
{"id":202808,"date":"2025-01-14T12:01:07","date_gmt":"2025-01-14T15:01:07","guid":{"rendered":"https:\/\/goias.gov.br\/ligo\/?page_id=202808"},"modified":"2026-07-02T07:59:53","modified_gmt":"2026-07-02T10:59:53","slug":"ia_da_ouvidoria","status":"publish","type":"page","link":"https:\/\/goias.gov.br\/ligo\/ia_da_ouvidoria\/","title":{"rendered":"IA da Ouvidoria"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"202808\" class=\"elementor elementor-202808\">\n\t\t\t\t<div class=\"elementor-element elementor-element-92178fb e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"92178fb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d1d07ea e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"d1d07ea\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e79b908 elementor-widget elementor-widget-text-editor\" data-id=\"e79b908\" 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><span style=\"color: #000000\"><strong><span class=\"TextRun SCXW128328771 BCX8\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW128328771 BCX8\">SIMPLIFICAR E AGILIZAR<\/span><\/span><\/strong><span class=\"TextRun SCXW128328771 BCX8\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW128328771 BCX8\"> O PROCESSO DE REGISTRO DE MANIFESTA\u00c7\u00d5ES NA OUVIDORIA<\/span><\/span><\/span><span class=\"EOP SCXW128328771 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-df4f62b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"df4f62b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6706c8d elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"6706c8d\" 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><strong>DATA<\/strong><br \/><span style=\"color: #000000\">MAIO 2022<\/span><\/p><p><b>UNIDADES ENVOLVIDAS<\/b><br \/><span style=\"color: #000000\">LIGO e <span style=\"font-weight: 400\">CGE<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-d04e169 elementor-hidden-desktop e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"d04e169\" 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-7c40d0d elementor-widget elementor-widget-text-editor\" data-id=\"7c40d0d\" 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><strong>DATA<\/strong><\/p><p><span style=\"color: #000000\">MAIO 2022<\/span><\/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-6a701ce elementor-widget elementor-widget-text-editor\" data-id=\"6a701ce\" 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><b>UNIDADES ENVOLVIDAS<\/b><\/p><p><span style=\"color: #000000\">LIGO e CGE<\/span><\/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-da29626 e-grid e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"da29626\" 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-a2aa715 elementor-widget elementor-widget-image\" data-id=\"a2aa715\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1280\" height=\"320\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/05\/IA-DA-OUVIDORIA-1280x320-1.png\" class=\"attachment-full size-full wp-image-204490\" alt=\"\" srcset=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/05\/IA-DA-OUVIDORIA-1280x320-1.png 1280w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/05\/IA-DA-OUVIDORIA-1280x320-1-300x75.png 300w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/05\/IA-DA-OUVIDORIA-1280x320-1-1024x256.png 1024w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/05\/IA-DA-OUVIDORIA-1280x320-1-768x192.png 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/>\t\t\t\t\t\t\t\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-cab682e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"cab682e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0d26990 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"0d26990\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ef1c05 elementor-widget elementor-widget-text-editor\" data-id=\"0ef1c05\" 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><span style=\"color: #000000\"><span class=\"TextRun SCXW28798053 BCX8\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW28798053 BCX8\">IA da Ouvidoria:<\/span><\/span><strong><span class=\"TextRun SCXW28798053 BCX8\" lang=\"PT-BR\" xml:lang=\"PT-BR\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW28798053 BCX8\"> Facilitando <\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">o<\/span><span class=\"NormalTextRun SCXW28798053 BCX8\"> Acesso <\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">d<\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">os Cidad\u00e3os<\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">\u00a0<\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">e <\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">Melhorando <\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">a<\/span><span class=\"NormalTextRun SCXW28798053 BCX8\"> Efici\u00eancia <\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">d<\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">o Tratamento <\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">d<\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">as Demandas<\/span> <span class=\"NormalTextRun SCXW28798053 BCX8\">d<\/span><span class=\"NormalTextRun SCXW28798053 BCX8\">a Ouvidoria.<\/span><\/span><span class=\"EOP SCXW28798053 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span><\/strong><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-80daff2 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"80daff2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57c7a6d elementor-widget elementor-widget-n-accordion\" data-id=\"57c7a6d\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"first-acordeon\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9200\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-9200\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Objetivos e Solu\u00e7\u00e3o <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9200\" class=\"elementor-element elementor-element-9631fec e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"9631fec\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9200\" class=\"elementor-element elementor-element-18e8479 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"18e8479\" 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-cfd4142 elementor-widget elementor-widget-text-editor\" data-id=\"cfd4142\" 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\tA solu\u00e7\u00e3o visa simplificar e agilizar o processo de registro de manifesta\u00e7\u00f5es na Ouvidoria, facilitando o acesso dos cidad\u00e3os e melhorando a efici\u00eancia do tratamento das demandas. O principal objetivo \u00e9 eliminar a necessidade do cidad\u00e3o identificar o \u00f3rg\u00e3o correto para sua manifesta\u00e7\u00e3o, o tipo e o assunto,\u00a0 tarefa que agora \u00e9 feita pela IA. Os elementos inovadores incluem o uso de intelig\u00eancia artificial para classificar e direcionar automaticamente as manifesta\u00e7\u00f5es, a integra\u00e7\u00e3o ao portal Expresso Goi\u00e1s e a redu\u00e7\u00e3o de sobrecarga para os ouvidores, promovendo maior acessibilidade e efici\u00eancia.\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\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9201\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-9201\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Passo a passo da implementa\u00e7\u00e3o <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9201\" class=\"elementor-element elementor-element-5f81b73 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"5f81b73\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9201\" class=\"elementor-element elementor-element-783e56a e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"783e56a\" 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-42a5824 elementor-widget elementor-widget-text-editor\" data-id=\"42a5824\" 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<ol><li>Levantamento e tratamento de mais de 65 mil manifesta\u00e7\u00f5es reais dos cidad\u00e3os para treinamento da IA.<\/li><li>Treinamento de modelos de IA para classificar tipologias e \u00f3rg\u00e3os.<\/li><li>Integra\u00e7\u00e3o dos modelos via API ao portal Expresso Goi\u00e1s.<\/li><li>A IA classifica automaticamente manifesta\u00e7\u00f5es ao serem registradas. A solu\u00e7\u00e3o \u00e9 replic\u00e1vel em outros contextos porque usa tecnologia acess\u00edvel, reduz custos operacionais e pode ser adaptada para diferentes ouvidorias, facilitando a gest\u00e3o de manifesta\u00e7\u00f5es em qualquer estado ou munic\u00edpio.<\/li><\/ol>\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\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-9202\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-9202\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Tecnologias utilizadas <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9202\" class=\"elementor-element elementor-element-519be73 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"519be73\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-9202\" class=\"elementor-element elementor-element-8739254 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"8739254\" 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-e221157 elementor-widget elementor-widget-text-editor\" data-id=\"e221157\" 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\tNo projeto &#8220;IA da Ouvidoria&#8221;, utilizamos diversas ferramentas para otimizar o processamento e an\u00e1lise das intera\u00e7\u00f5es. <strong>Python<\/strong> foi a linguagem de programa\u00e7\u00e3o central, permitindo a implementa\u00e7\u00e3o de toda a l\u00f3gica do sistema e integra\u00e7\u00e3o das ferramentas. Para o processamento de texto, utilizamos <strong>Spacy<\/strong> e <strong>NLTK<\/strong>: o <strong>Spacy<\/strong> foi respons\u00e1vel por realizar tarefas avan\u00e7adas de an\u00e1lise lingu\u00edstica, como a extra\u00e7\u00e3o de entidades e an\u00e1lise de sintaxe, enquanto o <strong>NLTK<\/strong> ajudou com a tokeniza\u00e7\u00e3o, remo\u00e7\u00e3o de stopwords e outras tarefas de pr\u00e9-processamento. A t\u00e9cnica <strong>TFIDF<\/strong> foi aplicada para transformar os textos em vetores, identificando as palavras mais relevantes em cada intera\u00e7\u00e3o. Para a parte de aprendizado de m\u00e1quina, o <strong>Scikit-learn<\/strong> forneceu os algoritmos para classifica\u00e7\u00e3o e modelagem, e o <strong>XGBoost<\/strong> foi utilizado para melhorar a precis\u00e3o e efici\u00eancia dos modelos preditivos, aplicando t\u00e9cnicas de boosting e otimiza\u00e7\u00e3o de modelos baseados em \u00e1rvores. Juntas, essas ferramentas permitiram criar um sistema de IA robusto e eficiente para a an\u00e1lise de dados das ouvidorias.\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\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\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-e67764c e-grid e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"e67764c\" 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-aba71b1 elementor-widget elementor-widget-image\" data-id=\"aba71b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1280\" height=\"560\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/05\/IA-DA-OUVIDORIA-1280x320-Video.png\" class=\"attachment-full size-full wp-image-204491\" alt=\"\" srcset=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/05\/IA-DA-OUVIDORIA-1280x320-Video.png 1280w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/05\/IA-DA-OUVIDORIA-1280x320-Video-300x131.png 300w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/05\/IA-DA-OUVIDORIA-1280x320-Video-1024x448.png 1024w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/05\/IA-DA-OUVIDORIA-1280x320-Video-768x336.png 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/>\t\t\t\t\t\t\t\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-ccb338d e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"ccb338d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c3dcd65 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"c3dcd65\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e46262 elementor-widget elementor-widget-text-editor\" data-id=\"3e46262\" 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><span style=\"color: #000000\"><span style=\"color: #000000\">Impacto Real: <\/span><span style=\"font-weight: 400\"><span style=\"color: #000000\"><strong>Classifica\u00e7\u00e3o<\/strong><\/span> <span style=\"color: #000000\"><b>Autom\u00e1tica<\/b><\/span> <strong>do Manifesto<\/strong> e sua <span style=\"color: #000000\">dire\u00e7\u00e3o\u00a0ao \u00f3rg\u00e3o competente<\/span><\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bebf96 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"0bebf96\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-adf7eb6 elementor-widget elementor-widget-n-accordion\" data-id=\"adf7eb6\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"second-acordeon\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1820\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1820\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Resultados obtidos <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1820\" class=\"elementor-element elementor-element-48b8227 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"48b8227\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1820\" class=\"elementor-element elementor-element-707ec87 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"707ec87\" 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-99eb30a elementor-widget elementor-widget-text-editor\" data-id=\"99eb30a\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"lista-resultados-obt\" 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\tDesde maio de 2022 at\u00e9 hoje, somam mais de 70.800 manifesta\u00e7\u00f5es classificadas pela IA, com 77,37% sendo distribu\u00eddas diretamente para os \u00f3rg\u00e3os competentes. Desde a implementa\u00e7\u00e3o, o uso do canal digital para registro de manifesta\u00e7\u00f5es subiu de 34,89% em 2021 (antes da utiliza\u00e7\u00e3o da IA) para<\/span><span style=\"font-weight: 400\"> 59,72%<\/span><span style=\"font-weight: 400\"> em 2024, representando um aumento de<\/span><span style=\"font-weight: 400\"> 24,82 <\/span><span style=\"font-weight: 400\">pontos percentuais. Esses resultados mostram uma maior ades\u00e3o ao registro digital e corroboram os benef\u00edcios da solu\u00e7\u00e3o, promovendo mais acessibilidade e agilidade no atendimento ao cidad\u00e3o e na gest\u00e3o das manifesta\u00e7\u00f5es.\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\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1821\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1821\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Benefici\u00e1rios e Entrega de Valor <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1821\" class=\"elementor-element elementor-element-529e9f6 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"529e9f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1821\" class=\"elementor-element elementor-element-8c63c0e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"8c63c0e\" 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-1153052 elementor-widget elementor-widget-text-editor\" data-id=\"1153052\" 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\tOs principais benefici\u00e1rios s\u00e3o os cidad\u00e3os goianos que utilizam a Ouvidoria para registrar manifesta\u00e7\u00f5es, como sugest\u00f5es, den\u00fancias, reclama\u00e7\u00f5es e elogios sobre os servi\u00e7os p\u00fablicos. A IA simplifica o processo de registro ao classificar automaticamente a manifesta\u00e7\u00e3o e direcion\u00e1-la ao \u00f3rg\u00e3o competente, eliminando a necessidade do cidad\u00e3o identificar o \u00f3rg\u00e3o correto, o tipo de manifesta\u00e7\u00e3o e a sele\u00e7\u00e3o do assunto. Isso torna o servi\u00e7o mais acess\u00edvel, eficiente e \u00e1gil, garantindo uma resposta mais r\u00e1pida e eficaz, al\u00e9m de reduzir a sobrecarga de trabalho da Ouvidoria-Geral e dos setoriais.\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\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1822\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1822\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Equipe respons\u00e1vel <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-a06e2d7 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"a06e2d7\" data-element_type=\"container\" data-e-type=\"container\" id=\"equiperesponsavel\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-bc9914e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"bc9914e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-70a6ec1 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"70a6ec1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-dd40d74 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"dd40d74\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ecf1a7 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"2ecf1a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"600\" height=\"800\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/03\/Alaor-Jose.jpg\" class=\"attachment-2048x2048 size-2048x2048 wp-image-203433\" alt=\"\" srcset=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/03\/Alaor-Jose.jpg 600w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/03\/Alaor-Jose-225x300.jpg 225w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-dfe5082 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"dfe5082\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab07f47 elementor-widget elementor-widget-heading\" data-id=\"ab07f47\" 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\">Alaor Jos\u00e9 da Silva Junior<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62f02f9 elementor-widget elementor-widget-text-editor\" data-id=\"62f02f9\" 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>Superintendente de Administra\u00e7\u00e3o de Dados e Intelig\u00eancia Anal\u00edtica &#8211; SGG e Gestor Governamental de TI do Estado de Goi\u00e1s<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-ed27599 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"ed27599\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-ab351a8 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"ab351a8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b3f29e0 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"b3f29e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"800\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/02\/Gabriel-Lopes.jpg\" class=\"attachment-2048x2048 size-2048x2048 wp-image-203132\" alt=\"\" srcset=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/02\/Gabriel-Lopes.jpg 600w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/02\/Gabriel-Lopes-225x300.jpg 225w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-ed89d49 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"ed89d49\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fdb096b elementor-widget elementor-widget-heading\" data-id=\"fdb096b\" 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\">Gabriel de Sousa Lopes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ae6d73 elementor-widget elementor-widget-text-editor\" data-id=\"8ae6d73\" 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><span style=\"font-weight: 400\">Gestor Governamental de TI do Estado de Goi\u00e1s e L\u00edder em Intelig\u00eancia Artificial &#8211; LIGO<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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 role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-aa547a6 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"aa547a6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-9329e21 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"9329e21\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-ab0c452 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"ab0c452\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-30785e1 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"30785e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"642\" height=\"854\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/06\/Bruno-Rolim.jpg\" class=\"attachment-2048x2048 size-2048x2048 wp-image-204888\" alt=\"\" srcset=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/06\/Bruno-Rolim.jpg 642w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/06\/Bruno-Rolim-226x300.jpg 226w\" sizes=\"(max-width: 642px) 100vw, 642px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-18b7990 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"18b7990\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9717977 elementor-widget elementor-widget-heading\" data-id=\"9717977\" 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\">Bruno Carvalho Cavalcanti Rolim<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4227d39 elementor-widget elementor-widget-text-editor\" data-id=\"4227d39\" 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><span style=\"font-weight: 400\">Superintendente de Controladoria Especializada em Transpar\u00eancia<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-5177510 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"5177510\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-de1ecf9 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"de1ecf9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39807f6 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"39807f6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"236\" height=\"236\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/03\/Foto-sem-perfil.jpg\" class=\"attachment-2048x2048 size-2048x2048 wp-image-203419\" alt=\"\" srcset=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/03\/Foto-sem-perfil.jpg 236w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/03\/Foto-sem-perfil-150x150.jpg 150w\" sizes=\"(max-width: 236px) 100vw, 236px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1822\" class=\"elementor-element elementor-element-277b638 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"277b638\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86b49f3 elementor-widget elementor-widget-heading\" data-id=\"86b49f3\" 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\">Fausto Cruzeiro de Moraes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8313ce4 elementor-widget elementor-widget-text-editor\" data-id=\"8313ce4\" 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><span style=\"font-weight: 400\">Gestor de Tecnologia da Informa\u00e7\u00e3o<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\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-abad3ee e-grid e-con-full wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"abad3ee\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65ad3f2 elementor-widget elementor-widget-text-editor\" data-id=\"65ad3f2\" 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 style=\"text-align: center\"><span style=\"color: #000000\"><strong>\u00d3RG\u00c3OS IMPACTADOS<\/strong><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1ba7f0d e-con-full elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"1ba7f0d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-aa2b02f e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"aa2b02f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c5d21d2 elementor-widget elementor-widget-image\" data-id=\"c5d21d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"35957\" height=\"7220\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/02\/CGE_Horizontal_positivo.png\" class=\"attachment-full size-full wp-image-203097\" alt=\"\" srcset=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/02\/CGE_Horizontal_positivo.png 35957w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/02\/CGE_Horizontal_positivo-300x60.png 300w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/02\/CGE_Horizontal_positivo-1024x206.png 1024w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/02\/CGE_Horizontal_positivo-768x154.png 768w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/02\/CGE_Horizontal_positivo-1536x308.png 1536w, https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2025\/02\/CGE_Horizontal_positivo-2048x411.png 2048w\" sizes=\"(max-width: 35957px) 100vw, 35957px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1e54e24 e-grid e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"1e54e24\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a3f12d5 elementor-hidden-tablet elementor-hidden-mobile elementor-hidden-desktop elementor-widget elementor-widget-text-editor\" data-id=\"a3f12d5\" 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 style=\"text-align: center\"><span style=\"color: #000000;font-size: 24pt\"><strong>Depoimentos<\/strong> que <strong>Comprovam<\/strong> o Impacto da <strong>IA da Ouvidoria<\/strong><\/span><\/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-7b445ec e-grid e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"7b445ec\" 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-9126af7 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-shortcode\" data-id=\"9126af7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><div class=\"posts-categoria-container\"><div class=\"post-categoria-item\" data-post=\"1\" style=\"display:block;\"><p>Trabalhar com a LIGO foi uma experi\u00eancia transformadora! Desde o in\u00edcio, me senti acolhida pela equipe, que se mostrou extremamente dedicada e pronta para entender cada detalhe do nosso projeto. A solu\u00e7\u00e3o entregue foi n\u00e3o apenas funcional, mas tamb\u00e9m inovadora... <a href=\"https:\/\/goias.gov.br\/ligo\/mariana-costa\/\">Ler tudo<\/a><\/p><div class=\"autor-info\"><img decoding=\"async\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2024\/11\/image-50-150x150.png\" alt=\"Mariana Costa\" class=\"autor-foto\"><div class=\"texto-e-setas\"><div class=\"titulo-e-setas\"><p class=\"titulo-post\">Mariana Costa<\/p><\/div><p class=\"tags-post\"><span class=\"post-tag\">Gestora de RH<\/span> <\/p><\/div><\/div><div class=\"navegacao\"><img decoding=\"async\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/plugins\/ligo-plugins-personalizados\/assets\/images\/voltar.png\" alt=\"Voltar\" class=\"navegacao-seta voltar\" onclick=\"navegarPost(-1)\"><img decoding=\"async\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/plugins\/ligo-plugins-personalizados\/assets\/images\/avancar.png\" alt=\"Avan\u00e7ar\" class=\"navegacao-seta avancar\" onclick=\"navegarPost(1)\"><\/div><\/div><div class=\"post-categoria-item\" data-post=\"2\" style=\"display:none;\"><p>Desde o primeiro contato, o atendimento foi \u00e1gil e muito profissional. A equipe se mostrou atenciosa e compreensiva com nossas necessidades, propondo solu\u00e7\u00f5es que realmente atenderam nossas expectativas. O resultado final superou o que imagin\u00e1vamos, e j\u00e1 estamos colhendo os... <a href=\"https:\/\/goias.gov.br\/ligo\/bruno-rolim-2\/\">Ler tudo<\/a><\/p><div class=\"autor-info\"><img decoding=\"async\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2024\/11\/unsplash_5aGUyCW_PJw-150x150.png\" alt=\"Jorge Silva\" class=\"autor-foto\"><div class=\"texto-e-setas\"><div class=\"titulo-e-setas\"><p class=\"titulo-post\">Jorge Silva<\/p><\/div><p class=\"tags-post\"><span class=\"post-tag\">Controladoria Geral do Estado<\/span> <\/p><\/div><\/div><div class=\"navegacao\"><img decoding=\"async\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/plugins\/ligo-plugins-personalizados\/assets\/images\/voltar.png\" alt=\"Voltar\" class=\"navegacao-seta voltar\" onclick=\"navegarPost(-1)\"><img decoding=\"async\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/plugins\/ligo-plugins-personalizados\/assets\/images\/avancar.png\" alt=\"Avan\u00e7ar\" class=\"navegacao-seta avancar\" onclick=\"navegarPost(1)\"><\/div><\/div><div class=\"post-categoria-item\" data-post=\"3\" style=\"display:none;\"><p>O LIGO desempenhou um papel crucial ao colocar a Controladoria na vanguarda da inova\u00e7\u00e3o, especialmente no desenvolvimento da primeira intelig\u00eancia artificial da Ouvidoria no Brasil... Ler tudo <a href=\"https:\/\/goias.gov.br\/ligo\/bruno-rolim\/\">Ler tudo<\/a><\/p><div class=\"autor-info\"><img decoding=\"async\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/uploads\/sites\/61\/2024\/11\/unsplash_EckYAt589SY-150x150.png\" alt=\"Bruno Rolim\" class=\"autor-foto\"><div class=\"texto-e-setas\"><div class=\"titulo-e-setas\"><p class=\"titulo-post\">Bruno Rolim<\/p><\/div><p class=\"tags-post\"><span class=\"post-tag\">Administrador Adjunto<\/span> <\/p><\/div><\/div><div class=\"navegacao\"><img decoding=\"async\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/plugins\/ligo-plugins-personalizados\/assets\/images\/voltar.png\" alt=\"Voltar\" class=\"navegacao-seta voltar\" onclick=\"navegarPost(-1)\"><img decoding=\"async\" src=\"https:\/\/goias.gov.br\/ligo\/wp-content\/plugins\/ligo-plugins-personalizados\/assets\/images\/avancar.png\" alt=\"Avan\u00e7ar\" class=\"navegacao-seta avancar\" onclick=\"navegarPost(1)\"><\/div><\/div><\/div><\/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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>SIMPLIFICAR E AGILIZAR O PROCESSO DE REGISTRO DE MANIFESTA\u00c7\u00d5ES NA OUVIDORIA\u00a0 DATAMAIO 2022 UNIDADES ENVOLVIDASLIGO e CGE DATA MAIO 2022 UNIDADES ENVOLVIDAS LIGO e CGE IA da Ouvidoria: Facilitando o Acesso dos Cidad\u00e3os\u00a0e Melhorando a Efici\u00eancia do Tratamento das Demandas da Ouvidoria.\u00a0 Objetivos e Solu\u00e7\u00e3o A solu\u00e7\u00e3o visa simplificar e agilizar o processo de registro de manifesta\u00e7\u00f5es na Ouvidoria, facilitando o acesso dos cidad\u00e3os e melhorando a efici\u00eancia do tratamento das demandas. O principal objetivo \u00e9 eliminar a necessidade do cidad\u00e3o identificar o \u00f3rg\u00e3o correto para sua manifesta\u00e7\u00e3o, o tipo e o assunto,\u00a0 tarefa que agora \u00e9 feita pela IA. Os elementos inovadores incluem o uso de intelig\u00eancia artificial para classificar e direcionar automaticamente as manifesta\u00e7\u00f5es, a integra\u00e7\u00e3o ao portal Expresso Goi\u00e1s e a redu\u00e7\u00e3o de sobrecarga para os ouvidores, promovendo maior acessibilidade e efici\u00eancia. Passo a passo da implementa\u00e7\u00e3o Levantamento e tratamento de mais de 65 mil manifesta\u00e7\u00f5es reais dos cidad\u00e3os para treinamento da IA. Treinamento de modelos de IA para classificar tipologias e \u00f3rg\u00e3os. Integra\u00e7\u00e3o dos modelos via API ao portal Expresso Goi\u00e1s. A IA classifica automaticamente manifesta\u00e7\u00f5es ao serem registradas. A solu\u00e7\u00e3o \u00e9 replic\u00e1vel em outros contextos porque usa tecnologia acess\u00edvel, reduz custos operacionais e pode ser adaptada para diferentes ouvidorias, facilitando a gest\u00e3o de manifesta\u00e7\u00f5es em qualquer estado ou munic\u00edpio. Tecnologias utilizadas No projeto &#8220;IA da Ouvidoria&#8221;, utilizamos diversas ferramentas para otimizar o processamento e an\u00e1lise das intera\u00e7\u00f5es. Python foi a linguagem de programa\u00e7\u00e3o central, permitindo a implementa\u00e7\u00e3o de toda a l\u00f3gica do sistema e integra\u00e7\u00e3o das ferramentas. Para o processamento de texto, utilizamos Spacy e NLTK: o Spacy foi respons\u00e1vel por realizar tarefas avan\u00e7adas de an\u00e1lise lingu\u00edstica, como a extra\u00e7\u00e3o de entidades e an\u00e1lise de sintaxe, enquanto o NLTK ajudou com a tokeniza\u00e7\u00e3o, remo\u00e7\u00e3o de stopwords e outras tarefas de pr\u00e9-processamento. A t\u00e9cnica TFIDF foi aplicada para transformar os textos em vetores, identificando as palavras mais relevantes em cada intera\u00e7\u00e3o. Para a parte de aprendizado de m\u00e1quina, o Scikit-learn forneceu os algoritmos para classifica\u00e7\u00e3o e modelagem, e o XGBoost foi utilizado para melhorar a precis\u00e3o e efici\u00eancia dos modelos preditivos, aplicando t\u00e9cnicas de boosting e otimiza\u00e7\u00e3o de modelos baseados em \u00e1rvores. Juntas, essas ferramentas permitiram criar um sistema de IA robusto e eficiente para a an\u00e1lise de dados das ouvidorias. A solu\u00e7\u00e3o visa simplificar e agilizar o processo de registro de manifesta\u00e7\u00f5es na Ouvidoria, facilitando o acesso dos cidad\u00e3os e melhorando a efici\u00eancia do tratamento das demandas. O principal objetivo \u00e9 eliminar a necessidade do cidad\u00e3o identificar o \u00f3rg\u00e3o correto para sua manifesta\u00e7\u00e3o, o tipo e o assunto,\u00a0 tarefa que agora \u00e9 feita pela IA. Os elementos inovadores incluem o uso de intelig\u00eancia artificial para classificar e direcionar automaticamente as manifesta\u00e7\u00f5es, a integra\u00e7\u00e3o ao portal Expresso Goi\u00e1s e a redu\u00e7\u00e3o de sobrecarga para os ouvidores, promovendo maior acessibilidade e efici\u00eancia. Levantamento e tratamento de mais de 65 mil manifesta\u00e7\u00f5es reais dos cidad\u00e3os para treinamento da IA. Treinamento de modelos de IA para classificar tipologias e \u00f3rg\u00e3os. Integra\u00e7\u00e3o dos modelos via API ao portal Expresso Goi\u00e1s. A IA classifica automaticamente manifesta\u00e7\u00f5es ao serem registradas. A solu\u00e7\u00e3o \u00e9 replic\u00e1vel em outros contextos porque usa tecnologia acess\u00edvel, reduz custos operacionais e pode ser adaptada para diferentes ouvidorias, facilitando a gest\u00e3o de manifesta\u00e7\u00f5es em qualquer estado ou munic\u00edpio. No projeto &#8220;IA da Ouvidoria&#8221;, utilizamos diversas ferramentas para otimizar o processamento e an\u00e1lise das intera\u00e7\u00f5es. Python foi a linguagem de programa\u00e7\u00e3o central, permitindo a implementa\u00e7\u00e3o de toda a l\u00f3gica do sistema e integra\u00e7\u00e3o das ferramentas. Para o processamento de texto, utilizamos Spacy e NLTK: o Spacy foi respons\u00e1vel por realizar tarefas avan\u00e7adas de an\u00e1lise lingu\u00edstica, como a extra\u00e7\u00e3o de entidades e an\u00e1lise de sintaxe, enquanto o NLTK ajudou com a tokeniza\u00e7\u00e3o, remo\u00e7\u00e3o de stopwords e outras tarefas de pr\u00e9-processamento. A t\u00e9cnica TFIDF foi aplicada para transformar os textos em vetores, identificando as palavras mais relevantes em cada intera\u00e7\u00e3o. Para a parte de aprendizado de m\u00e1quina, o Scikit-learn forneceu os algoritmos para classifica\u00e7\u00e3o e modelagem, e o XGBoost foi utilizado para melhorar a precis\u00e3o e efici\u00eancia dos modelos preditivos, aplicando t\u00e9cnicas de boosting e otimiza\u00e7\u00e3o de modelos baseados em \u00e1rvores. Juntas, essas ferramentas permitiram criar um sistema de IA robusto e eficiente para a an\u00e1lise de dados das ouvidorias. Impacto Real: Classifica\u00e7\u00e3o Autom\u00e1tica do Manifesto e sua dire\u00e7\u00e3o\u00a0ao \u00f3rg\u00e3o competente Resultados obtidos Desde maio de 2022 at\u00e9 hoje, somam mais de 70.800 manifesta\u00e7\u00f5es classificadas pela IA, com 77,37% sendo distribu\u00eddas diretamente para os \u00f3rg\u00e3os competentes. Desde a implementa\u00e7\u00e3o, o uso do canal digital para registro de manifesta\u00e7\u00f5es subiu de 34,89% em 2021 (antes da utiliza\u00e7\u00e3o da IA) para 59,72% em 2024, representando um aumento de 24,82 pontos percentuais. Esses resultados mostram uma maior ades\u00e3o ao registro digital e corroboram os benef\u00edcios da solu\u00e7\u00e3o, promovendo mais acessibilidade e agilidade no atendimento ao cidad\u00e3o e na gest\u00e3o das manifesta\u00e7\u00f5es. Benefici\u00e1rios e Entrega de Valor Os principais benefici\u00e1rios s\u00e3o os cidad\u00e3os goianos que utilizam a Ouvidoria para registrar manifesta\u00e7\u00f5es, como sugest\u00f5es, den\u00fancias, reclama\u00e7\u00f5es e elogios sobre os servi\u00e7os p\u00fablicos. A IA simplifica o processo de registro ao classificar automaticamente a manifesta\u00e7\u00e3o e direcion\u00e1-la ao \u00f3rg\u00e3o competente, eliminando a necessidade do cidad\u00e3o identificar o \u00f3rg\u00e3o correto, o tipo de manifesta\u00e7\u00e3o e a sele\u00e7\u00e3o do assunto. Isso torna o servi\u00e7o mais acess\u00edvel, eficiente e \u00e1gil, garantindo uma resposta mais r\u00e1pida e eficaz, al\u00e9m de reduzir a sobrecarga de trabalho da Ouvidoria-Geral e dos setoriais. Equipe respons\u00e1vel Alaor Jos\u00e9 da Silva Junior Superintendente de Administra\u00e7\u00e3o de Dados e Intelig\u00eancia Anal\u00edtica &#8211; SGG e Gestor Governamental de TI do Estado de Goi\u00e1s Gabriel de Sousa Lopes Gestor Governamental de TI do Estado de Goi\u00e1s e L\u00edder em Intelig\u00eancia Artificial &#8211; LIGO Bruno Carvalho Cavalcanti Rolim Superintendente de Controladoria Especializada em Transpar\u00eancia Fausto Cruzeiro de Moraes Gestor de Tecnologia da Informa\u00e7\u00e3o Desde maio de 2022 at\u00e9 hoje, somam mais de 70.800 manifesta\u00e7\u00f5es classificadas pela IA, com 77,37% sendo distribu\u00eddas diretamente para os \u00f3rg\u00e3os competentes. Desde a implementa\u00e7\u00e3o, o uso do canal digital para registro de manifesta\u00e7\u00f5es subiu de 34,89% em 2021 (antes da utiliza\u00e7\u00e3o da IA) para 59,72%<\/p>\n","protected":false},"author":713,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-202808","page","type-page","status-publish","hentry"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"C\u00e9sar Augusto","author_link":"https:\/\/goias.gov.br\/ligo\/author\/cesarpacheco\/"},"rttpg_comment":0,"rttpg_category":"","rttpg_excerpt":"SIMPLIFICAR E AGILIZAR O PROCESSO DE REGISTRO DE MANIFESTA\u00c7\u00d5ES NA OUVIDORIA\u00a0 DATAMAIO 2022 UNIDADES ENVOLVIDASLIGO e CGE DATA MAIO 2022 UNIDADES ENVOLVIDAS LIGO e CGE IA da Ouvidoria: Facilitando o Acesso dos Cidad\u00e3os\u00a0e Melhorando a Efici\u00eancia do Tratamento das Demandas da Ouvidoria.\u00a0 Objetivos e Solu\u00e7\u00e3o A solu\u00e7\u00e3o visa simplificar e agilizar o processo de registro&hellip;","_links":{"self":[{"href":"https:\/\/goias.gov.br\/ligo\/wp-json\/wp\/v2\/pages\/202808","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/goias.gov.br\/ligo\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/goias.gov.br\/ligo\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/goias.gov.br\/ligo\/wp-json\/wp\/v2\/users\/713"}],"replies":[{"embeddable":true,"href":"https:\/\/goias.gov.br\/ligo\/wp-json\/wp\/v2\/comments?post=202808"}],"version-history":[{"count":2,"href":"https:\/\/goias.gov.br\/ligo\/wp-json\/wp\/v2\/pages\/202808\/revisions"}],"predecessor-version":[{"id":205630,"href":"https:\/\/goias.gov.br\/ligo\/wp-json\/wp\/v2\/pages\/202808\/revisions\/205630"}],"wp:attachment":[{"href":"https:\/\/goias.gov.br\/ligo\/wp-json\/wp\/v2\/media?parent=202808"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}