\u00f3n de la AOS aplicacando aprendizaje autom\u00e1tico"}]},{"@type":"WebSite","@id":"https:\/\/carlosoconnor.es\/#website","url":"https:\/\/carlosoconnor.es\/","name":"Carlos O'Connor","description":"Dr. Carlos O'Connor Reina - Otorrinolaring\u00f3logo","publisher":{"@id":"https:\/\/carlosoconnor.es\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/carlosoconnor.es\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/carlosoconnor.es\/#organization","name":"Carlos O'Connor","url":"https:\/\/carlosoconnor.es\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/carlosoconnor.es\/#\/schema\/logo\/image\/","url":"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2025\/07\/cropped-logo-wide.png","contentUrl":"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2025\/07\/cropped-logo-wide.png","width":241,"height":50,"caption":"Carlos O'Connor"},"image":{"@id":"https:\/\/carlosoconnor.es\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/carlosoconnor.es\/#\/schema\/person\/c879dbc2b732eaa32429f50dfbd0a949","name":"gestion","sameAs":["https:\/\/www.ycomieronperdices.net\/temp\/oconnor2025"],"url":"https:\/\/carlosoconnor.es\/en\/author\/gestion\/"}]}},"_links":{"self":[{"href":"https:\/\/carlosoconnor.es\/en\/wp-json\/wp\/v2\/posts\/63375","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/carlosoconnor.es\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/carlosoconnor.es\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/carlosoconnor.es\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/carlosoconnor.es\/en\/wp-json\/wp\/v2\/comments?post=63375"}],"version-history":[{"count":1,"href":"https:\/\/carlosoconnor.es\/en\/wp-json\/wp\/v2\/posts\/63375\/revisions"}],"predecessor-version":[{"id":63377,"href":"https:\/\/carlosoconnor.es\/en\/wp-json\/wp\/v2\/posts\/63375\/revisions\/63377"}],"wp:attachment":[{"href":"https:\/\/carlosoconnor.es\/en\/wp-json\/wp\/v2\/media?parent=63375"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/carlosoconnor.es\/en\/wp-json\/wp\/v2\/categories?post=63375"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/carlosoconnor.es\/en\/wp-json\/wp\/v2\/tags?post=63375"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}