{"id":53701,"date":"2019-03-29T12:42:05","date_gmt":"2019-03-29T15:42:05","guid":{"rendered":"https:\/\/hvssistemas.com.br\/2022\/?p=53701"},"modified":"2020-01-15T02:46:01","modified_gmt":"2020-01-15T04:46:01","slug":"inteligencia-artificial-no-estudo-do-cancer-de-pele","status":"publish","type":"post","link":"https:\/\/hvssistemas.com.br\/2022\/inteligencia-artificial-no-estudo-do-cancer-de-pele\/","title":{"rendered":"Intelig\u00eancia Artificial no estudo do c\u00e2ncer de pele"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row type=&#8221;vc_default&#8221; css=&#8221;.vc_custom_1473180234920{padding-bottom: 50px !important;}&#8221;][vc_column offset=&#8221;vc_col-lg-offset-1 vc_col-lg-10 vc_col-md-offset-1 vc_col-md-10&#8243;][vc_column_text css=&#8221;.vc_custom_1579061956710{padding-bottom: 40px !important;}&#8221;]Um computador treinado para classificar c\u00e2ncer de pele usando apenas a an\u00e1lise de imagens pode agora identificar certos tipos de c\u00e2ncer com sucesso. Quais s\u00e3o as implica\u00e7\u00f5es para o futuro do diagn\u00f3stico m\u00e9dico?<\/p>\n<p>O c\u00e2ncer de pele \u00e9 a neoplasia maligna mais comum, \u00e9 inicialmente diagnosticada visualmente, come\u00e7ando com uma triagem cl\u00ednica e em seguida por an\u00e1lise dermatosc\u00f3pica, bi\u00f3psia e exame histopatol\u00f3gico. A classifica\u00e7\u00e3o automatizada de les\u00f5es cut\u00e2neas usando imagens \u00e9 uma tarefa desafiadora devido as v\u00e1rias texturas (<em>fine-grains<\/em>) relacionadas \u00e0s les\u00f5es de pele.<\/p>\n<p>As doen\u00e7as de les\u00e3o da pele podem ser divididas em tr\u00eas grupos principais:\u00a0<strong>les\u00f5es n\u00e3o proliferativas<\/strong>, por exemplo, condi\u00e7\u00f5es inflamat\u00f3rias, como acne;\u00a0<strong>les\u00f5es benignas<\/strong>, que s\u00e3o um tipo de prolifera\u00e7\u00e3o celular que n\u00e3o representa uma amea\u00e7a \u00e0 sa\u00fade e\u00a0<strong>les\u00f5es malignas<\/strong>\u00a0de c\u00e9lulas cancer\u00edgenas proliferantes descontroladas o que requer mais aten\u00e7\u00e3o m\u00e9dica. Embora pistas n\u00e3o-visuais, como a textura da superf\u00edcie, possam ajudar no diagn\u00f3stico de certos tipos de c\u00e2ncer, a\u00a0<strong>inspe\u00e7\u00e3o visual<\/strong>\u00a0\u00e9 o principal meio pelo qual os dermatologistas categorizam as doen\u00e7as da pele. A avalia\u00e7\u00e3o da imagem pode, \u00e0s vezes, ser suficiente para fazer um diagn\u00f3stico inicial ou identificar condi\u00e7\u00f5es que<strong>\u00a0precisam de mais cuidado.<\/strong><\/p>\n<p>A partir de um volume de imagens corretamente classificadas por radiologista e oncologistas, que servir\u00e3o de modelos de treinamento, \u00e9 poss\u00edvel usar as t\u00e9cnicas modernas de intelig\u00eancia artificial no aux\u00edlio ao diagn\u00f3stico da doen\u00e7a. Alcan\u00e7ar esse est\u00e1gio foi poss\u00edvel a partir da evolu\u00e7\u00e3o do poder computacional e do refinamento dos modelos matem\u00e1ticos. \u00c0 medida que mais dados s\u00e3o adicionados a esse sistema, a m\u00e1quina aprende, seus erros s\u00e3o corrigidos e seu desempenho melhora subseq\u00fcente mente. Esses modelos podem fazer em minutos o que um ser humano faria em meses ou mais tempo. Deep learning\u00a0\u00e9 a conceito mais utilizado para esse fim.<\/p>\n<p>Existem provavelmente muitas diferen\u00e7as na forma como um m\u00e9dico e um computador usariam a an\u00e1lise visual para o diagn\u00f3stico. Um computador identifica seus pr\u00f3prios crit\u00e9rios para padr\u00f5es associados a uma doen\u00e7a e treina em um conjunto de dados sem usar regras impostas por m\u00e9todos humanos de visualiza\u00e7\u00e3o. O computador tamb\u00e9m pode avaliar dados de imagem que s\u00e3o impercept\u00edveis ao olho humano.<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"wp-image-241\" src=\"https:\/\/hvssistemas.com.br\/2022\/wp-content\/uploads\/2019\/03\/Melanoma-1.png\" sizes=\"(max-width: 781px) 100vw, 781px\" srcset=\"https:\/\/hvssistemas.com.br\/2022\/wp-content\/uploads\/2019\/03\/Melanoma-1.png 781w, https:\/\/hvssistemas.com.br\/2022\/wp-content\/uploads\/2019\/03\/Melanoma-1-700x90.png 700w, https:\/\/hvssistemas.com.br\/2022\/wp-content\/uploads\/2019\/03\/Melanoma-1-768x98.png 768w\" alt=\"Melanoma\" \/><figcaption>Melanomas classificados por intelig\u00eancia artificial<\/figcaption><\/figure>\n<p>Um benef\u00edcio social \u00f3bvio da intelig\u00eancia artificial na tecnologia diagn\u00f3stica seria um melhor acesso a cuidados de sa\u00fade de alta qualidade. Equipados com redes neurais profundas, os dispositivos m\u00f3veis podem no futuro ampliar potencialmente o alcance de dermatologistas fora da cl\u00ednica. Projeta-se que 6,3 bilh\u00f5es de smartphones existir\u00e3o at\u00e9 o ano 2021 e podem, portanto, potencialmente fornecer acesso universal de baixo custo a cuidados vitais de diagn\u00f3stico.<\/p>\n<p>A nossa miss\u00e3o na\u00a0<strong>HVS Sistemas Cognitivos<\/strong>\u00a0\u00e9 estar preparado para levar essa tecnologia a um n\u00edvel onde possamos transformar as vidas das pessoas. Para isso nos dedicamos a melhorar constantemente o resultado de nossos algoritmos e a desenvolver um m\u00e9todo computacional que permita aos m\u00e9dicos rastrear proativamente as les\u00f5es da pele e detectar o c\u00e2ncer mais cedo e mais r\u00e1pido.[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Um computador treinado para classificar c\u00e2ncer de pele usando apenas a an\u00e1lise de imagens pode agora identificar certos tipos de c\u00e2ncer&#8230;<\/p>\n","protected":false},"author":4,"featured_media":53703,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[191],"tags":[194,195],"class_list":["post-53701","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-inteligencia-artificial","tag-inteligencia-artificial","tag-deep-learning","category-191","description-off"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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