{"id":870,"date":"2026-03-18T15:08:08","date_gmt":"2026-03-18T18:08:08","guid":{"rendered":"https:\/\/wordpress.ft.unicamp.br\/revisa\/?p=870"},"modified":"2026-03-18T15:09:17","modified_gmt":"2026-03-18T18:09:17","slug":"integracao-entre-conhecimento-humano-e-aprendizado-de-maquina-na-saude","status":"publish","type":"post","link":"https:\/\/wordpress.ft.unicamp.br\/revisa\/2026\/03\/18\/integracao-entre-conhecimento-humano-e-aprendizado-de-maquina-na-saude\/","title":{"rendered":"Integra\u00e7\u00e3o entre conhecimento humano e aprendizado de m\u00e1quina na sa\u00fade"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"870\" class=\"elementor elementor-870\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e07e493 e-flex e-con-boxed e-con e-parent\" data-id=\"e07e493\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8907f38 elementor-widget elementor-widget-heading\" data-id=\"8907f38\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2 style=\"text-indent: 0cm\"><a name=\"_w58d0z51c4at\"><\/a>\nO que \u00e9 um Sistema H\u00edbrido?\n<span style=\"font-family: Roboto, sans-serif;font-size: 16px\"><\/span><\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-866ebec elementor-widget elementor-widget-text-editor\" data-id=\"866ebec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>No contexto da Intelig\u00eancia Arti\ufb01cial (IA) aplicada \u00e0 medicina, um sistema h\u00edbrido representa a fus\u00e3o de duas abordagens complementares para potencializar o diagn\u00f3stico: a IA Simb\u00f3lica e a IA Num\u00e9rica.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ee7bf76 e-flex e-con-boxed e-con e-parent\" data-id=\"ee7bf76\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-01620fd elementor-widget elementor-widget-heading\" data-id=\"01620fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3 style=\"text-indent: 0cm\"><a name=\"_w58d0z51c4at\"><\/a>\nIA Simb\u00f3lica (Baseada em Conhecimento)<span style=\"font-family: Roboto, sans-serif;font-size: 16px\"><\/span><\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b7449f elementor-widget elementor-widget-text-editor\" data-id=\"9b7449f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"western\" lang=\"pt-PT\">A IA Simb\u00f3lica, fundamentada em l\u00f3gicas de regras como SE-ENT\u00c3O (IF-THEN), busca reproduzir o racioc\u00ednio humano. Ela opera com conhecimento expl\u00edcito e l\u00f3gica formal. Em um Sistema Especialista (SE) m\u00e9dico, isso se traduz em codi\ufb01car o conhecimento e a experi\u00eancia de um m\u00e9dico especialista em uma base de regras.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-486e5a2 e-flex e-con-boxed e-con e-parent\" data-id=\"486e5a2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38e00c2 elementor-widget elementor-widget-heading\" data-id=\"38e00c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3 style=\"text-indent: 0cm\"><a name=\"_w58d0z51c4at\"><\/a>\nIA Num\u00e9rica \/ Estat\u00edstica (Baseada em Dados)<span style=\"font-family: Roboto, sans-serif;font-size: 16px\"><\/span><\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2c0eb0c e-flex e-con-boxed e-con e-parent\" data-id=\"2c0eb0c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-07e1461 elementor-widget elementor-widget-text-editor\" data-id=\"07e1461\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"western\" lang=\"pt-PT\">A IA Num\u00e9rica, popularmente conhecida como Aprendizado de M\u00e1quina (Machine Learning), utiliza algoritmos estat\u00edsticos para identi\ufb01car padr\u00f5es complexos e sutis automaticamente, a partir de grandes volumes de dados.<\/p><p class=\"western\" lang=\"pt-PT\">A uni\u00e3o dessas duas frentes permite combinar a interpreta\u00e7\u00e3o humana e a transpar\u00eancia das regras com a precis\u00e3o estat\u00edstica e a capacidade de descoberta do aprendizado de m\u00e1quina. O resultado \u00e9 um Sistema de Apoio \u00e0 Decis\u00e3o (SAD) mais inteligente, robusto e, crucialmente, explic\u00e1vel.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89fb1e3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"89fb1e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-26daf08 e-flex e-con-boxed e-con e-parent\" data-id=\"26daf08\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-08c76bb elementor-widget elementor-widget-heading\" data-id=\"08c76bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2 style=\"text-indent: 0cm\"><a name=\"_w58d0z51c4at\"><\/a>\nO Desa\ufb01o do Diagn\u00f3stico Cl\u00ednico e a Justi\ufb01cativa da Hibridiza\u00e7\u00e3o\n<span style=\"font-family: Roboto, sans-serif;font-size: 16px\"><\/span><\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2e9472b e-flex e-con-boxed e-con e-parent\" data-id=\"2e9472b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-630021d elementor-widget elementor-widget-text-editor\" data-id=\"630021d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"western\" lang=\"pt-PT\">A medicina moderna exige decis\u00f5es r\u00e1pidas e precisas, muitas vezes baseadas em um volume de dados cl\u00ednicos que supera a capacidade de an\u00e1lise humana imediata. O diagn\u00f3stico cl\u00ednico enfrenta dois desa\ufb01os principais:<\/p><ul><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>Diagn\u00f3sticos Incorretos: <\/b><\/span><span style=\"font-size: medium\">Erros diagn\u00f3sticos, que afetam milh\u00f5es de pacientes<\/span> <span style=\"font-size: medium\">anualmente,<\/span> <span style=\"font-size: medium\">t\u00eam<\/span> <span style=\"font-size: medium\">impacto<\/span> <span style=\"font-size: medium\">direto<\/span> <span style=\"font-size: medium\">na<\/span> <span style=\"font-size: medium\">qualidade<\/span> <span style=\"font-size: medium\">de<\/span> <span style=\"font-size: medium\">vida<\/span> <span style=\"font-size: medium\">e<\/span> <span style=\"font-size: medium\">nos resultados do tratamento.<\/span><\/span><\/p><\/li><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>Variabilidade<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Humana:<\/b><\/span><b> <\/b><span style=\"font-size: medium\">A<\/span> <span style=\"font-size: medium\">intui\u00e7\u00e3o<\/span> <span style=\"font-size: medium\">m\u00e9dica,<\/span> <span style=\"font-size: medium\">embora<\/span> <span style=\"font-size: medium\">valiosa,<\/span> <span style=\"font-size: medium\">\u00e9<\/span> <span style=\"font-size: medium\">vari\u00e1vel.<\/span> <span style=\"font-size: medium\">O contexto cl\u00ednico, o cansa\u00e7o ou a experi\u00eancia individual podem criar inconsist\u00eancias no diagn\u00f3stico.<\/span><\/span><\/p><\/li><\/ul><p class=\"western\" lang=\"pt-PT\">Sistemas Especialistas tradicionais (apenas regras) s\u00e3o transparentes, mas podem ser r\u00edgidos e falhar em capturar nuances n\u00e3o previstas nas regras. Modelos de Machine Learning (apenas dados) s\u00e3o precisos e adapt\u00e1veis, mas frequentemente operam como &#8220;caixas-preta&#8221;, gerando descon\ufb01an\u00e7a por n\u00e3o explicarem como chegaram a uma conclus\u00e3o.<\/p><p class=\"western\" lang=\"pt-PT\">A hibridiza\u00e7\u00e3o surge como a solu\u00e7\u00e3o ideal. Ela combina o racioc\u00ednio simb\u00f3lico (as regras do m\u00e9dico) com o aprendizado estat\u00edstico (os padr\u00f5es nos dados), potencializando ambas as abordagens e reduzindo as incertezas para tornar o diagn\u00f3stico mais preciso e explic\u00e1vel.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2bb42b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b2bb42b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fb53cde elementor-widget elementor-widget-heading\" data-id=\"fb53cde\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2 style=\"text-indent: 0cm\"><a name=\"_w58d0z51c4at\"><\/a>\nMetodologia: Tecnologias e Abordagem\n<span style=\"font-family: Roboto, sans-serif;font-size: 16px\"><\/span><\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d70037c e-flex e-con-boxed e-con e-parent\" data-id=\"d70037c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12530e4 elementor-widget elementor-widget-text-editor\" data-id=\"12530e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"western\" lang=\"pt-PT\">Para a constru\u00e7\u00e3o do prot\u00f3tipo, de\ufb01nimos a seguinte metodologia:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9efb400 e-flex e-con-boxed e-con e-parent\" data-id=\"9efb400\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f5ea208 elementor-widget elementor-widget-heading\" data-id=\"f5ea208\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3 style=\"text-indent: 0cm\"><a name=\"_w58d0z51c4at\"><\/a>\nFerramentas e Linguagem<span style=\"font-family: Roboto, sans-serif;font-size: 16px\"><\/span><\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4d4cd00 e-flex e-con-boxed e-con e-parent\" data-id=\"4d4cd00\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce01fd7 elementor-widget elementor-widget-text-editor\" data-id=\"ce01fd7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>Linguagem<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Principal:<\/b><\/span><b> <\/b><span style=\"font-size: medium\">Python<\/span> <span style=\"font-size: medium\">3.9<\/span> <span style=\"font-size: medium\">(devido<\/span> <span style=\"font-size: medium\">\u00e0<\/span> <span style=\"font-size: medium\">compatibilidade<\/span> <span style=\"font-size: medium\">entre<\/span> <span style=\"font-size: medium\">as <\/span><span style=\"font-size: medium\">bibliotecas).<\/span><\/span><\/p><\/li><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>Machine<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Learning<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>(IA<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Num\u00e9rica):<\/b><\/span><b> <\/b><span style=\"font-size: medium\">Scikit-learn,<\/span> <span style=\"font-size: medium\">a<\/span> <span style=\"font-size: medium\">principal<\/span> <span style=\"font-size: medium\">biblioteca<\/span> <span style=\"font-size: medium\">de<\/span> <span style=\"font-size: medium\">ML<\/span> <span style=\"font-size: medium\">do Python, utilizada para treinar o classi\ufb01cador.<\/span><\/span><\/p><\/li><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>Motor<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>de<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Infer\u00eancia<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>(IA<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Simb\u00f3lica):<\/b><\/span><b> <\/b><span style=\"font-size: medium\">Experta<\/span> <span style=\"font-size: medium\">(fork<\/span> <span style=\"font-size: medium\">do<\/span> <span style=\"font-size: medium\">Pyknow),<\/span> <span style=\"font-size: medium\">biblioteca Python para a cria\u00e7\u00e3o de Sistemas Especialistas baseados em regras <\/span><\/span>(Knowledge Engine).<\/p><\/li><\/ul><ul><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>Manipula\u00e7\u00e3o<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>de<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Dados:<\/b><\/span><b> <\/b><span style=\"font-size: medium\">Pandas<\/span> <span style=\"font-size: medium\">e<\/span> <span style=\"font-size: medium\">Numpy.<\/span><\/span><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5bb70f7 e-flex e-con-boxed e-con e-parent\" data-id=\"5bb70f7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e04c6e1 elementor-widget elementor-widget-heading\" data-id=\"e04c6e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><h3 style=\"text-indent: 0cm\"><a name=\"_w58d0z51c4at\"><\/a>\nDataset e Avalia\u00e7\u00e3o<span style=\"font-family: Roboto, sans-serif;font-size: 16px\"><\/span><\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-48c7eb3 e-flex e-con-boxed e-con e-parent\" data-id=\"48c7eb3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0fb48a9 elementor-widget elementor-widget-text-editor\" data-id=\"0fb48a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>Dataset:<\/b><\/span><b> <\/b><span style=\"font-size: medium\">O<\/span> <span style=\"font-size: medium\">estudo<\/span> <span style=\"font-size: medium\">de<\/span> <span style=\"font-size: medium\">caso<\/span> <span style=\"font-size: medium\">utiliza<\/span> <span style=\"font-size: medium\">o<\/span> <span style=\"font-size: medium\">Breast<\/span> <span style=\"font-size: medium\">Cancer<\/span> <span style=\"font-size: medium\">Wisconsin<\/span> <span style=\"font-size: medium\">(UCI),<\/span> <span style=\"font-size: medium\">um dataset p\u00fablico e cl\u00e1ssico para problemas de classi\ufb01ca\u00e7\u00e3o bin\u00e1ria (Maligno vs. Benigno).<\/span><\/span><\/p><\/li><li><p class=\"western\" lang=\"pt-PT\"><span style=\"font-size: medium\"><b>Algoritmos<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Hibridizados:<\/b><\/span><b> <\/b><span style=\"font-size: medium\">\u00c1rvore<\/span> <span style=\"font-size: medium\">de<\/span> <span style=\"font-size: medium\">Decis\u00e3o<\/span> <span style=\"font-size: medium\">(DecisionTreeClassi\ufb01er)<\/span> <span style=\"font-size: medium\">+ Sistema de Regras (KnowledgeEngine do Experta).<\/span><\/p><\/li><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>M\u00e9tricas de Avalia\u00e7\u00e3o: <\/b><\/span><span style=\"font-size: medium\">Aferimos o desempenho do sistema utilizando as m\u00e9tricas<\/span> <span style=\"font-size: medium\">padr\u00e3o<\/span> <span style=\"font-size: medium\">de<\/span> <span style=\"font-size: medium\">classi\ufb01ca\u00e7\u00e3o:<\/span> <span style=\"font-size: medium\">Acur\u00e1cia,<\/span> <span style=\"font-size: medium\">Precis\u00e3o,<\/span> <span style=\"font-size: medium\">Recall<\/span> <span style=\"font-size: medium\">(Sensibilidade)<\/span> <span style=\"font-size: medium\">e F1-Score, com foco especial na interpretabilidade.<\/span><\/span><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5cfaa22 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5cfaa22\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0ec34ad e-flex e-con-boxed e-con e-parent\" data-id=\"0ec34ad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eadb336 elementor-widget elementor-widget-heading\" data-id=\"eadb336\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2 style=\"text-indent: 0cm\"><a name=\"_w58d0z51c4at\"><\/a>\nConclus\u00e3o: A Sinergia entre Homem e M\u00e1quina\n<span style=\"font-family: Roboto, sans-serif;font-size: 16px\"><\/span><\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-507bf9c e-flex e-con-boxed e-con e-parent\" data-id=\"507bf9c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd8c1df elementor-widget elementor-widget-text-editor\" data-id=\"cd8c1df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"western\" lang=\"pt-PT\">Um sistema especialista h\u00edbrido n\u00e3o substitui o m\u00e9dico \u2014 ele amplia sua capacidade de decis\u00e3o.<\/p><p class=\"western\" lang=\"pt-PT\">Nosso objetivo foi alcan\u00e7ado ao provar que a uni\u00e3o do racioc\u00ednio humano (simb\u00f3lico) com a an\u00e1lise de dados (estat\u00edstica) cria diagn\u00f3sticos mais justos, con\ufb01\u00e1veis e acess\u00edveis. A intelig\u00eancia arti\ufb01cial deve ser uma ferramenta que potencializa o conhecimento m\u00e9dico, mantendo o pro\ufb01ssional como respons\u00e1vel \ufb01nal pela decis\u00e3o cl\u00ednica e pelo cuidado com o paciente.<\/p><p class=\"western\" lang=\"pt-PT\" align=\"justify\">Os resultados demonstram:<\/p><ul><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>Con\ufb01abilidade<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Aumentada:<\/b><\/span><b> <\/b><span style=\"font-size: medium\">O<\/span> <span style=\"font-size: medium\">sistema<\/span> <span style=\"font-size: medium\">reduz<\/span> <span style=\"font-size: medium\">erros<\/span> <span style=\"font-size: medium\">diagn\u00f3sticos<\/span> <span style=\"font-size: medium\">(Falsos Negativos) ao usar regras como rede de seguran\u00e7a.<\/span><\/span><\/p><\/li><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>Transpar\u00eancia<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Total:<\/b><\/span><b> <\/b><span style=\"font-size: medium\">O<\/span> <span style=\"font-size: medium\">m\u00e9dico<\/span> <span style=\"font-size: medium\">compreende<\/span> <span style=\"font-size: medium\">e<\/span> <span style=\"font-size: medium\">pode<\/span> <span style=\"font-size: medium\">validar<\/span> <span style=\"font-size: medium\">cada<\/span> <span style=\"font-size: medium\">passo<\/span> <span style=\"font-size: medium\">do racioc\u00ednio do sistema atrav\u00e9s das justi\ufb01cativas.<\/span><\/span><\/p><\/li><li><p lang=\"pt-PT\" align=\"left\"><span style=\"font-size: small\"><span style=\"font-size: medium\"><b>Impacto<\/b><\/span><b> <\/b><span style=\"font-size: medium\"><b>Social:<\/b><\/span><b> <\/b><span style=\"font-size: medium\">A<\/span> <span style=\"font-size: medium\">abordagem<\/span> <span style=\"font-size: medium\">permite<\/span> <span style=\"font-size: medium\">efetivar<\/span> <span style=\"font-size: medium\">diagn\u00f3sticos<\/span> <span style=\"font-size: medium\">precisos<\/span> <span style=\"font-size: medium\">mesmo em contextos com menos especialistas dispon\u00edveis.<\/span><\/span><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-639b8b9 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"639b8b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40080d5 e-flex e-con-boxed e-con e-parent\" data-id=\"40080d5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e7a1d2b elementor-widget elementor-widget-heading\" data-id=\"e7a1d2b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2 style=\"text-indent: 0cm\"><a name=\"_w58d0z51c4at\"><\/a>\nRefer\u00eancias\n<span style=\"font-family: Roboto, sans-serif;font-size: 16px\"><\/span><\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-453e106 e-flex e-con-boxed e-con e-parent\" data-id=\"453e106\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57b6e61 elementor-widget elementor-widget-text-editor\" data-id=\"57b6e61\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"western\" lang=\"pt-PT\"><b>DARWICHE,<\/b><b> <\/b><b>A<\/b>. Human-level intelligence or animal-like abilities? Communications of the ACM, v. 63, n. 2, p. 56-67, 2020.<\/p><p class=\"western\" lang=\"pt-PT\" align=\"justify\"><b>KOTSIANTIS,<\/b><b> <\/b><b>S.<\/b><b> <\/b><b>B<\/b>. Supervised machine learning: A review of classi\ufb01cation techniques. Emerging arti\ufb01cial intelligence applications in computer engineering, v. 160, p. 3-24, 2007.<\/p><p class=\"western\" lang=\"pt-PT\" align=\"justify\"><b>STREET,<\/b><b> <\/b><b>W.<\/b><b> <\/b><b>N.;<\/b><b> <\/b><b>WOLBERG,<\/b><b> <\/b><b>W.<\/b><b> <\/b><b>H.;<\/b><b> <\/b><b>MANGASARIAN,<\/b><b> <\/b><b>O.<\/b><b> <\/b><b>L<\/b>. Nuclear feature extraction for breast cancer diagnosis. In: IS&amp;T\/SPIE&#8217;s Symposium on Electronic<\/p><p class=\"western\" lang=\"pt-PT\" align=\"justify\">Imaging: <b>Science and<\/b><b> <\/b><b>Technology<\/b>. International Society for Optics and Photonics, 1993. p. 861-870.<\/p><p class=\"western\" lang=\"pt-PT\" align=\"justify\">(Fonte do Dataset UCI).<\/p><p class=\"western\" lang=\"pt-PT\" align=\"justify\"><b>TURBAN,<\/b><b> <\/b><b>E.;<\/b><b> <\/b><b>ARONSON,<\/b><b> <\/b><b>J.<\/b><b> <\/b><b>E.;<\/b><b> <\/b><b>LIANG,<\/b><b> <\/b><b>T.<\/b><b> <\/b><b>P.;<\/b><b> <\/b><b>SHARDA,<\/b><b> <\/b><b>R<\/b>. Decision support and<\/p><p class=\"western\" lang=\"pt-PT\">business intelligence systems. 9. ed. Prentice Hall, 2011. (Baseado nos slides da disciplina).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>O que \u00e9 um Sistema H\u00edbrido? No contexto da Intelig\u00eancia Arti\ufb01cial (IA) aplicada \u00e0 medicina, um sistema h\u00edbrido representa a fus\u00e3o de duas abordagens complementares [&hellip;]<\/p>\n","protected":false},"author":125,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-870","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Integra\u00e7\u00e3o entre conhecimento humano e aprendizado de m\u00e1quina na sa\u00fade - REVISA<\/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:\/\/wordpress.ft.unicamp.br\/revisa\/2026\/03\/18\/integracao-entre-conhecimento-humano-e-aprendizado-de-maquina-na-saude\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Integra\u00e7\u00e3o entre conhecimento humano e aprendizado de m\u00e1quina na sa\u00fade - REVISA\" \/>\n<meta property=\"og:description\" content=\"O que \u00e9 um Sistema H\u00edbrido? 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