{"id":1988,"date":"2023-06-22T21:07:27","date_gmt":"2023-06-22T21:07:27","guid":{"rendered":"https:\/\/dailyai.com\/?p=1988"},"modified":"2023-06-22T21:41:39","modified_gmt":"2023-06-22T21:41:39","slug":"innovative-ai-model-detects-retinal-disease-in-infants","status":"publish","type":"post","link":"https:\/\/dailyai.com\/pt\/2023\/06\/innovative-ai-model-detects-retinal-disease-in-infants\/","title":{"rendered":"Modelo inovador de IA detecta doen\u00e7as da retina em beb\u00e9s"},"content":{"rendered":"

A retinopatia da prematuridade (ROP), uma doen\u00e7a ocular grave que afecta os beb\u00e9s prematuros, \u00e9 uma das principais causas de defici\u00eancia visual e cegueira.\u00a0<\/b><\/p>\n

O tratamento precoce pode atenuar os piores efeitos da ROP, mas a escassez de oftalmologistas pedi\u00e1tricos, particularmente nos pa\u00edses de baixo e m\u00e9dio rendimento, \u00e9 um grande obst\u00e1culo.\u00a0<\/span><\/p>\n

Num estudo <\/span>publicado no The Lancet<\/span><\/a>Os investigadores desenvolveram um modelo de IA sem c\u00f3digo para diagnosticar a ROP a partir de imagens da retina. <\/span><\/p>\n

Acreditam que o modelo ajudar\u00e1 os oftalmologistas a diagnosticar a doen\u00e7a em qualquer parte do mundo, uma vez que \u00e9 executado no Google Cloud e requer conhecimentos t\u00e9cnicos m\u00ednimos para funcionar.<\/span><\/p>\n

Sobre a retinopatia da prematuridade (ROP)<\/span><\/h2>\n

A ROP \u00e9 um crescimento anormal de vasos sangu\u00edneos na retina, normalmente observado em beb\u00e9s nascidos antes da 31\u00aa semana de gravidez ou com um peso corporal inferior a 3 libras.\u00a0<\/span><\/p>\n

Embora a ROP ligeira possa resolver-se de forma independente, os casos graves podem levar ao descolamento da retina, \u00e0 defici\u00eancia visual e \u00e0 cegueira.<\/span><\/p>\n

V\u00e1rias caracter\u00edsticas da retina s\u00e3o utilizadas para diagnosticar a ROP, incluindo a doen\u00e7a plus, definida como uma tortuosidade anormal dos vasos sangu\u00edneos da retina. \"A presen\u00e7a de doen\u00e7a plus \u00e9 considerada um marcador de retinopatia que requer tratamento\", explicam os investigadores no estudo. <\/span>O rastreio de rotina efectuado por oftalmologistas pedi\u00e1tricos pode ajudar a prevenir a progress\u00e3o da ROP.<\/span><\/p>\n

Estudos anteriores<\/span> j\u00e1 demonstraram que os modelos de IA podem diagnosticar com exatid\u00e3o a ROP grave com base na an\u00e1lise de imagens da retina.\u00a0<\/span>No entanto, a maioria destes modelos requer conhecimentos t\u00e9cnicos e recursos de hardware substanciais, que s\u00e3o escassos em alguns contextos m\u00e9dicos.\u00a0<\/span><\/p>\n

Um modelo de IA acess\u00edvel e sem c\u00f3digo resolve estes desafios, permitindo aos oftalmologistas o acesso a diagn\u00f3sticos de retina de ponta a partir de qualquer lugar com uma liga\u00e7\u00e3o \u00e0 Internet.<\/p>\n

O papel da IA<\/span><\/h2>\n

O estudo compara um modelo de IA sem c\u00f3digo constru\u00eddo na interface de programa\u00e7\u00e3o de aplica\u00e7\u00f5es (API) do Google Cloud AutoML Vision e um modelo personalizado constru\u00eddo de raiz. <\/span><\/p>\n

\"A aplica\u00e7\u00e3o de IA sem c\u00f3digo foi desenvolvida utilizando imagens de rec\u00e9m-nascidos de origens \u00e9tnicas e socioecon\u00f3micas diversas num hospital do Reino Unido\", descrevem os investigadores.<\/span><\/p>\n

Uma vez que \u00e9 executado no Google Cloud AutoML, o modelo requer conhecimentos t\u00e9cnicos m\u00ednimos e nenhum hardware, exceto uma liga\u00e7\u00e3o \u00e0 Internet - basta introduzir as imagens da retina no modelo pr\u00e9-treinado.<\/span><\/p>\n

O estudo concluiu que o modelo AutoML do Google Cloud sem c\u00f3digo teve um desempenho semelhante ao do modelo personalizado, com uma precis\u00e3o semelhante \u00e0 dos oftalmologistas seniores na dete\u00e7\u00e3o da doen\u00e7a plus.<\/span><\/p>\n

Um dos autores, o Dr. Konstantinos Balaskas, professor associado da University College London, disse<\/a>Dado que \u00e9 detet\u00e1vel e trat\u00e1vel, nenhuma crian\u00e7a deveria ficar cega devido \u00e0 retinopatia da prematuridade. Esperamos que a nossa t\u00e9cnica para automatizar o diagn\u00f3stico da retinopatia da prematuridade melhore o acesso aos cuidados de sa\u00fade em \u00e1reas carenciadas e evite a cegueira em milhares de rec\u00e9m-nascidos em todo o mundo\".<\/span><\/p>\n

O Dr. Deepak Bhatt, MPH, diretor do Mount Sinai Heart em Nova Iorque, elogiou o estudo, dizendo: \"Este \u00e9 um estudo inteligente que mostra uma aplica\u00e7\u00e3o potencialmente muito \u00fatil da intelig\u00eancia artificial. Os autores mostraram que o seu programa de IA teve um desempenho t\u00e3o bom quanto o de oftalmologistas seniores na identifica\u00e7\u00e3o de uma das principais causas de cegueira em crian\u00e7as, examinando imagens da retina\".<\/span><\/p>\n

Bhatt sublinhou o potencial da IA nos cuidados de sa\u00fade: \"A aprendizagem autom\u00e1tica e a IA passaram da fic\u00e7\u00e3o cient\u00edfica para uma poss\u00edvel utilidade na pr\u00e1tica cl\u00ednica. Este estudo \u00e9 um bom exemplo disso. S\u00e3o necess\u00e1rios mais estudos como este em diversas popula\u00e7\u00f5es\".<\/span><\/p>\n

Os modelos baseados na nuvem sem c\u00f3digo est\u00e3o dispon\u00edveis para qualquer pessoa com uma liga\u00e7\u00e3o \u00e0 Internet. <\/span><\/p>\n

N\u00e3o s\u00e3o necess\u00e1rios requisitos de hardware e o modelo \u00e9 pr\u00e9-treinado, pelo que apenas \u00e9 necess\u00e1rio um input (neste caso, imagens da retina).\u00a0<\/span><\/p>\n

Os investigadores admitem que o modelo foi testado principalmente com imagens tiradas com Retcam, um tipo espec\u00edfico de c\u00e2mara de retina que tende a ser caro. <\/span><\/p>\n

No entanto, com trabalho, poder\u00e1 ser alargado a outras imagens da retina, ajudando os prestadores de cuidados de sa\u00fade a aceder a diagn\u00f3sticos de retina de \u00faltima gera\u00e7\u00e3o em qualquer parte do mundo. <\/span><\/p>","protected":false},"excerpt":{"rendered":"

A retinopatia da prematuridade (ROP), uma doen\u00e7a ocular grave que afecta os beb\u00e9s prematuros, \u00e9 uma das principais causas de defici\u00eancia visual e cegueira. O tratamento precoce pode atenuar os piores efeitos da ROP, mas a escassez de oftalmologistas pedi\u00e1tricos, sobretudo nos pa\u00edses de baixo e m\u00e9dio rendimento, constitui um grande obst\u00e1culo. Num estudo publicado na revista The Lancet, os investigadores desenvolveram um modelo de IA sem c\u00f3digo para diagnosticar a ROP a partir de imagens da retina. Acreditam que o modelo ajudar\u00e1 os oftalmologistas a diagnosticar a doen\u00e7a em qualquer parte do mundo, uma vez que \u00e9 executado no Google Cloud e requer conhecimentos t\u00e9cnicos m\u00ednimos para funcionar. Sobre a retinopatia da prematuridade (ROP) A ROP \u00e9 um crescimento anormal do sangue<\/p>","protected":false},"author":2,"featured_media":1989,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[166,101],"class_list":["post-1988","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-computer-vision","tag-medtech"],"yoast_head":"\nInnovative AI model detects retinal disease in infants | DailyAI<\/title>\n<meta name=\"description\" content=\"Retinopathy of prematurity (ROP), a severe eye condition affecting premature babies, is a leading cause of visual impairment or blindness.\u00a0\" \/>\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\/pt\/2023\/06\/innovative-ai-model-detects-retinal-disease-in-infants\/\" 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