{"id":3959,"date":"2026-09-13T07:36:33","date_gmt":"2026-09-13T07:36:33","guid":{"rendered":"https:\/\/itaca.ai\/?page_id=3959"},"modified":"2026-09-19T14:42:59","modified_gmt":"2026-09-19T14:42:59","slug":"inteligencia-artificial-na-medicina-no-paraguai","status":"publish","type":"page","link":"https:\/\/itaca.ai\/pt\/inteligencia-artificial-en-medicina-paraguay\/","title":{"rendered":"Intelig\u00eancia artificial na medicina no Paraguai"},"content":{"rendered":"<div class=\"wp-block-group alignfull has-background-background-color has-background is-layout-constrained wp-container-core-group-is-layout-47d814f2 wp-block-group-is-layout-constrained\" style=\"padding-top:5rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:5rem;padding-left:var(--wp--preset--spacing--40)\"><div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\"><div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:62%\"><p class=\"wp-block-paragraph\"><strong>Contexto paraguaio<\/strong><\/p><h1 class=\"wp-block-heading\">Intelig\u00eancia artificial na medicina no Paraguai<\/h1><p class=\"wp-block-paragraph\">O Paraguai avan\u00e7a na consolida\u00e7\u00e3o do Sistema de Informa\u00e7\u00e3o em Sa\u00fade (HIS) no \u00e2mbito do MSPBS. A intelig\u00eancia artificial cl\u00ednica pode auxiliar na documenta\u00e7\u00e3o, mas deve preservar a confidencialidade, a autoria, a revis\u00e3o profissional e a compatibilidade com os registros oficiais.<\/p><div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button\"><a class=\"wp-block-button__link has-foregound-alt-color has-heading-color-background-color has-text-color has-background wp-element-button\" href=\"#marco-paraguay\" style=\"border-radius:100px;text-decoration:none\">Compreender o marco regulat\u00f3rio do Paraguai<\/a><\/div><\/div><\/div><div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:38%\"><div class=\"wp-block-group has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"border-radius:10px;background-color:#ffefc7;padding:36px\"><p class=\"wp-block-paragraph\"><span style=\"font-size:40px\">Paraguai<\/span><\/p><h2 class=\"wp-block-heading\">Paraguai<\/h2><ul class=\"wp-block-list\"><li>Rede p\u00fablica: MSPBS.<\/li><li>Digitaliza\u00e7\u00e3o: expans\u00e3o do HIS.<\/li><li>Prioridade: qualidade e continuidade do registro.<\/li><\/ul><\/div><\/div><\/div><\/div><div id=\"marco-paraguay\" class=\"wp-block-group alignfull has-background-alt-background-color has-background is-layout-constrained wp-container-core-group-is-layout-a565c507 wp-block-group-is-layout-constrained\" style=\"padding-top:4.5rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:4.5rem;padding-left:var(--wp--preset--spacing--40)\"><p class=\"wp-block-paragraph\"><strong>MARCO CL\u00cdNICO E DIGITAL<\/strong><\/p><h2 class=\"wp-block-heading\">Hist\u00f3ria cl\u00ednica e intelig\u00eancia artificial no Paraguai<\/h2><h3 class=\"wp-block-heading\">Pol\u00edtica de informa\u00e7\u00e3o em sa\u00fade<\/h3><p class=\"wp-block-paragraph\">O MSPBS estabelece diretrizes para produzir, proteger e utilizar informa\u00e7\u00f5es em sa\u00fade. A qualidade do dado come\u00e7a no registro cl\u00ednico e em responsabilidades claras. <a href=\"https:\/\/mecip.mspbs.gov.py\/wp-content\/uploads\/2023\/12\/POLITICA_INFORMACION_EN_SALUD.PDF.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">MSPBS: Pol\u00edtica Nacional de Informa\u00e7\u00e3o em Sa\u00fade<\/a><\/p><h3 class=\"wp-block-heading\">Sistema HIS<\/h3><p class=\"wp-block-paragraph\">A DIGIES informa a consolida\u00e7\u00e3o do HIS como sistema de informa\u00e7\u00e3o para os estabelecimentos da rede p\u00fablica. A cobertura e o fluxo concreto devem ser verificados em cada institui\u00e7\u00e3o. <a href=\"https:\/\/digies.mspbs.gov.py\/avanza-la-consolidacion-del-his-como-sistema-unico-de-informacion-en-salud\/\" target=\"_blank\" rel=\"noopener noreferrer\">DIGIES: consolida\u00e7\u00e3o do HIS \u2197<\/a><\/p><h3 class=\"wp-block-heading\">Normaliza\u00e7\u00e3o<\/h3><p class=\"wp-block-paragraph\">Guias, manuais e instrutivos ajudam a uniformizar registros e indicadores. Uma ferramenta de IA deve respeitar essas estruturas em vez de criar formatos paralelos. <a href=\"https:\/\/digies.mspbs.gov.py\/guias-manuales-instructivos\/\" target=\"_blank\" rel=\"noopener noreferrer\">DIGIES: guias e manuais \u2197<\/a><\/p><\/div><div class=\"wp-block-group alignfull has-background-background-color has-background is-layout-constrained wp-container-core-group-is-layout-a565c507 wp-block-group-is-layout-constrained\" style=\"padding-top:4.5rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:4.5rem;padding-left:var(--wp--preset--spacing--40)\"><h2 class=\"wp-block-heading\">Desafios da documenta\u00e7\u00e3o cl\u00ednica no Paraguai<\/h2> <ul class=\"wp-block-list\"><li>Expandir a digitaliza\u00e7\u00e3o sem perder a continuidade em estabelecimentos com capacidades distintas.<\/li><li>Reduzir a duplica\u00e7\u00e3o e a varia\u00e7\u00e3o em formul\u00e1rios e notas cl\u00ednicas.<\/li><li>Garantir que o profissional revise e valide todo o conte\u00fado antes de incorpor\u00e1-lo ao registro.<\/li><\/ul><p class=\"wp-block-paragraph\">Estes desafios n\u00e3o se resolvem com mais texto. Eles exigem informa\u00e7\u00f5es \u00fateis, respons\u00e1veis definidos e um processo de revis\u00e3o que corresponda \u00e0 pr\u00e1tica real.<\/p><\/div><div id=\"hospitales-paraguay\" class=\"wp-block-group alignfull has-background-alt-background-color has-background is-layout-constrained wp-container-core-group-is-layout-29cee9e6 wp-block-group-is-layout-constrained\" style=\"padding-top:4.5rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:4.5rem;padding-left:var(--wp--preset--spacing--40)\"><h2 class=\"wp-block-heading\">Hospitais e institui\u00e7\u00f5es de refer\u00eancia no Paraguai<\/h2><p class=\"wp-block-paragraph\">Essas institui\u00e7\u00f5es ajudam a compreender a escala, a especializa\u00e7\u00e3o e os modelos de atendimento do pa\u00eds. A sele\u00e7\u00e3o \u00e9 informativa; n\u00e3o constitui um ranking nem implica afilia\u00e7\u00e3o com a \u00cdtaca.<\/p> <div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\"><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.hospitalnacional.gov.py\/\" target=\"_blank\" rel=\"noopener noreferrer\">Hospital Nacional de Itaugu\u00e1<\/a><\/h3><p class=\"wp-block-paragraph\"><strong>Itaugu\u00e1.<\/strong> Hospital de refer\u00eancia nacional e alta complexidade.<\/p><\/div><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.med.una.py\/\" target=\"_blank\" rel=\"noopener noreferrer\">Hospital de Cl\u00ednicas \u2197<\/a><\/h3><p class=\"wp-block-paragraph\"><strong>S\u00e3o Louren\u00e7o.<\/strong> Hospital universit\u00e1rio de refer\u00eancia e forma\u00e7\u00e3o m\u00e9dica.<\/p><\/div><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><h3 class=\"wp-block-heading\"><a href=\"https:\/\/portal.ips.gov.py\/\" target=\"_blank\" rel=\"noopener noreferrer\">Instituto de Previd\u00eancia Social<\/a><\/h3><p class=\"wp-block-paragraph\"><strong>Nacional.<\/strong> Rede de servi\u00e7os para segurados e benefici\u00e1rios.<\/p><\/div><\/div><\/div><div class=\"wp-block-group alignfull has-background-background-color has-background is-layout-constrained wp-container-core-group-is-layout-a565c507 wp-block-group-is-layout-constrained\" style=\"padding-top:4.5rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:4.5rem;padding-left:var(--wp--preset--spacing--40)\"><h2 class=\"wp-block-heading\">O HIS avan\u00e7a pelos estabelecimentos e deve conviver com outros registros<\/h2><p class=\"wp-block-paragraph\">A consolida\u00e7\u00e3o do Sistema de Informa\u00e7\u00e3o em Sa\u00fade (HIS) \u00e9 uma diretriz nacional relevante, mas sua implanta\u00e7\u00e3o n\u00e3o significa que todos os prestadores utilizem a mesma vers\u00e3o, os mesmos m\u00f3dulos ou o mesmo n\u00edvel de digitaliza\u00e7\u00e3o. Cl\u00ednicas privadas, servi\u00e7os do MSPBS e o Instituto de Previs\u00e3o Social podem manter circuitos documentais diferentes.<\/p><p class=\"wp-block-paragraph\">Uma ferramenta de IA deve demonstrar como produz uma nota compat\u00edvel com o formul\u00e1rio ou sistema utilizado, quem valida a autoria e o que ocorre quando o resultado n\u00e3o pode ser incorporado automaticamente. Tamb\u00e9m devem ser definidos permiss\u00f5es, reten\u00e7\u00e3o, backup e corre\u00e7\u00e3o. O objetivo n\u00e3o \u00e9 gerar mais texto, mas reduzir retrabalhos e manter informa\u00e7\u00f5es compreens\u00edveis em refer\u00eancia, rastreamento e auditoria.<\/p><p class=\"wp-block-paragraph\">A compara\u00e7\u00e3o deve incluir estabelecimentos com diferentes n\u00edveis de conectividade. Caso o fluxo exija a c\u00f3pia manual de texto, devem ser mensurados os erros, as vers\u00f5es e o tempo de revis\u00e3o. Existindo integra\u00e7\u00e3o, a institui\u00e7\u00e3o deve verificar os campos, a identidade do profissional e o registro de altera\u00e7\u00f5es antes de ampliar o uso.<\/p><h2 class=\"wp-block-heading\">O que avaliar antes de incorporar a IA cl\u00ednica<\/h2><p class=\"wp-block-paragraph\">Conv\u00e9m verificar a compatibilidade com o HIS ou com o sistema institucional, a estrutura de modelos, as permiss\u00f5es de acesso, a reten\u00e7\u00e3o de dados e a responsabilidade de revisar e aprovar cada nota.<\/p> <ul class=\"wp-block-list\"><li>Expandir a digitaliza\u00e7\u00e3o sem perder a continuidade em estabelecimentos com capacidades distintas.<\/li><li>Reduzir a duplica\u00e7\u00e3o e a varia\u00e7\u00e3o em formul\u00e1rios e notas cl\u00ednicas.<\/li><li>Garantir que o profissional revise e valide todo o conte\u00fado antes de incorpor\u00e1-lo ao registro.<\/li><\/ul><\/div><div class=\"wp-block-group alignfull has-background-alt-background-color has-background is-layout-constrained wp-container-core-group-is-layout-a5cbf47a wp-block-group-is-layout-constrained\" style=\"padding-top:4.5rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:4.5rem;padding-left:var(--wp--preset--spacing--40)\"><div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\"><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:48%\"><figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1672\" height=\"941\" src=\"https:\/\/i0.wp.com\/itaca.ai\/wp-content\/uploads\/2026\/07\/itaca-mobile-ios-android-illustration.webp?resize=1672%2C941&#038;ssl=1\" alt=\"\u00cdtaca dispon\u00edvel para profissionais de sa\u00fade\" class=\"wp-image-3508\" srcset=\"https:\/\/i0.wp.com\/itaca.ai\/wp-content\/uploads\/2026\/07\/itaca-mobile-ios-android-illustration.webp?w=1672&amp;ssl=1 1672w, https:\/\/i0.wp.com\/itaca.ai\/wp-content\/uploads\/2026\/07\/itaca-mobile-ios-android-illustration.webp?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/itaca.ai\/wp-content\/uploads\/2026\/07\/itaca-mobile-ios-android-illustration.webp?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/itaca.ai\/wp-content\/uploads\/2026\/07\/itaca-mobile-ios-android-illustration.webp?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/itaca.ai\/wp-content\/uploads\/2026\/07\/itaca-mobile-ios-android-illustration.webp?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/itaca.ai\/wp-content\/uploads\/2026\/07\/itaca-mobile-ios-android-illustration.webp?resize=18%2C10&amp;ssl=1 18w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/figure><\/div><div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:52%\"><h2 class=\"wp-block-heading\">Documenta\u00e7\u00e3o estruturada para coexist\u00eancia com HIS e sistemas institucionais<\/h2><p class=\"wp-block-paragraph\">A Itaca ajuda profissionais e equipes a preparar documenta\u00e7\u00e3o cl\u00ednica, consultar informa\u00e7\u00f5es com fontes e organizar casos. O profissional revisa os resultados e conserva o controle das decis\u00f5es cl\u00ednicas.<\/p><div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div class=\"wp-block-button\"><a class=\"wp-block-button__link has-foregound-alt-color has-heading-color-background-color has-text-color has-background wp-element-button\" href=\"https:\/\/app.itaca.pro\/sign_up?locale=pt\" style=\"border-radius:100px;text-decoration:none\">Experimente Itaca gratuitamente<\/a><\/div><\/div><\/div><\/div><\/div><div class=\"wp-block-group alignfull has-background-background-color has-background is-layout-constrained wp-container-core-group-is-layout-a565c507 wp-block-group-is-layout-constrained\" style=\"padding-top:4.5rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:4.5rem;padding-left:var(--wp--preset--spacing--40)\"><p class=\"wp-block-paragraph\">Amplie o contexto em <a href=\"\/pt\/inteligencia-artificial-na-medicina-por-pais\/\">Intelig\u00eancia artificial m\u00e9dica por pa\u00eds<\/a>, <a href=\"\/pt\/ia-para-medicos\/\">IA para m\u00e9dicos<\/a>, <a href=\"\/pt\/software-para-clinicas\/\">Software para cl\u00ednicas<\/a>, <a href=\"\/pt\/anotacoes-clinicas-de-ia\/seguranca-e-privacidade\/\">Seguran\u00e7a e privacidade<\/a>, e compare com <a href=\"\/pt\/inteligencia-artificial-em-medicina-bolivia\/\">Bol\u00edvia<\/a> y <a href=\"\/pt\/inteligencia-artificial-na-medicina-argentina\/\">Argentina<\/a>.<\/p><h2 class=\"wp-block-heading\">Como iniciar um piloto cl\u00ednico no Paraguai<\/h2><p class=\"wp-block-paragraph\">A coexist\u00eancia de servi\u00e7os do MSPBS, do IPS e de prestadores privados torna \u00fatil delimitar o projeto-piloto por institui\u00e7\u00e3o, especialidade e tipo de documento. A avalia\u00e7\u00e3o deve observar o tempo de revis\u00e3o, a consist\u00eancia do registro e a possibilidade de exportar o resultado para o sistema que armazena o prontu\u00e1rio m\u00e9dico. Tamb\u00e9m conv\u00e9m documentar respons\u00e1veis, acessos e um procedimento de continuidade quando a conectividade for limitada.<\/p><h2 class=\"wp-block-heading\">Fontes p\u00fablicas para expans\u00e3o<\/h2><ul class=\"wp-block-list\"><li><a href=\"https:\/\/mecip.mspbs.gov.py\/wp-content\/uploads\/2023\/12\/POLITICA_INFORMACION_EN_SALUD.PDF.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">MSPBS: Pol\u00edtica de Informa\u00e7\u00e3o em Sa\u00fade<\/a><\/li><li><a href=\"https:\/\/digies.mspbs.gov.py\/avanza-la-consolidacion-del-his-como-sistema-unico-de-informacion-en-salud\/\" target=\"_blank\" rel=\"noopener noreferrer\">DIGIES: DELE \u2197<\/a><\/li><\/ul><p class=\"wp-block-paragraph\"><em>Conte\u00fado informativo elaborado em 12 de setembro de 2026. Utilize esta p\u00e1gina como orienta\u00e7\u00e3o inicial. Antes de tomar uma decis\u00e3o, confirme as normas e pol\u00edticas vigentes de sua organiza\u00e7\u00e3o.<\/em><\/p><\/div><div class=\"wp-block-group alignfull has-background-alt-background-color has-background is-layout-constrained wp-container-core-group-is-layout-a565c507 wp-block-group-is-layout-constrained\" style=\"padding-top:4.5rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:4.5rem;padding-left:var(--wp--preset--spacing--40)\"><h2 class=\"wp-block-heading\">Perguntas frequentes sobre intelig\u00eancia artificial m\u00e9dica<\/h2><details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>O HIS est\u00e1 implantado da mesma maneira em todo o Paraguai?<\/summary><p class=\"wp-block-paragraph\">N\u00e3o se deve presumir. A implanta\u00e7\u00e3o e os m\u00f3dulos dispon\u00edveis variam; cada estabelecimento deve verificar seu ambiente e procedimento real.<\/p><\/details><details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>O que ocorre se a cl\u00ednica utilizar outro sistema?<\/summary><p class=\"wp-block-paragraph\">Deve-se definir como a nota revisada \u00e9 copiada, exportada ou incorporada, sem criar dossi\u00eas paralelos nem perder a rastreabilidade.<\/p><\/details><details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>O que o respons\u00e1vel pela informa\u00e7\u00e3o deve avaliar?<\/summary><p class=\"wp-block-paragraph\">Estrutura documental, permiss\u00f5es, backup, reten\u00e7\u00e3o, corre\u00e7\u00f5es, fornecedores e registro de acessos.<\/p><\/details><details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary>Como a Itaca pode ajudar?<\/summary><p class=\"wp-block-paragraph\">A Itaca pode preparar minutas estruturadas para revis\u00e3o. A institui\u00e7\u00e3o mant\u00e9m o seu sistema oficial e decide o procedimento de incorpora\u00e7\u00e3o.<\/p><\/details><\/div>","protected":false},"excerpt":{"rendered":"<p>Contexto cl\u00ednico, regulaci\u00f3n, documentaci\u00f3n e inteligencia artificial para m\u00e9dicos y organizaciones de salud en Paraguay.<\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"nf_dc_page":"","slim_seo":{"title":"IA m\u00e9dica no Paraguai: regula\u00e7\u00e3o e pr\u00e1tica | Itaca","description":"HIS, informa\u00e7\u00e3o sanit\u00e1ria e documenta\u00e7\u00e3o cl\u00ednica: contexto paraguaio para avaliar intelig\u00eancia artificial em medicina com fontes p\u00fablicas."},"_joinchat":[],"footnotes":""},"class_list":["post-3959","page","type-page","status-publish","hentry"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/itaca.ai\/pt\/wp-json\/wp\/v2\/pages\/3959","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itaca.ai\/pt\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/itaca.ai\/pt\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/itaca.ai\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itaca.ai\/pt\/wp-json\/wp\/v2\/comments?post=3959"}],"version-history":[{"count":7,"href":"https:\/\/itaca.ai\/pt\/wp-json\/wp\/v2\/pages\/3959\/revisions"}],"predecessor-version":[{"id":4567,"href":"https:\/\/itaca.ai\/pt\/wp-json\/wp\/v2\/pages\/3959\/revisions\/4567"}],"wp:attachment":[{"href":"https:\/\/itaca.ai\/pt\/wp-json\/wp\/v2\/media?parent=3959"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}