{"id":9306,"date":"2026-03-16T13:27:27","date_gmt":"2026-03-16T10:27:27","guid":{"rendered":"https:\/\/semantico.com.br\/blog\/?p=9306"},"modified":"2026-08-24T18:31:23","modified_gmt":"2026-08-24T15:31:23","slug":"o-custo-invisivel-da-desordem-como-a-arquitetura-da-informacao-estanca-prejuizos-com-seo","status":"publish","type":"post","link":"https:\/\/semantico.com.br\/blog\/o-custo-invisivel-da-desordem-como-a-arquitetura-da-informacao-estanca-prejuizos-com-seo\/","title":{"rendered":"O custo invis\u00edvel da desordem: como a arquitetura da informa\u00e7\u00e3o estanca preju\u00edzos com SEO"},"content":{"rendered":"<p>[et_pb_section fb_built=\u201d1&#8243; admin_label=\u201dsection\u201d _builder_version=\u201d4.16&#8243; global_colors_info=\u201d{}\u201d theme_builder_area=\u201dpost_content\u201d][et_pb_row admin_label=\u201drow\u201d _builder_version=\u201d4.16&#8243; background_size=\u201dinitial\u201d background_position=\u201dtop_left\u201d background_repeat=\u201drepeat\u201d global_colors_info=\u201d{}\u201d theme_builder_area=\u201dpost_content\u201d][et_pb_column type=\u201d4_4&#8243; _builder_version=\u201d4.16&#8243; custom_padding=\u201d|||\u201d global_colors_info=\u201d{}\u201d custom_padding__hover=\u201d|||\u201d theme_builder_area=\u201dpost_content\u201d][et_pb_text admin_label=\u201dText\u201d _builder_version=\u201d4.16&#8243; background_size=\u201dinitial\u201d background_position=\u201dtop_left\u201d background_repeat=\u201drepeat\u201d global_colors_info=\u201d{}\u201d theme_builder_area=\u201dpost_content\u201d]<\/p>\n<p>Neste artigo, vou escrever sobre um assunto que, \u00e0 primeira vista, parece distante do <a class=\"wl-entity-page-link\" title=\"Otimiza\u00e7\u00e3o para motores de busca\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/otimizacao-para-motores-de-busca\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/otimizacao-para-motores-de-busca\" >SEO<\/a>. Costumeiramente falamos sobre assuntos t\u00e9cnicos, <a class=\"wl-entity-page-link\" title=\"\u00edndice\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/indexacao-2\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/indexacao-2\" >indexa\u00e7\u00e3o<\/a>, updates de <a class=\"wl-entity-page-link\"  href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/algoritmo-2\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/algoritmo-2\" >algoritmo<\/a> e mais recentemente de IA. Mas \u00e9 sobre outro tipo de IA que quero tratar aqui: a <a class=\"wl-entity-page-link\" title=\"Taxonomias\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/taxonomia-2\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia-2\" >Arquitetura da Informa\u00e7\u00e3o<\/a>. Mas vamos tratar sob um novo ponto de vista: vem comigo!<\/p>\n<p>Em ecossistemas corporativos de maior complexidade e em ambientes de neg\u00f3cios cada vez mais digitalizados, a arquitetura da informa\u00e7\u00e3o n\u00e3o deve ser vista como uma simples camada organizacional no desenvolvimento de interfaces. Na verdade, ela \u00e9 uma pot\u00eancia estrat\u00e9gica contra o preju\u00edzo que ultrapassa a casa dos milh\u00f5es e \u00e9 gerado pela perda cont\u00ednua de produtividade.<\/p>\n<p>Este fen\u00f4meno ocorre quando funcion\u00e1rios das <a class=\"wl-entity-page-link\" title=\"organiza\u00e7\u00e3o\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/organizacao-2\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/organizacao-2\" >organiza\u00e7\u00f5es<\/a> n\u00e3o conseguem recuperar <a class=\"wl-entity-page-link\" title=\"Knowledge Graph\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/informacao\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/informacao;http:\/\/data.wordlift.io\/wl0221\/entity\/otimizacao_para_motores_de_busca\" >informa\u00e7\u00f5es<\/a> vitais para o seu trabalho ou quando clientes n\u00e3o encontram as respostas \u00e0s suas <a class=\"wl-entity-page-link\" title=\"pesquisador\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/pesquisa\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/pesquisa\" >consultas<\/a> e pesquisas nas ferramentas de busca dos sites dessas organiza\u00e7\u00f5es.<\/p>\n<p>Especialistas em Experi\u00eancia do Usu\u00e1rio, Arquitetura da Informa\u00e7\u00e3o e <a class=\"wl-entity-page-link\" title=\"seo\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/seo-semantico\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/seo-semantico;http:\/\/data.wordlift.io\/wl0221\/entity\/seo__semantico\" >SEO Sem\u00e2ntico<\/a> operam na interse\u00e7\u00e3o exata entre a cogni\u00e7\u00e3o humana e a infraestrutura cada vez mais intrincada de <a class=\"wl-entity-page-link\" title=\"ement-622bb8d2-90a5-4de5-e91a-5b226f9880e2&quot; class=&quot;textannotation&quot;&gt;amos a mapear os dados e as\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/dado-2\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/dado-2\" >dados<\/a> da Web. \u00c9 neste cen\u00e1rio que a <a class=\"wl-entity-page-link\" title=\"categorization\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/categorizacao\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/categorizacao\" >categoriza\u00e7\u00e3o<\/a> deve atuar como um redutor prim\u00e1rio de carga cognitiva e, simultaneamente, como o grande motor que impulsiona os sistemas de busca rumo \u00e0 sem\u00e2ntica, seja a busca interna de um portal, seja a indexa\u00e7\u00e3o realizada pelos buscadores atuais.<\/p>\n<p>Quando os dados n\u00e3o est\u00e3o organizados numa estrutura l\u00f3gica, o <a class=\"wl-entity-page-link\"  href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/processamento-de-linguagem-natural\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/processamento-de-linguagem-natural\" >Processamento de Linguagem Natural<\/a> sofre, os algoritmos falham em compreender o <a class=\"wl-entity-page-link\"  href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/sentido\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/sentido\" >sentido<\/a> do <a class=\"wl-entity-page-link\" title=\"Content\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/conteudo\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/conteudo\" >conte\u00fado<\/a> e a <a class=\"wl-entity-page-link\"  href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/visibilidade\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/visibilidade\" >visibilidade<\/a> org\u00e2nica do neg\u00f3cio vai de mal a pior.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_86 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Conte\u00fados<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Alternar tabela de conte\u00fado\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/semantico.com.br\/blog\/o-custo-invisivel-da-desordem-como-a-arquitetura-da-informacao-estanca-prejuizos-com-seo\/#fundamentos_da_categorizacao_a_ciencia_da_organizacao_de_objetos_e_entidades\" >Fundamentos da categoriza\u00e7\u00e3o: a ci\u00eancia da organiza\u00e7\u00e3o de objetos e entidades<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/semantico.com.br\/blog\/o-custo-invisivel-da-desordem-como-a-arquitetura-da-informacao-estanca-prejuizos-com-seo\/#semelhanca_similarity\" >Semelhan\u00e7a (similarity)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/semantico.com.br\/blog\/o-custo-invisivel-da-desordem-como-a-arquitetura-da-informacao-estanca-prejuizos-com-seo\/#dessemelhanca_dissimilarity\" >Dessemelhan\u00e7a (dissimilarity)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/semantico.com.br\/blog\/o-custo-invisivel-da-desordem-como-a-arquitetura-da-informacao-estanca-prejuizos-com-seo\/#a_visao_intrinseca_a_ontologia_do_objeto\" >A vis\u00e3o intr\u00ednseca (a ontologia do objeto)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/semantico.com.br\/blog\/o-custo-invisivel-da-desordem-como-a-arquitetura-da-informacao-estanca-prejuizos-com-seo\/#a_visao_extrinseca_a_percepcao_e_aplicacao_do_usuario\" >A vis\u00e3o extr\u00ednseca (a percep\u00e7\u00e3o e aplica\u00e7\u00e3o do usu\u00e1rio)<\/a><\/li><\/ul><\/nav><\/div>\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"fundamentos_da_categorizacao_a_ciencia_da_organizacao_de_objetos_e_entidades\"><\/span>Fundamentos da categoriza\u00e7\u00e3o: a ci\u00eancia da organiza\u00e7\u00e3o de objetos e entidades<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>A categoriza\u00e7\u00e3o e arquitetura da informa\u00e7\u00e3o s\u00e3o as estrat\u00e9gias que voc\u00ea procura para aumentar a encontrabilidade digital e evitar o custo invis\u00edvel da desordem.<\/strong><\/p>\n<p class=\"has-text-align-center\"><strong><a href=\"https:\/\/semantico.com.br\/blog\/as-ferramentas-certas-para-o-seo-sao-estrategias-e-taticas\/\">Quer ler mais sobre estrat\u00e9gias e t\u00e1ticas no SEO?<\/a><\/strong><\/p>\n<h4 class=\"wp-block-heading\">Introdu\u00e7\u00e3o \u00e0 l\u00f3gica de classifica\u00e7\u00e3o no contexto digital<\/h4>\n<p>A categoriza\u00e7\u00e3o \u00e9 o pilar que fundamenta a cogni\u00e7\u00e3o humana, a base que permite que o nosso c\u00e9rebro processe volumes massivos de informa\u00e7\u00f5es ao agrupar <a class=\"wl-entity-page-link\"  href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/entidades\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/entidades\" >entidades<\/a> por semelhan\u00e7a e distinguir meticulosamente suas dessemelhan\u00e7as. Dentro da sua caixa cr\u00e2niana voc\u00ea tem a melhor m\u00e1quina de categoriza\u00e7\u00e3o j\u00e1 inventada.<\/p>\n<p>Em ambientes digitais e na pr\u00f3pria <a class=\"wl-entity-page-link\" title=\"Ci\u00eancias da informa\u00e7\u00e3o\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/ciencia-da-informacao\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/ciencia-da-informacao\" >Ci\u00eancia da Informa\u00e7\u00e3o<\/a>, essa l\u00f3gica de organiza\u00e7\u00e3o \u00e9 o que separa uma jornada de usu\u00e1rio intuitiva e enriquecedora do caos informacional absoluto.<\/p>\n<p>Para o arquiteto de informa\u00e7\u00e3o e o profissional de SEO, organizar a informa\u00e7\u00e3o significa mapear o modelo mental do usu\u00e1rio, de modo a reduzir o esfor\u00e7o de escolha, transformando dados brutos em ativos estruturados e rapidamente recuper\u00e1veis, com efic\u00e1cia e efici\u00eancia.<\/p>\n<p>Quando lidamos com algoritmos de busca modernos, como o BERT, a m\u00e1quina precisa compreender a qual \u201centidade\u201d um conte\u00fado pertence para poder entreg\u00e1-lo como a melhor resposta a uma consulta. Sem uma l\u00f3gica de <a class=\"wl-entity-page-link\" title=\"Ranking\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/ranking\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/ranking\" >classifica\u00e7\u00e3o<\/a> eficiente, o conte\u00fado produzido fica invis\u00edvel e perde seu valor.<\/p>\n<h4 class=\"wp-block-heading\">An\u00e1lise de tipos de conceitos e atributos<\/h4>\n<p>Voc\u00ea j\u00e1 ouviu falar das diretrizes NISO Z39.19?<\/p>\n<p>As diretrizes ANSI\/NISO Z39.19-2005 (R2010) estabelecem normas essenciais para a constru\u00e7\u00e3o, formata\u00e7\u00e3o e gest\u00e3o de <a class=\"wl-entity-page-link\" title=\"Vocabul\u00e1rio\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/vocabulario-2\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/vocabulario-2\" >vocabul\u00e1rios<\/a> controlados monol\u00edngues, incluindo tesauros, listas, synonym rings e <a class=\"wl-entity-page-link\" title=\"Taxonomia\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/taxonomia__trashed\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia__trashed\" >taxonomias<\/a>. O foco das diretrizes \u00e9 a <a class=\"wl-entity-page-link\"  href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/representacao\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/representacao\" >representa\u00e7\u00e3o<\/a> consistente de objetos de conte\u00fado para facilitar a <a class=\"wl-entity-page-link\"  href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/recuperacao-da-informacao\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/recuperacao-da-informacao\" >recupera\u00e7\u00e3o da informa\u00e7\u00e3o<\/a> em sistemas de conhecimento.<\/p>\n<p><strong>Uma curiosidade<\/strong>: voc\u00ea sabia que pode usar a NIZO Z39.19-2005 como base para construir as novas queridinhas das ferramentas de IA, as ontologias? Acesse esse artigo em <a href=\"https:\/\/cip.brapci.inf.br\/download\/135118\" target=\"_blank\" rel=\"noopener\">cip.brapci.inf.br\/download\/135118<\/a> e leia como fazer.<\/p>\n<p>Voltando \u00e0 nossa conversa sobre a <a class=\"wl-entity-page-link\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/organizacao-da-informacao\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/organizacao-da-informacao\">organiza\u00e7\u00e3o da informa\u00e7\u00e3o<\/a>: sabemos que a estrutura\u00e7\u00e3o de um banco de dados competente e otimizado exige a identifica\u00e7\u00e3o correta de atributos e classes, o que permite a implementa\u00e7\u00e3o de buscas facetadas multidimensionais, uma funcionalidade vital para cat\u00e1logos extensos como os que vimos nos e-commerces.<\/p>\n<p>Com base nas diretrizes padronizadas da NISO (National Information Standards Organization), resumi os sete tipos de conceitos essenciais  que n\u00f3s, que trabalhamos com a representa\u00e7\u00e3o da informa\u00e7\u00e3o, precisamos conhecer para estruturar qualquer taxonomia:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Coisas (Things):<\/strong> referem-se a objetos f\u00edsicos, entidades palp\u00e1veis e suas partes constituintes. No com\u00e9rcio eletr\u00f4nico, pode ser um \u201cnotebook\u201d ou um \u201cprocessador\u201d.<\/li>\n<li><strong>Materiais (Materials):<\/strong> subst\u00e2ncias das quais as coisas s\u00e3o formadas. Por exemplo, especifica\u00e7\u00f5es como \u201calum\u00ednio\u201d, \u201cvidro\u201d ou \u201csil\u00edcio\u201d.<\/li>\n<li><strong>Atividades (Activities):<\/strong> processos, a\u00e7\u00f5es ou opera\u00e7\u00f5es executadas. No ambiente da web, representam intera\u00e7\u00f5es, como \u201ccomprar\u201d, \u201cavaliar\u201d, \u201ccomparar\u201d e \u201ccompartilhar\u201d.<\/li>\n<li><strong>Eventos (Events):<\/strong> ocorr\u00eancias ou fen\u00f4menos situados no tempo, como \u201cBlack Friday\u201d, \u201c<a href=\"https:\/\/semantico.com.br\/curso-seo-semantico.html\" target=\"_blank\" rel=\"noreferrer noopener\">Curso de SEO<\/a>\u201d ou \u201cLan\u00e7amento de Campanha\u201d.<\/li>\n<li><strong>Propriedades (Properties):<\/strong> caracter\u00edsticas, estados ou qualidades inerentes a um objeto. Pode ser o tamanho, a cor prim\u00e1ria, o peso exato ou a capacidade de armazenamento.<\/li>\n<li><strong>Disciplinas (Disciplines):<\/strong> \u00e1reas de estudo ou amplos ramos do conhecimento. Aqui entram categorias tem\u00e1ticas abrangentes, como \u201cBiblioteconomia\u201d, \u201cEngenharia de Software\u201d e \u201cMarketing Digital\u201d.<\/li>\n<li><strong>Medidas (Measures):<\/strong> unidades de dimens\u00e3o, escala ou quantidade, como \u201ccent\u00edmetros\u201d, \u201cgigabytes\u201d, \u201cquil\u00f4metros\u201d ou moedas financeiras.<\/li>\n<\/ul>\n<p>Perceba que, de posse dessas sete categorias, voc\u00ea j\u00e1 pode organizar toda a informa\u00e7\u00e3o de um cat\u00e1logo de produtos. Trabalhe em conjunto com o seu time de desenvolvimento de sistemas ou software e vai poder criar um sistema de busca ou de sugest\u00e3o de produtos de ponta.<\/p>\n<h4 class=\"wp-block-heading\">Crit\u00e9rios de Semelhan\u00e7a e Dessemelhan\u00e7a: o impacto estrat\u00e9gico na recupera\u00e7\u00e3o de dados<\/h4>\n<p>Antes de seguir em frente, preciso tratar desses dois conceitos sob o ponto de vista da ci\u00eancia da informa\u00e7\u00e3o. Precisamos entender que os conceitos de semelhan\u00e7a e dessemelhan\u00e7a fazem parte dos fundamentos da organiza\u00e7\u00e3o, da recupera\u00e7\u00e3o e da representa\u00e7\u00e3o da informa\u00e7\u00e3o. Eles n\u00e3o s\u00e3o apenas percep\u00e7\u00f5es subjetivas, mas uma forma pr\u00e1tica que permite que sistemas (humanos ou artificiais) identifiquem rela\u00e7\u00f5es entre documentos, <a class=\"wl-entity-page-link\" title=\"palavra chave\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/palavra-chave\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/palavra-chave\">termos<\/a> ou entidades.<\/p>\n<p>Ent\u00e3o eu apresento uma defini\u00e7\u00e3o t\u00e9cnica e reflexiva sobre esses dois conceitos:<\/p>\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"semelhanca_similarity\"><\/span>Semelhan\u00e7a (similarity)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A semelhan\u00e7a \u00e9 o grau de correspond\u00eancia, proximidade ou afinidade entre dois objetos informacionais. Na Ci\u00eancia da Informa\u00e7\u00e3o, ela \u00e9 frequentemente tratada sob duas perspectivas:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Semelhan\u00e7a estrutural:<\/strong> foca na forma ou na ocorr\u00eancia f\u00edsica dos elementos (ex.: dois artigos que compartilham as mesmas palavras-chave).<\/li>\n<li><strong>Semelhan\u00e7a sem\u00e2ntica:<\/strong> foca no sentido. Ocorre quando dois termos ou documentos tratam do mesmo conceito, mesmo que utilizem linguagens ou termos diferentes (sinon\u00edmia).<\/li>\n<\/ul>\n<p>Matematicamente, a semelhan\u00e7a \u00e9 frequentemente calculada em um <strong>espa\u00e7o vetorial<\/strong> (<em>te lembra de como funcionam os modelos de IA?<\/em>), em que os documentos s\u00e3o representados por vetores. A m\u00e9trica mais comum \u00e9 a <strong>similaridade de cosseno<\/strong>, que mede o \u00e2ngulo entre dois vetores:<\/p>\n<div class=\"wp-block-math\"><math display=\"block\"><semantics><mrow><mtext>sim<\/mtext><mo form=\"prefix\" stretchy=\"false\">(<\/mo><mi>A<\/mi><mo separator=\"true\">,<\/mo><mi>B<\/mi><mo form=\"postfix\" stretchy=\"false\">)<\/mo><mo>=<\/mo><mrow><mi>cos<\/mi><mo>\u2061<\/mo><\/mrow><mo form=\"prefix\" stretchy=\"false\">(<\/mo><mi>\u03b8<\/mi><mo form=\"postfix\" stretchy=\"false\">)<\/mo><mo>=<\/mo><mfrac><mrow><mi>A<\/mi><mo>\u22c5<\/mo><mi>B<\/mi><\/mrow><mrow><mi>\u2016<\/mi><mi>A<\/mi><mi>\u2016<\/mi><mi>\u2016<\/mi><mi>B<\/mi><mi>\u2016<\/mi><\/mrow><\/mfrac><\/mrow><annotation encoding=\"application\/x-tex\">\\text{sim}(A, B) = \\cos(\\theta) = \\frac{A \\cdot B}{\\|A\\| \\|B\\|}<\/annotation><\/semantics><\/math><\/div>\n<p>Quanto mais pr\u00f3ximo de 1, maior a semelhan\u00e7a entre os objetos.<\/p>\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"dessemelhanca_dissimilarity\"><\/span>Dessemelhan\u00e7a (dissimilarity)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A dessemelhan\u00e7a \u00e9 a medida de afastamento, diferen\u00e7a ou diverg\u00eancia entre objetos. Na pr\u00e1tica, ela \u00e9 o inverso da semelhan\u00e7a, mas possui um valor estrat\u00e9gico fundamental na <strong>categoriza\u00e7\u00e3o e classifica\u00e7\u00e3o<\/strong>.<\/p>\n<p>Enquanto a semelhan\u00e7a agrupa, a dessemelhan\u00e7a separa, sendo \u00e9 essencial para:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Evitar redund\u00e2ncia:<\/strong> em sistemas de busca, mostrar resultados muito semelhantes pode ser ineficiente; a dessemelhan\u00e7a ajuda a garantir a diversidade dos resultados.<\/li>\n<li><strong>Identifica\u00e7\u00e3o de outliers:<\/strong> detectar informa\u00e7\u00f5es que n\u00e3o se enquadram em nenhum padr\u00e3o estabelecido.<\/li>\n<\/ul>\n<p>Em termos m\u00e9tricos, a dessemelhan\u00e7a \u00e9 frequentemente expressa como uma \u201cdist\u00e2ncia\u201d. A <strong>dist\u00e2ncia euclidiana<\/strong> \u00e9 uma das formas de calcular essa diverg\u00eancia:<\/p>\n<div class=\"wp-block-math\"><math display=\"block\"><semantics><mrow><mi>d<\/mi><mo form=\"prefix\" stretchy=\"false\">(<\/mo><mi>x<\/mi><mo separator=\"true\">,<\/mo><mi>y<\/mi><mo form=\"postfix\" stretchy=\"false\">)<\/mo><mo>=<\/mo><msqrt><mrow><mrow><munderover><mo movablelimits=\"false\">\u2211<\/mo><mrow><mi>i<\/mi><mo>=<\/mo><mn>1<\/mn><\/mrow><mi>n<\/mi><\/munderover><\/mrow><mo form=\"prefix\" stretchy=\"false\">(<\/mo><msub><mi>x<\/mi><mi>i<\/mi><\/msub><mo>\u2212<\/mo><msub><mi>y<\/mi><mi>i<\/mi><\/msub><msup><mo form=\"postfix\" stretchy=\"false\">)<\/mo><mn>2<\/mn><\/msup><\/mrow><\/msqrt><\/mrow><annotation encoding=\"application\/x-tex\">d(x, y) = \\sqrt{\\sum_{i=1}^{n} (x_i \u2013 y_i)^2}<\/annotation><\/semantics><\/math><\/div>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<p>A dial\u00e9tica entre semelhan\u00e7a e dessemelhan\u00e7a permite a cria\u00e7\u00e3o de <strong>taxonomias e ontologias<\/strong>.<\/p>\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>Agrupamento (clustering):<\/strong> objetos com alta semelhan\u00e7a interna e alta dessemelhan\u00e7a externa formam uma classe ou categoria s\u00f3lida.<\/li>\n<li><strong>Carga cognitiva:<\/strong> uma organiza\u00e7\u00e3o de informa\u00e7\u00f5es eficiente utiliza esses conceitos para reduzir o esfor\u00e7o mental do usu\u00e1rio. Quando a semelhan\u00e7a entre as op\u00e7\u00f5es de um menu \u00e9 muito alta (ambiguidade), a carga cognitiva aumenta, pois o usu\u00e1rio n\u00e3o consegue distinguir a rota correta.<\/li>\n<li><strong>Recupera\u00e7\u00e3o de informa\u00e7\u00e3o:<\/strong> motores de busca modernos utilizam <strong>processamento de linguagem natural (nlp)<\/strong> e <strong>modelos de linguagem de grande escala<\/strong> para refinar essa percep\u00e7\u00e3o, indo al\u00e9m da simples contagem de palavras para entender a \u201cproximidade conceitual\u201d.<\/li>\n<\/ol>\n<blockquote class=\"wp-block-quote\">\n<p><strong>Ponto de reflex\u00e3o:<\/strong> na ci\u00eancia da informa\u00e7\u00e3o, nada \u00e9 \u201cigual\u201d, apenas \u201caltamente semelhante\u201d. A identidade absoluta \u00e9 rara; trabalhamos sempre com graus de aproxima\u00e7\u00e3o que definem a relev\u00e2ncia de uma resposta para uma consulta.<\/p>\n<\/blockquote>\n<h4 class=\"wp-block-heading\">Formando grupos por semelhan\u00e7a ou dessemelhan\u00e7a<\/h4>\n<p>A forma\u00e7\u00e3o de grupos l\u00f3gicos, sem\u00e2nticos e funcionais depende estritamente da distin\u00e7\u00e3o entre as caracter\u00edsticas intr\u00ednsecas (o que o objeto ou a entidade realmente \u00e9 em sua ontologia) e extr\u00ednsecas (como ele \u00e9 utilizado, percebido ou aplicado pelo usu\u00e1rio final). A falha em definir e isolar esses crit\u00e9rios gera um imenso \u201cru\u00eddo\u201d algor\u00edtmico, prejudicando os rastreadores (crawlers) e degradando severamente a precis\u00e3o da busca.<\/p>\n<p><strong>Mas vamos esclarecer esses conceitos complicados.<\/strong><\/p>\n<p>Eu costumo dizer que um e-commerce sem uma distin\u00e7\u00e3o clara entre o que <strong>um produto \u00e9<\/strong> e o que <strong>um produto representa<\/strong> \u00e9 apenas um dep\u00f3sito digital, n\u00e3o uma estrat\u00e9gia de vendas.<\/p>\n<p>Vamos usar um exemplo de uma garrafa t\u00e9rmica de alta procura (como uma Stanley ou similar). Imagine que estamos organizando a taxonomia e a sem\u00e2ntica dessa loja:<\/p>\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"a_visao_intrinseca_a_ontologia_do_objeto\"><\/span>A vis\u00e3o intr\u00ednseca (a ontologia do objeto)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Aqui, o grupo \u00e9 formado pela semelhan\u00e7a do que o objeto \u00e9 de fato. N\u00e3o importa quem compra ou para qu\u00ea.<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Caracter\u00edsticas:<\/strong> a\u00e7o inoxid\u00e1vel, isolamento a v\u00e1cuo, capacidade de 500 ml, tampa rosque\u00e1vel.<\/li>\n<li><strong>Agrupamento l\u00f3gico:<\/strong> cozinha &gt; recipientes &gt; garrafas t\u00e9rmicas.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"a_visao_extrinseca_a_percepcao_e_aplicacao_do_usuario\"><\/span>A vis\u00e3o extr\u00ednseca (a percep\u00e7\u00e3o e aplica\u00e7\u00e3o do usu\u00e1rio)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Aqui, a dessemelhan\u00e7a f\u00edsica \u00e9 ignorada em favor da semelhan\u00e7a funcional. O grupo \u00e9 formado pelo <strong>contexto<\/strong>.<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Cen\u00e1rio A<\/strong> (<em>o entusiasta de camping<\/em>): a garrafa \u00e9 agrupada com barracas, sacos de dormir e lanternas. Ela n\u00e3o \u201cparece\u201d uma barraca, mas serve ao mesmo prop\u00f3sito extr\u00ednseco: sobreviv\u00eancia e conforto <em>outdoor<\/em>.<\/li>\n<li><strong>Cen\u00e1rio B (<\/strong><em>o profissional de escrit\u00f3rio<\/em><strong>):<\/strong> a garrafa \u00e9 agrupada com agendas, organizadores de mesa e mouses ergon\u00f4micos. Aqui, ela \u00e9 um acess\u00f3rio de produtividade e status.<\/li>\n<\/ul>\n<p>Na minha experi\u00eancia profissional, percebi que o erro comum \u00e9 tentar for\u00e7ar o usu\u00e1rio a pensar apenas na ontologia (intr\u00ednseca). Se o seu cliente quer \u201cpresentes para pais aventureiros\u201d, ele n\u00e3o quer navegar por \u201ca\u00e7o inoxid\u00e1vel &gt; 500 ml\u201d.<\/p>\n<p>Se a arquitetura da informa\u00e7\u00e3o n\u00e3o reflete essa carga cognitiva do usu\u00e1rio, que busca por <strong>uso<\/strong> e n\u00e3o por <strong>mat\u00e9ria-prima<\/strong>, o sistema de busca interna falha, o NLP n\u00e3o consegue conectar os pontos e a convers\u00e3o despenca. A semelhan\u00e7a extr\u00ednseca \u00e9 o que gera o desejo; a intr\u00ednseca \u00e9 o que valida a compra t\u00e9cnica.<\/p>\n<p>Ent\u00e3o, estrategicamente, se os atributos categorizados forem amb\u00edguos, a consulta ao banco de dados ou a um motor de busca retornar\u00e1 resultados fora de contexto, for\u00e7ando o visitante a uma filtragem manual e extremamente exaustiva, o que, invariavelmente, aumenta a <a class=\"wl-entity-page-link\" title=\"Bounce Rate\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/taxa-de-rejeicao\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxa-de-rejeicao\">taxa de rejei\u00e7\u00e3o<\/a>.<\/p>\n<p>A identifica\u00e7\u00e3o rigorosa daqueles atributos NISO \u00e9 um dos fatores que permitem que um sistema de navega\u00e7\u00e3o facetada diferencie perfeitamente \u201cAtividades\u201d de \u201cDisciplinas\u201d nos filtros de <a class=\"wl-entity-page-link\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/navegacao\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/navegacao\">navega\u00e7\u00e3o<\/a> lateral.<\/p>\n<h4 class=\"wp-block-heading\">O papel da extra\u00e7\u00e3o de entidades no conte\u00fado<\/h4>\n<p>Outro ponto indispens\u00e1vel nesses fundamentos \u00e9 a \u201cExtra\u00e7\u00e3o de Entidade\u201d (Entity Extraction). No SEO Sem\u00e2ntico, precisamos identificar constantemente entidades (pessoas, lugares, organiza\u00e7\u00f5es, conceitos) presentes no texto completo de um documento e garantir que elas se alinem aos conceitos identificados na an\u00e1lise do dom\u00ednio do conhecimento e \u00e0 taxonomia criada para o site.<\/p>\n<p>Ao aplicarmos rotinas de Processamento de Linguagem Natural, fazemos infer\u00eancias precisas sobre essas entidades, consolidando o dom\u00ednio sem\u00e2ntico da <a class=\"wl-entity-page-link\" title=\"p\u00e1ginas e po\" href=\"https:\/\/semantico.com.br\/blog\/Vocabulario\/pagina-web\/\" data-id=\"http:\/\/data.wordlift.io\/wl0221\/entity\/pagina-web\">p\u00e1gina<\/a> e atestando ao buscador que nosso conte\u00fado \u00e9 uma autoridade s\u00f3lida nesse campo de conhecimento. O SEO Sem\u00e2ntico j\u00e1 usava IA no SEO muito antes desse assunto virar moda.<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<p>Essa \u00e9 a primeira parte do artigo que trata sobre como a arquitetura da informa\u00e7\u00e3o \u00e9 importante para projetos de SEO. <strong>A segunda parte vai ser publicada em breve.<\/strong><\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Neste artigo, vou escrever sobre um assunto que, \u00e0 primeira vista, parece distante do SEO. Costumeiramente falamos sobre assuntos t\u00e9cnicos, indexa\u00e7\u00e3o, updates de algoritmo e mais recentemente de IA. Mas \u00e9 sobre outro tipo de IA que quero tratar aqui: a Arquitetura da Informa\u00e7\u00e3o. Mas vamos tratar sob um novo ponto de vista: vem comigo! [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":9602,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wl_entities_gutenberg":"","_et_pb_use_builder":"on","_et_pb_old_content":"<!-- wp:paragraph -->\n<p>Neste artigo, vou escrever sobre um assunto que, \u00e0 primeira vista, parece distante do <span id=\"urn:enhancement-331ed6c4-06bd-4346-95ab-63732239c4b1\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/otimizacao-para-motores-de-busca\">SEO<\/span>. Costumeiramente falamos sobre assuntos t\u00e9cnicos, <span id=\"urn:enhancement-ae6aae1f-714e-415f-ad33-50403609fe20\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/indexacao-2\">indexa\u00e7\u00e3o<\/span>, updates de <span id=\"urn:enhancement-f9278770-74d2-4c76-8a8f-f8442d536ada\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/algoritmo-2\">algoritmo<\/span> e mais recentemente de IA. Mas \u00e9 sobre outro tipo de IA que quero tratar aqui: a <span id=\"urn:enhancement-78deee4a-19a7-4004-a62f-cba87dba6fc0\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia-2\">Arquitetura da Informa\u00e7\u00e3o<\/span>. Mas vamos tratar sob um novo ponto de vista: vem comigo!<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Em ecossistemas corporativos de maior complexidade e em ambientes de neg\u00f3cios cada vez mais digitalizados, a <span id=\"urn:enhancement-d736ea39-768f-412b-920d-ec3adb116c80\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia-2\">arquitetura da informa\u00e7\u00e3o<\/span> n\u00e3o deve ser vista como uma simples camada organizacional no desenvolvimento de interfaces. Na verdade, ela \u00e9 uma pot\u00eancia estrat\u00e9gica contra o preju\u00edzo que ultrapassa a casa dos milh\u00f5es e \u00e9 gerado pela perda cont\u00ednua de produtividade.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Este fen\u00f4meno ocorre quando funcion\u00e1rios das <span id=\"urn:enhancement-2ae047f1-c7d6-42bb-93c2-0875fe2a860f\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/organizacao-2\">organiza\u00e7\u00f5es<\/span> n\u00e3o conseguem recuperar <span id=\"urn:enhancement-da990c0c-759c-4590-bd41-e13436822b78\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/informacao\">informa\u00e7\u00f5es<\/span> vitais para o seu trabalho ou quando clientes n\u00e3o encontram as respostas \u00e0s suas <span id=\"urn:enhancement-f58baece-f19d-46b7-bc40-77fbd35b11f8\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/pesquisa\">consultas<\/span> e <span id=\"urn:enhancement-e5b07cba-4f04-45a2-8b89-5de4087aebdb\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/pesquisa\">pesquisas<\/span> nas ferramentas de busca dos sites dessas <span id=\"urn:enhancement-a2b491ec-158d-4ae5-af9e-fed83b066b30\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/organizacao-2\">organiza\u00e7\u00f5es<\/span>.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Especialistas em Experi\u00eancia do Usu\u00e1rio, <span id=\"urn:enhancement-2dc6c0d3-32df-4a8a-9a46-fb90f3142ded\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia-2\">Arquitetura da Informa\u00e7\u00e3o<\/span> e <span id=\"urn:enhancement-6bac6bba-bdb2-4624-b895-5dd343cf141e\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/seo-semantico\">SEO Sem\u00e2ntico<\/span> operam na interse\u00e7\u00e3o exata entre a cogni\u00e7\u00e3o humana e a infraestrutura cada vez mais intrincada de <span id=\"urn:enhancement-afe4a49b-abb0-4aa2-9407-15bd5a63bcc9\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/dado-2\">dados<\/span> da Web. \u00c9 neste cen\u00e1rio que a <span id=\"urn:enhancement-8c5d0b41-8f45-4f49-b367-86988f023886\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/categorizacao\">categoriza\u00e7\u00e3o<\/span> deve atuar como um redutor prim\u00e1rio de carga cognitiva e, simultaneamente, como o grande motor que impulsiona os sistemas de busca rumo \u00e0 sem\u00e2ntica, seja a busca interna de um portal, seja a <span id=\"urn:enhancement-e47e2faa-d3ce-428b-a171-75432be78a44\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/indexacao-2\">indexa\u00e7\u00e3o<\/span> realizada pelos buscadores atuais.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Quando os <span id=\"urn:enhancement-06b5409b-542c-43d7-bbde-5941823fe0e2\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/dado-2\">dados<\/span> n\u00e3o est\u00e3o organizados numa estrutura l\u00f3gica, o <span id=\"urn:enhancement-cccc8954-a981-409e-aef5-01bdefe42789\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/processamento-de-linguagem-natural\">Processamento de Linguagem Natural<\/span> sofre, os algoritmos falham em compreender o <span id=\"urn:enhancement-3cbda1d7-da27-4987-98e2-98759f03ac80\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/sentido\">sentido<\/span> do <span id=\"urn:enhancement-a3dc38ee-9bba-40e4-be1a-789e6f9e0944\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/conteudo\">conte\u00fado<\/span> e a <span id=\"urn:enhancement-a8904863-604b-4edb-8342-c576bbbe3274\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/visibilidade\">visibilidade<\/span> org\u00e2nica do neg\u00f3cio vai de mal a pior.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading {\"level\":3} -->\n<h3 class=\"wp-block-heading\">Fundamentos da categoriza\u00e7\u00e3o: a ci\u00eancia da organiza\u00e7\u00e3o de objetos e entidades<\/h3>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p><strong>A <span id=\"urn:enhancement-040af067-4a58-4755-b76d-f7401ced93d1\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/categorizacao\">categoriza\u00e7\u00e3o<\/span> e <span id=\"urn:enhancement-decdbd93-8ee4-4d18-b025-fb90e0404267\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia-2\">arquitetura da informa\u00e7\u00e3o<\/span> s\u00e3o as estrat\u00e9gias que voc\u00ea procura para aumentar a encontrabilidade digital e evitar o custo invis\u00edvel da desordem.<\/strong><\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph {\"align\":\"center\"} -->\n<p class=\"has-text-align-center\"><strong><a href=\"https:\/\/semantico.com.br\/blog\/as-ferramentas-certas-para-o-seo-sao-estrategias-e-taticas\/\">Quer ler mais sobre estrat\u00e9gias e t\u00e1ticas no SEO?<\/a><\/strong><\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading {\"level\":4} -->\n<h4 class=\"wp-block-heading\">Introdu\u00e7\u00e3o \u00e0 l\u00f3gica de classifica\u00e7\u00e3o no contexto digital<\/h4>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>A <span id=\"urn:enhancement-b4c50b5e-23bf-46b3-9386-24d0936b9053\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/categorizacao\">categoriza\u00e7\u00e3o<\/span> \u00e9 o pilar que fundamenta a cogni\u00e7\u00e3o humana, a base que permite que o nosso c\u00e9rebro processe volumes massivos de <span id=\"urn:enhancement-59aa9b4b-11da-469f-aad8-7cfffe8c76dd\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/informacao\">informa\u00e7\u00f5es<\/span> ao agrupar <span id=\"urn:enhancement-d0c287ec-d77b-482a-8556-12c2715dcb40\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/entidades\">entidades<\/span> por semelhan\u00e7a e distinguir meticulosamente suas dessemelhan\u00e7as. Dentro da sua caixa cr\u00e2niana voc\u00ea tem a melhor m\u00e1quina de <span id=\"urn:enhancement-23c56544-b2e0-4acd-9571-54744e874638\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/categorizacao\">categoriza\u00e7\u00e3o<\/span> j\u00e1 inventada.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Em ambientes digitais e na pr\u00f3pria <span id=\"urn:enhancement-8f9f4848-ba80-4a11-b0e9-cf373f011381\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/ciencia-da-informacao\">Ci\u00eancia da Informa\u00e7\u00e3o<\/span>, essa l\u00f3gica de organiza\u00e7\u00e3o \u00e9 o que separa uma jornada de usu\u00e1rio intuitiva e enriquecedora do caos informacional absoluto.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Para o arquiteto de <span id=\"urn:enhancement-a38ea155-acb1-48fb-a6a4-5be4c6cf18e9\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/informacao\">informa\u00e7\u00e3o<\/span> e o profissional de <span id=\"urn:enhancement-6c9d336d-a385-43bd-a8e0-6fe46060bb4a\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/otimizacao-para-motores-de-busca\">SEO<\/span>, organizar a <span id=\"urn:enhancement-02b12e09-6689-4b02-8f5f-8aa582e7e06e\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/informacao\">informa\u00e7\u00e3o<\/span> significa mapear o modelo mental do usu\u00e1rio, de modo a reduzir o esfor\u00e7o de escolha, transformando <span id=\"urn:enhancement-7c87d225-3131-4854-8279-141bfea5c1b9\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/dado-2\">dados<\/span> brutos em ativos estruturados e rapidamente recuper\u00e1veis, com efic\u00e1cia e efici\u00eancia.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Quando lidamos com algoritmos de busca modernos, como o BERT, a m\u00e1quina precisa compreender a qual \"entidade\" um <span id=\"urn:enhancement-31411ea7-65b1-44d4-9492-3bf174b0aaf4\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/conteudo\">conte\u00fado<\/span> pertence para poder entreg\u00e1-lo como a melhor resposta a uma <span id=\"urn:enhancement-88604dfe-2ec6-4bee-bd8c-5289e88fe064\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/pesquisa\">consulta<\/span>. Sem uma l\u00f3gica de <span id=\"urn:enhancement-be376589-ed17-4fed-95fd-5c42f2ea28ed\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/ranking\">classifica\u00e7\u00e3o<\/span> eficiente, o <span id=\"urn:enhancement-86a8b86d-39d0-4ddd-b773-cf9c9fde74aa\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/conteudo\">conte\u00fado<\/span> produzido fica invis\u00edvel e perde seu valor.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading {\"level\":4} -->\n<h4 class=\"wp-block-heading\">An\u00e1lise de tipos de conceitos e atributos<\/h4>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>Voc\u00ea j\u00e1 ouviu falar das diretrizes NISO Z39.19?<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>As diretrizes ANSI\/NISO Z39.19-2005 (R2010) estabelecem normas essenciais para a constru\u00e7\u00e3o, formata\u00e7\u00e3o e gest\u00e3o de <span id=\"urn:enhancement-07a2b24f-b263-45c8-84d5-02496cb538ae\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/vocabulario-2\">vocabul\u00e1rios<\/span> controlados monol\u00edngues, incluindo tesauros, listas, synonym rings e <span id=\"urn:enhancement-3b1d5063-5643-4bca-801f-ae2ff1443a78\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia__trashed\">taxonomias<\/span>. O foco das diretrizes \u00e9 a <span id=\"urn:enhancement-0f0bdee9-3dd4-4559-b30e-0a2d652b3649\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/representacao\">representa\u00e7\u00e3o<\/span> consistente de objetos de <span id=\"urn:enhancement-63015289-3680-4385-a3ea-3d6eb6d82947\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/conteudo\">conte\u00fado<\/span> para facilitar a <span id=\"urn:enhancement-cdb13ef0-0e0a-49a6-aca7-4b1f95ce6436\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/recuperacao-da-informacao\">recupera\u00e7\u00e3o da informa\u00e7\u00e3o<\/span> em sistemas de conhecimento.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p><strong>Uma curiosidade<\/strong>: voc\u00ea sabia que pode usar a NIZO Z39.19-2005 como base para construir as novas queridinhas das ferramentas de IA, as ontologias? Acesse esse artigo em <a href=\"https:\/\/cip.brapci.inf.br\/download\/135118\">cip.brapci.inf.br\/download\/135118<\/a> e leia como fazer.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Voltando \u00e0 nossa conversa sobre a <span id=\"urn:enhancement-55451ede-e71f-47ef-b509-83b111100776\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/organizacao-da-informacao\">organiza\u00e7\u00e3o da informa\u00e7\u00e3o<\/span>: sabemos que a estrutura\u00e7\u00e3o de um banco de <span id=\"urn:enhancement-3c45f9ba-9fb3-4905-97df-102786a613c1\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/dado-2\">dados<\/span> competente e otimizado exige a identifica\u00e7\u00e3o correta de atributos e classes, o que permite a implementa\u00e7\u00e3o de buscas facetadas multidimensionais, uma funcionalidade vital para cat\u00e1logos extensos como os que vimos nos e-commerces.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Com base nas diretrizes padronizadas da NISO (National Information Standards Organization), resumi os sete tipos de conceitos essenciais  que n\u00f3s, que trabalhamos com a <span id=\"urn:enhancement-136984f3-8ce0-4eb5-b6eb-650cb12effc7\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/representacao\">representa\u00e7\u00e3o<\/span> da <span id=\"urn:enhancement-56dd2afa-b107-4a33-96b0-ffc243f14c33\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/informacao\">informa\u00e7\u00e3o<\/span>, precisamos conhecer para estruturar qualquer <span id=\"urn:enhancement-cf762539-39eb-4611-98b1-52b0a839e89c\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia__trashed\">taxonomia<\/span>:<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:list -->\n<ul class=\"wp-block-list\"><!-- wp:list-item -->\n<li><strong>Coisas (Things):<\/strong> referem-se a objetos f\u00edsicos, entidades palp\u00e1veis e suas partes constituintes. No com\u00e9rcio eletr\u00f4nico, pode ser um \"notebook\" ou um \"processador\".<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Materiais (Materials):<\/strong> subst\u00e2ncias das quais as coisas s\u00e3o formadas. Por exemplo, especifica\u00e7\u00f5es como \"alum\u00ednio\", \"vidro\" ou \"sil\u00edcio\".<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Atividades (Activities):<\/strong> processos, a\u00e7\u00f5es ou opera\u00e7\u00f5es executadas. No ambiente da web, representam intera\u00e7\u00f5es, como \"comprar\", \"avaliar\", \"comparar\" e \"compartilhar\".<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Eventos (Events):<\/strong> ocorr\u00eancias ou fen\u00f4menos situados no tempo, como \"Black Friday\", \"<a href=\"https:\/\/semantico.com.br\/curso-seo-semantico.html\" target=\"_blank\" rel=\"noreferrer noopener\">Curso de SEO<\/a>\" ou \"Lan\u00e7amento de Campanha\".<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Propriedades (Properties):<\/strong> caracter\u00edsticas, estados ou qualidades inerentes a um objeto. Pode ser o tamanho, a cor prim\u00e1ria, o peso exato ou a capacidade de armazenamento.<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Disciplinas (Disciplines):<\/strong> \u00e1reas de estudo ou amplos ramos do conhecimento. Aqui entram categorias tem\u00e1ticas abrangentes, como \"Biblioteconomia\", \"Engenharia de Software\" e \"Marketing Digital\".<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Medidas (Measures):<\/strong> unidades de dimens\u00e3o, escala ou quantidade, como \"cent\u00edmetros\", \"gigabytes\", \"quil\u00f4metros\" ou moedas financeiras.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<!-- \/wp:list -->\n\n<!-- wp:paragraph -->\n<p>Perceba que, de posse dessas sete categorias, voc\u00ea j\u00e1 pode organizar toda a <span id=\"urn:enhancement-47e18ad3-9eb5-4953-b8e2-7963f7e4b6f8\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/informacao\">informa\u00e7\u00e3o<\/span> de um cat\u00e1logo de produtos. Trabalhe em conjunto com o seu time de desenvolvimento de sistemas ou software e vai poder criar um sistema de busca ou de sugest\u00e3o de produtos de ponta.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading {\"level\":4} -->\n<h4 class=\"wp-block-heading\">Crit\u00e9rios de Semelhan\u00e7a e Dessemelhan\u00e7a: o impacto estrat\u00e9gico na recupera\u00e7\u00e3o de dados<\/h4>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>Antes de seguir em frente, preciso tratar desses dois conceitos sob o ponto de vista da <span id=\"urn:enhancement-9bf3f47b-e18b-4437-96e9-0a8b034cfd97\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/ciencia-da-informacao\">ci\u00eancia da informa\u00e7\u00e3o<\/span>. Precisamos entender que os conceitos de semelhan\u00e7a e dessemelhan\u00e7a fazem parte dos fundamentos da organiza\u00e7\u00e3o, da recupera\u00e7\u00e3o e da <span id=\"urn:enhancement-a38b95e0-5d85-4d4a-bdc0-e196488b5e7d\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/representacao\">representa\u00e7\u00e3o<\/span> da <span id=\"urn:enhancement-c9c4616b-4f5c-4e68-85bc-96f9ed5f16cc\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/informacao\">informa\u00e7\u00e3o<\/span>. Eles n\u00e3o s\u00e3o apenas percep\u00e7\u00f5es subjetivas, mas uma forma pr\u00e1tica que permite que sistemas (humanos ou artificiais) identifiquem rela\u00e7\u00f5es entre documentos, <span id=\"urn:enhancement-045d56bd-99f1-4ec6-a554-c0543b112b6c\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/palavra-chave\">termos<\/span> ou <span id=\"urn:enhancement-2b437e8d-51e7-4fdb-922c-eebfb171978a\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/entidades\">entidades<\/span>.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Ent\u00e3o eu apresento uma defini\u00e7\u00e3o t\u00e9cnica e reflexiva sobre esses dois conceitos:<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading {\"level\":3} -->\n<h3 class=\"wp-block-heading\">Semelhan\u00e7a (similarity)<\/h3>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>A semelhan\u00e7a \u00e9 o grau de correspond\u00eancia, proximidade ou afinidade entre dois objetos informacionais. Na <span id=\"urn:enhancement-1bcb045f-f5ab-4817-9206-1b314697499d\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/ciencia-da-informacao\">Ci\u00eancia da Informa\u00e7\u00e3o<\/span>, ela \u00e9 frequentemente tratada sob duas perspectivas:<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:list -->\n<ul class=\"wp-block-list\"><!-- wp:list-item -->\n<li><strong>Semelhan\u00e7a estrutural:<\/strong> foca na forma ou na ocorr\u00eancia f\u00edsica dos elementos (ex.: dois artigos que compartilham as mesmas palavras-chave).<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Semelhan\u00e7a sem\u00e2ntica:<\/strong> foca no sentido. Ocorre quando dois termos ou documentos tratam do mesmo conceito, mesmo que utilizem linguagens ou termos diferentes (sinon\u00edmia).<\/li>\n<!-- \/wp:list-item --><\/ul>\n<!-- \/wp:list -->\n\n<!-- wp:paragraph -->\n<p>Matematicamente, a semelhan\u00e7a \u00e9 frequentemente calculada em um <strong>espa\u00e7o vetorial<\/strong> (<em>te lembra de como funcionam os modelos de IA?<\/em>), em que os documentos s\u00e3o representados por vetores. A m\u00e9trica mais comum \u00e9 a <strong>similaridade de cosseno<\/strong>, que mede o \u00e2ngulo entre dois vetores:<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:math {\"latex\":\"u005ctext{sim}(A, B) = u005ccos(u005ctheta) = u005cfrac{A u005ccdot B}{u005c|Au005c| u005c|Bu005c|}\"} -->\n<div class=\"wp-block-math\"><math display=\"block\"><semantics><mrow><mtext>sim<\/mtext><mo form=\"prefix\" stretchy=\"false\">(<\/mo><mi>A<\/mi><mo separator=\"true\">,<\/mo><mi>B<\/mi><mo form=\"postfix\" stretchy=\"false\">)<\/mo><mo>=<\/mo><mrow><mi>cos<\/mi><mo>\u2061<\/mo><\/mrow><mo form=\"prefix\" stretchy=\"false\">(<\/mo><mi>\u03b8<\/mi><mo form=\"postfix\" stretchy=\"false\">)<\/mo><mo>=<\/mo><mfrac><mrow><mi>A<\/mi><mo>\u22c5<\/mo><mi>B<\/mi><\/mrow><mrow><mi>\u2016<\/mi><mi>A<\/mi><mi>\u2016<\/mi><mi>\u2016<\/mi><mi>B<\/mi><mi>\u2016<\/mi><\/mrow><\/mfrac><\/mrow><annotation encoding=\"application\/x-tex\">text{sim}(A, B) = cos(theta) = frac{A cdot B}{|A| |B|}<\/annotation><\/semantics><\/math><\/div>\n<!-- \/wp:math -->\n\n<!-- wp:paragraph -->\n<p>Quanto mais pr\u00f3ximo de 1, maior a semelhan\u00e7a entre os objetos.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading {\"level\":3} -->\n<h3 class=\"wp-block-heading\">Dessemelhan\u00e7a (dissimilarity)<\/h3>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>A dessemelhan\u00e7a \u00e9 a medida de afastamento, diferen\u00e7a ou diverg\u00eancia entre objetos. Na pr\u00e1tica, ela \u00e9 o inverso da semelhan\u00e7a, mas possui um valor estrat\u00e9gico fundamental na <strong><span id=\"urn:enhancement-92de96b2-d2dd-4f24-96d3-2bf30808d0be\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/categorizacao\">categoriza\u00e7\u00e3o<\/span> e <span id=\"urn:enhancement-1369cbb5-75e1-464c-ae8e-4f8fbd8d11c6\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/ranking\">classifica\u00e7\u00e3o<\/span><\/strong>.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Enquanto a semelhan\u00e7a agrupa, a dessemelhan\u00e7a separa, sendo \u00e9 essencial para:<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:list -->\n<ul class=\"wp-block-list\"><!-- wp:list-item -->\n<li><strong>Evitar redund\u00e2ncia:<\/strong> em sistemas de busca, mostrar resultados muito semelhantes pode ser ineficiente; a dessemelhan\u00e7a ajuda a garantir a diversidade dos resultados.<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Identifica\u00e7\u00e3o de outliers:<\/strong> detectar informa\u00e7\u00f5es que n\u00e3o se enquadram em nenhum padr\u00e3o estabelecido.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<!-- \/wp:list -->\n\n<!-- wp:paragraph -->\n<p>Em <span id=\"urn:enhancement-7b5d31c8-e766-42a6-9e54-8d8edede2111\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/palavra-chave\">termos<\/span> m\u00e9tricos, a dessemelhan\u00e7a \u00e9 frequentemente expressa como uma \"dist\u00e2ncia\". A <strong>dist\u00e2ncia euclidiana<\/strong> \u00e9 uma das formas de calcular essa diverg\u00eancia:<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:math {\"latex\":\"d(x, y) = u005csqrt{u005csum_{i=1}^{n} (x_i - y_i)^2}\"} -->\n<div class=\"wp-block-math\"><math display=\"block\"><semantics><mrow><mi>d<\/mi><mo form=\"prefix\" stretchy=\"false\">(<\/mo><mi>x<\/mi><mo separator=\"true\">,<\/mo><mi>y<\/mi><mo form=\"postfix\" stretchy=\"false\">)<\/mo><mo>=<\/mo><msqrt><mrow><mrow><munderover><mo movablelimits=\"false\">\u2211<\/mo><mrow><mi>i<\/mi><mo>=<\/mo><mn>1<\/mn><\/mrow><mi>n<\/mi><\/munderover><\/mrow><mo form=\"prefix\" stretchy=\"false\">(<\/mo><msub><mi>x<\/mi><mi>i<\/mi><\/msub><mo>\u2212<\/mo><msub><mi>y<\/mi><mi>i<\/mi><\/msub><msup><mo form=\"postfix\" stretchy=\"false\">)<\/mo><mn>2<\/mn><\/msup><\/mrow><\/msqrt><\/mrow><annotation encoding=\"application\/x-tex\">d(x, y) = sqrt{sum_{i=1}^{n} (x_i - y_i)^2}<\/annotation><\/semantics><\/math><\/div>\n<!-- \/wp:math -->\n\n<!-- wp:separator -->\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<!-- \/wp:separator -->\n\n<!-- wp:paragraph -->\n<p>A dial\u00e9tica entre semelhan\u00e7a e dessemelhan\u00e7a permite a cria\u00e7\u00e3o de <strong><span id=\"urn:enhancement-1c9d82d7-afae-4c1c-804b-38969dfadd14\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia__trashed\">taxonomias<\/span> e ontologias<\/strong>.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:list {\"ordered\":true,\"start\":1} -->\n<ol start=\"1\" class=\"wp-block-list\"><!-- wp:list-item -->\n<li><strong>Agrupamento (clustering):<\/strong> objetos com alta semelhan\u00e7a interna e alta dessemelhan\u00e7a externa formam uma classe ou categoria s\u00f3lida.<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Carga cognitiva:<\/strong> uma organiza\u00e7\u00e3o de informa\u00e7\u00f5es eficiente utiliza esses conceitos para reduzir o esfor\u00e7o mental do usu\u00e1rio. Quando a semelhan\u00e7a entre as op\u00e7\u00f5es de um menu \u00e9 muito alta (ambiguidade), a carga cognitiva aumenta, pois o usu\u00e1rio n\u00e3o consegue distinguir a rota correta.<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Recupera\u00e7\u00e3o de informa\u00e7\u00e3o:<\/strong> motores de busca modernos utilizam <strong>processamento de linguagem natural (nlp)<\/strong> e <strong>modelos de linguagem de grande escala<\/strong> para refinar essa percep\u00e7\u00e3o, indo al\u00e9m da simples contagem de palavras para entender a \"proximidade conceitual\".<\/li>\n<!-- \/wp:list-item --><\/ol>\n<!-- \/wp:list -->\n\n<!-- wp:quote -->\n<blockquote class=\"wp-block-quote\"><!-- wp:paragraph -->\n<p><strong>Ponto de reflex\u00e3o:<\/strong> na <span id=\"urn:enhancement-765230be-7706-4ef9-95c3-a3c365936632\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/ciencia-da-informacao\">ci\u00eancia da informa\u00e7\u00e3o<\/span>, nada \u00e9 \"igual\", apenas \"altamente semelhante\". A identidade absoluta \u00e9 rara; trabalhamos sempre com graus de aproxima\u00e7\u00e3o que definem a relev\u00e2ncia de uma resposta para uma <span id=\"urn:enhancement-ed1a5ec8-bcf4-449e-a9a1-247fa54bd1b8\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/pesquisa\">consulta<\/span>.<\/p>\n<!-- \/wp:paragraph --><\/blockquote>\n<!-- \/wp:quote -->\n\n<!-- wp:heading {\"level\":4} -->\n<h4 class=\"wp-block-heading\">Formando grupos por semelhan\u00e7a ou dessemelhan\u00e7a<\/h4>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>A forma\u00e7\u00e3o de grupos l\u00f3gicos, sem\u00e2nticos e funcionais depende estritamente da distin\u00e7\u00e3o entre as caracter\u00edsticas intr\u00ednsecas (o que o objeto ou a entidade realmente \u00e9 em sua ontologia) e extr\u00ednsecas (como ele \u00e9 utilizado, percebido ou aplicado pelo usu\u00e1rio final). A falha em definir e isolar esses crit\u00e9rios gera um imenso \"ru\u00eddo\" algor\u00edtmico, prejudicando os rastreadores (crawlers) e degradando severamente a precis\u00e3o da busca.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p><strong>Mas vamos esclarecer esses conceitos complicados.<\/strong><\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Eu costumo dizer que um e-commerce sem uma distin\u00e7\u00e3o clara entre o que <strong>um produto \u00e9<\/strong> e o que <strong>um produto representa<\/strong> \u00e9 apenas um dep\u00f3sito digital, n\u00e3o uma estrat\u00e9gia de vendas.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Vamos usar um exemplo de uma garrafa t\u00e9rmica de alta procura (como uma Stanley ou similar). Imagine que estamos organizando a <span id=\"urn:enhancement-87a772b3-efa9-4bdd-94d7-e8d4d24aaf40\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia__trashed\">taxonomia<\/span> e a sem\u00e2ntica dessa loja:<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading {\"level\":3} -->\n<h3 class=\"wp-block-heading\">A vis\u00e3o intr\u00ednseca (a ontologia do objeto)<\/h3>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>Aqui, o grupo \u00e9 formado pela semelhan\u00e7a do que o objeto \u00e9 de fato. N\u00e3o importa quem compra ou para qu\u00ea.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:list -->\n<ul class=\"wp-block-list\"><!-- wp:list-item -->\n<li><strong>Caracter\u00edsticas:<\/strong> a\u00e7o inoxid\u00e1vel, isolamento a v\u00e1cuo, capacidade de 500 ml, tampa rosque\u00e1vel.<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Agrupamento l\u00f3gico:<\/strong> cozinha &gt; recipientes &gt; garrafas t\u00e9rmicas.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<!-- \/wp:list -->\n\n<!-- wp:heading {\"level\":3} -->\n<h3 class=\"wp-block-heading\">A vis\u00e3o extr\u00ednseca (a percep\u00e7\u00e3o e aplica\u00e7\u00e3o do usu\u00e1rio)<\/h3>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>Aqui, a dessemelhan\u00e7a f\u00edsica \u00e9 ignorada em favor da semelhan\u00e7a funcional. O grupo \u00e9 formado pelo <strong>contexto<\/strong>.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:list -->\n<ul class=\"wp-block-list\"><!-- wp:list-item -->\n<li><strong>Cen\u00e1rio A<\/strong> (<em>o entusiasta de camping<\/em>): a garrafa \u00e9 agrupada com barracas, sacos de dormir e lanternas. Ela n\u00e3o \"parece\" uma barraca, mas serve ao mesmo prop\u00f3sito extr\u00ednseco: sobreviv\u00eancia e conforto <em>outdoor<\/em>.<\/li>\n<!-- \/wp:list-item -->\n\n<!-- wp:list-item -->\n<li><strong>Cen\u00e1rio B (<\/strong><em>o profissional de escrit\u00f3rio<\/em><strong>):<\/strong> a garrafa \u00e9 agrupada com agendas, organizadores de mesa e mouses ergon\u00f4micos. Aqui, ela \u00e9 um acess\u00f3rio de produtividade e status.<\/li>\n<!-- \/wp:list-item --><\/ul>\n<!-- \/wp:list -->\n\n<!-- wp:paragraph -->\n<p>Na minha experi\u00eancia profissional, percebi que o erro comum \u00e9 tentar for\u00e7ar o usu\u00e1rio a pensar apenas na ontologia (intr\u00ednseca). Se o seu cliente quer \"presentes para pais aventureiros\", ele n\u00e3o quer navegar por \"a\u00e7o inoxid\u00e1vel &gt; 500 ml\".<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Se a <span id=\"urn:enhancement-70600691-eb80-4dfd-b2b1-e21195704837\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia-2\">arquitetura da informa\u00e7\u00e3o<\/span> n\u00e3o reflete essa carga cognitiva do usu\u00e1rio, que busca por <strong>uso<\/strong> e n\u00e3o por <strong>mat\u00e9ria-prima<\/strong>, o sistema de busca interna falha, o NLP n\u00e3o consegue conectar os pontos e a convers\u00e3o despenca. A semelhan\u00e7a extr\u00ednseca \u00e9 o que gera o desejo; a intr\u00ednseca \u00e9 o que valida a compra t\u00e9cnica.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Ent\u00e3o, estrategicamente, se os atributos categorizados forem amb\u00edguos, a <span id=\"urn:enhancement-e51828be-a436-4286-9f57-0ca75deb2884\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/pesquisa\">consulta<\/span> ao banco de <span id=\"urn:enhancement-aae2416c-1c8b-4d8a-8f53-12da38800d0c\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/dado-2\">dados<\/span> ou a um motor de busca retornar\u00e1 resultados fora de contexto, for\u00e7ando o visitante a uma filtragem manual e extremamente exaustiva, o que, invariavelmente, aumenta a <span id=\"urn:enhancement-59a18557-2e95-46ae-9fa6-bd557b70a974\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxa-de-rejeicao\">taxa de rejei\u00e7\u00e3o<\/span>.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>A identifica\u00e7\u00e3o rigorosa daqueles atributos NISO \u00e9 um dos fatores que permitem que um sistema de navega\u00e7\u00e3o facetada diferencie perfeitamente \"Atividades\" de \"Disciplinas\" nos filtros de <span id=\"urn:enhancement-c040526a-1057-4ad7-b394-4a3b4087c726\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/navegacao\">navega\u00e7\u00e3o<\/span> lateral.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:heading {\"level\":4} -->\n<h4 class=\"wp-block-heading\">O papel da extra\u00e7\u00e3o de entidades no conte\u00fado<\/h4>\n<!-- \/wp:heading -->\n\n<!-- wp:paragraph -->\n<p>Outro ponto indispens\u00e1vel nesses fundamentos \u00e9 a \"Extra\u00e7\u00e3o de Entidade\" (Entity Extraction). No <span id=\"urn:enhancement-c64761d2-1461-45fb-966a-b82e8d7ab1d0\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/seo-semantico\">SEO Sem\u00e2ntico<\/span>, precisamos identificar constantemente <span id=\"urn:enhancement-c16afdfd-da64-459e-b631-1e375d263814\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/entidades\">entidades<\/span> (pessoas, lugares, <span id=\"urn:enhancement-f2e898dd-1cc8-442c-a9f4-adc3a469c71d\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/organizacao-2\">organiza\u00e7\u00f5es<\/span>, conceitos) presentes no texto completo de um documento e garantir que elas se alinem aos conceitos identificados na an\u00e1lise do dom\u00ednio do conhecimento e \u00e0 <span id=\"urn:enhancement-ee60ca93-d014-4bb5-ba51-276173423ccf\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia__trashed\">taxonomia<\/span> criada para o site.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:paragraph -->\n<p>Ao aplicarmos rotinas de <span id=\"urn:enhancement-aede3c3f-b1e1-450f-a677-c284ba5de3be\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/processamento-de-linguagem-natural\">Processamento de Linguagem Natural<\/span>, fazemos infer\u00eancias precisas sobre essas <span id=\"urn:enhancement-e17334d4-fe6d-4003-b10a-251ae0e7c327\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/entidades\">entidades<\/span>, consolidando o dom\u00ednio sem\u00e2ntico da <span id=\"urn:enhancement-dc96b0bf-3a8e-46ca-94a9-e7c3b3f5b661\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/pagina-web\">p\u00e1gina<\/span> e atestando ao buscador que nosso <span id=\"urn:enhancement-4f95b779-58e8-482f-bfd1-0d6d5aa02f9f\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/conteudo\">conte\u00fado<\/span> \u00e9 uma autoridade s\u00f3lida nesse campo de conhecimento. O <span id=\"urn:enhancement-ba31edfe-ef16-4d19-b3b1-42cdb1c508cf\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/seo-semantico\">SEO Sem\u00e2ntico<\/span> j\u00e1 usava IA no <span id=\"urn:enhancement-14848efb-552e-4cfe-beb3-292fdd9f7860\" class=\"textannotation disambiguated wl-creative-work\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/otimizacao-para-motores-de-busca\">SEO<\/span> muito antes desse assunto virar moda.<\/p>\n<!-- \/wp:paragraph -->\n\n<!-- wp:separator -->\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<!-- \/wp:separator -->\n\n<!-- wp:paragraph -->\n<p>Essa \u00e9 a primeira parte do artigo que trata sobre como a <span id=\"urn:enhancement-a77cb6c9-d6a6-4795-adaa-2a3957fbf664\" class=\"textannotation disambiguated wl-thing\" itemid=\"http:\/\/data.wordlift.io\/wl0221\/entity\/taxonomia-2\">arquitetura da informa\u00e7\u00e3o<\/span> \u00e9 importante para projetos de <span 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