{"id":7188,"date":"2020-07-13T10:33:26","date_gmt":"2020-07-13T13:33:26","guid":{"rendered":"http:\/\/alcantara.pro.br\/portal\/?p=7188"},"modified":"2020-07-13T10:33:26","modified_gmt":"2020-07-13T13:33:26","slug":"aprendizado-de-maquina-contra-fraudes-contabeis","status":"publish","type":"post","link":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/","title":{"rendered":"Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis"},"content":{"rendered":"<p><a href=\"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1.jpeg\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-7193 alignright\" src=\"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1-300x212.jpeg\" alt=\"\" width=\"300\" height=\"212\" srcset=\"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1-300x212.jpeg 300w, https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1-1024x725.jpeg 1024w, https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1-768x544.jpeg 768w, https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1-1536x1087.jpeg 1536w, https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1-2048x1450.jpeg 2048w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>Em recente artigo por t\u00edtulo <strong>Machine learning against accounting fraud <\/strong>(Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis) os autores destacam que &#8220;<em style=\"color: #0000ff; text-align: justify;\">Detectar e prevenir fraudes cont\u00e1beis \u00e9 uma preocupa\u00e7\u00e3o para muitos formuladores de pol\u00edticas ao redor do mundo&#8221; <span style=\"color: #000000;\">No artigo \u00e9 apresentado<\/span> &#8220;uma estrutura que incorpora t\u00e9cnicas de aprendizado de m\u00e1quina para detectar e prever comportamento fraudulento das empresas ao relatar informa\u00e7\u00f5es financeiras. A estrutura conta com um conjunto maior de informa\u00e7\u00f5es firmes para obter melhor desempenho de detec\u00e7\u00e3o e, ao contr\u00e1rio das estruturas anteriores, fornece previs\u00f5es para poss\u00edveis fraudes cont\u00e1beis futuras.<\/em>&#8221;<\/p>\n<p>No artigo o foco s\u00e3o as fraudes corporativas, geralmente praticadas para maquiar os resultado. Dentre os elementos das t\u00e9cnicas preditivas, a serem ensinadas \u00e0s m\u00e1quinas, consta o uso de indicadores financeiros, vari\u00e1veis relacionadas \u00e0 governan\u00e7a corporativa e vari\u00e1veis de transa\u00e7\u00e3o banc\u00e1ria.<\/p>\n<p>O interessante da t\u00e9cnica apresentada \u00e9 que a mesma visa subsidiar os trabalhos de auditoria independente em tempo real, ou seja, de prefer\u00eancia antes do encerramento dos balan\u00e7os, ou seja, antes da fraude produzir os efeitos desejados.<\/p>\n<p>Olhando a t\u00e9cnica sob a \u00f3tica tribut\u00e1ria, o artigo sinaliza um bom ponto de partida para pesquisas sobre fraudes cont\u00e1beis com repercuss\u00f5es tribut\u00e1rias.<\/p>\n<p>As administra\u00e7\u00f5es tribut\u00e1rias podem buscar ind\u00edcios de sonega\u00e7\u00e3o de impostos atrav\u00e9s da an\u00e1lise pr\u00e9via de grande massa de demonstra\u00e7\u00f5es cont\u00e1beis.\u00a0 Correlacionando os indicadores financeiros &#8211; em especial aqueles que medem os ciclos operacionais, liquidez e rentabilidade &#8211; com as bases de dados de empresas autuadas por terem praticado alguma esp\u00e9cies de fraude cont\u00e1bil com repercuss\u00e3o tribut\u00e1ria.<\/p>\n<p>Os dados agregados da ECD apresentam a consolida\u00e7\u00e3o mensal, por contribuinte, de informa\u00e7\u00f5es de saldos cont\u00e1beis e as demonstra\u00e7\u00f5es cont\u00e1beis,<\/p>\n<hr \/>\n<p><em><strong>Para conhecer o artigo<\/strong><\/em><\/p>\n<p style=\"text-align: left;\"><strong>Machine learning against accounting fraud<\/strong><br \/>\nSatoshi Kondo, Daisuke Miyakawa, Kengo Shiraki, Miki Suga, Teppei Usuki<br \/>\n13 de maio de 2020 (Texto original em ingl\u00eas)<\/p>\n<p style=\"text-align: left;\"><a href=\"https:\/\/voxeu.org\/article\/machine-learning-against-accounting-fraud\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/voxeu.org\/article\/machine-learning-against-accounting-fraud<\/a><\/p>\n<hr \/>\n<p><a href=\"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Aprendizado-de-maquina-contra-fraudes-contabeis-PORTUGUES-1.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Vers\u00e3o em Portugu\u00eas (tradu\u00e7\u00e3o autom\u00e1tica &#8211; Google Translator)<\/a><\/p>\n<p>Imagem: <a href=\"https:\/\/miro.medium.com\/max\/4116\/1*5I5R7u-pz2pHoBpmQstcuw.jpeg\" target=\"_blank\" rel=\"noopener noreferrer\">aqui<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Em recente artigo por t\u00edtulo Machine learning against accounting fraud (Aprendizado de m\u00e1quina contra fraudes<\/p>\n","protected":false},"author":1,"featured_media":7193,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16,56,102],"tags":[],"class_list":["post-7188","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-auditoria-contabil-tributaria","category-c49-crimes-tributarios","category-fraudes"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis - Prof. Alexandre Alcantara<\/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:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis - Prof. Alexandre Alcantara\" \/>\n<meta property=\"og:description\" content=\"Em recente artigo por t\u00edtulo Machine learning against accounting fraud (Aprendizado de m\u00e1quina contra fraudes\" \/>\n<meta property=\"og:url\" content=\"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/\" \/>\n<meta property=\"og:site_name\" content=\"Prof. Alexandre Alcantara\" \/>\n<meta property=\"article:published_time\" content=\"2020-07-13T13:33:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"2058\" \/>\n\t<meta property=\"og:image:height\" content=\"1457\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Editoria: Prof. Alexandre Alcantara\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Editoria: Prof. Alexandre Alcantara\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. tempo de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/\"},\"author\":{\"name\":\"Editoria: Prof. Alexandre Alcantara\",\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/#\\\/schema\\\/person\\\/1991ac6c2adfbaedfb22ff57aed2c7db\"},\"headline\":\"Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis\",\"datePublished\":\"2020-07-13T13:33:26+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/\"},\"wordCount\":369,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/#\\\/schema\\\/person\\\/638376dc60edb285cf5914ea02e73975\"},\"image\":{\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/wp-content\\\/uploads\\\/2020\\\/07\\\/Machine-learning-1.jpeg\",\"articleSection\":[\"Auditoria Cont\u00e1bil Tribut\u00e1ria\",\"Crimes Tribut\u00e1rios\",\"Fraude Cont\u00e1bil\"],\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/\",\"url\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/\",\"name\":\"Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis - Prof. Alexandre Alcantara\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/wp-content\\\/uploads\\\/2020\\\/07\\\/Machine-learning-1.jpeg\",\"datePublished\":\"2020-07-13T13:33:26+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/#breadcrumb\"},\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/#primaryimage\",\"url\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/wp-content\\\/uploads\\\/2020\\\/07\\\/Machine-learning-1.jpeg\",\"contentUrl\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/wp-content\\\/uploads\\\/2020\\\/07\\\/Machine-learning-1.jpeg\",\"width\":2058,\"height\":1457},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/2020\\\/07\\\/13\\\/aprendizado-de-maquina-contra-fraudes-contabeis\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"In\u00edcio\",\"item\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/#website\",\"url\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/\",\"name\":\"Prof. Alexandre Alcantara\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/#\\\/schema\\\/person\\\/638376dc60edb285cf5914ea02e73975\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-BR\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/#\\\/schema\\\/person\\\/638376dc60edb285cf5914ea02e73975\",\"name\":\"Alexandre Alcantara\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/cropped-logo-quadrada-nova-1.png\",\"url\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/cropped-logo-quadrada-nova-1.png\",\"contentUrl\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/cropped-logo-quadrada-nova-1.png\",\"width\":512,\"height\":512,\"caption\":\"Alexandre Alcantara\"},\"logo\":{\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/cropped-logo-quadrada-nova-1.png\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/#\\\/schema\\\/person\\\/1991ac6c2adfbaedfb22ff57aed2c7db\",\"name\":\"Editoria: Prof. Alexandre Alcantara\",\"sameAs\":[\"https:\\\/\\\/alcantara.pro.br\\\/portal\"],\"url\":\"https:\\\/\\\/alcantara.pro.br\\\/portal\\\/author\\\/alexandreportal\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis - Prof. Alexandre Alcantara","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:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/","og_locale":"pt_BR","og_type":"article","og_title":"Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis - Prof. Alexandre Alcantara","og_description":"Em recente artigo por t\u00edtulo Machine learning against accounting fraud (Aprendizado de m\u00e1quina contra fraudes","og_url":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/","og_site_name":"Prof. Alexandre Alcantara","article_published_time":"2020-07-13T13:33:26+00:00","og_image":[{"width":2058,"height":1457,"url":"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1.jpeg","type":"image\/jpeg"}],"author":"Editoria: Prof. Alexandre Alcantara","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"Editoria: Prof. Alexandre Alcantara","Est. tempo de leitura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/#article","isPartOf":{"@id":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/"},"author":{"name":"Editoria: Prof. Alexandre Alcantara","@id":"https:\/\/alcantara.pro.br\/portal\/#\/schema\/person\/1991ac6c2adfbaedfb22ff57aed2c7db"},"headline":"Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis","datePublished":"2020-07-13T13:33:26+00:00","mainEntityOfPage":{"@id":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/"},"wordCount":369,"commentCount":0,"publisher":{"@id":"https:\/\/alcantara.pro.br\/portal\/#\/schema\/person\/638376dc60edb285cf5914ea02e73975"},"image":{"@id":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/#primaryimage"},"thumbnailUrl":"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1.jpeg","articleSection":["Auditoria Cont\u00e1bil Tribut\u00e1ria","Crimes Tribut\u00e1rios","Fraude Cont\u00e1bil"],"inLanguage":"pt-BR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/","url":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/","name":"Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis - Prof. Alexandre Alcantara","isPartOf":{"@id":"https:\/\/alcantara.pro.br\/portal\/#website"},"primaryImageOfPage":{"@id":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/#primaryimage"},"image":{"@id":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/#primaryimage"},"thumbnailUrl":"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1.jpeg","datePublished":"2020-07-13T13:33:26+00:00","breadcrumb":{"@id":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/#breadcrumb"},"inLanguage":"pt-BR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/"]}]},{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/#primaryimage","url":"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1.jpeg","contentUrl":"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2020\/07\/Machine-learning-1.jpeg","width":2058,"height":1457},{"@type":"BreadcrumbList","@id":"https:\/\/alcantara.pro.br\/portal\/2020\/07\/13\/aprendizado-de-maquina-contra-fraudes-contabeis\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"In\u00edcio","item":"https:\/\/alcantara.pro.br\/portal\/"},{"@type":"ListItem","position":2,"name":"Machine learning: Aprendizado de m\u00e1quina contra fraudes cont\u00e1beis"}]},{"@type":"WebSite","@id":"https:\/\/alcantara.pro.br\/portal\/#website","url":"https:\/\/alcantara.pro.br\/portal\/","name":"Prof. Alexandre Alcantara","description":"","publisher":{"@id":"https:\/\/alcantara.pro.br\/portal\/#\/schema\/person\/638376dc60edb285cf5914ea02e73975"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/alcantara.pro.br\/portal\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-BR"},{"@type":["Person","Organization"],"@id":"https:\/\/alcantara.pro.br\/portal\/#\/schema\/person\/638376dc60edb285cf5914ea02e73975","name":"Alexandre Alcantara","image":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2025\/06\/cropped-logo-quadrada-nova-1.png","url":"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2025\/06\/cropped-logo-quadrada-nova-1.png","contentUrl":"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2025\/06\/cropped-logo-quadrada-nova-1.png","width":512,"height":512,"caption":"Alexandre Alcantara"},"logo":{"@id":"https:\/\/alcantara.pro.br\/portal\/wp-content\/uploads\/2025\/06\/cropped-logo-quadrada-nova-1.png"}},{"@type":"Person","@id":"https:\/\/alcantara.pro.br\/portal\/#\/schema\/person\/1991ac6c2adfbaedfb22ff57aed2c7db","name":"Editoria: Prof. Alexandre Alcantara","sameAs":["https:\/\/alcantara.pro.br\/portal"],"url":"https:\/\/alcantara.pro.br\/portal\/author\/alexandreportal\/"}]}},"_links":{"self":[{"href":"https:\/\/alcantara.pro.br\/portal\/wp-json\/wp\/v2\/posts\/7188","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/alcantara.pro.br\/portal\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/alcantara.pro.br\/portal\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/alcantara.pro.br\/portal\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/alcantara.pro.br\/portal\/wp-json\/wp\/v2\/comments?post=7188"}],"version-history":[{"count":0,"href":"https:\/\/alcantara.pro.br\/portal\/wp-json\/wp\/v2\/posts\/7188\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alcantara.pro.br\/portal\/wp-json\/wp\/v2\/media\/7193"}],"wp:attachment":[{"href":"https:\/\/alcantara.pro.br\/portal\/wp-json\/wp\/v2\/media?parent=7188"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alcantara.pro.br\/portal\/wp-json\/wp\/v2\/categories?post=7188"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alcantara.pro.br\/portal\/wp-json\/wp\/v2\/tags?post=7188"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}