{"id":10057,"date":"2020-10-13T09:25:44","date_gmt":"2020-10-13T14:25:44","guid":{"rendered":"https:\/\/saluddigital.com\/?p=10057"},"modified":"2025-10-21T14:22:01","modified_gmt":"2025-10-21T20:22:01","slug":"perspectivas-de-la-ciencia-de-datos-para-disminuir-y-cerrar-brechas-en-salud","status":"publish","type":"post","link":"https:\/\/saluddigital.com\/en\/comunidades-conectadas\/perspectivas-de-la-ciencia-de-datos-para-disminuir-y-cerrar-brechas-en-salud\/","title":{"rendered":"Data Science perspectives to reduce and close gaps in health"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"10057\" class=\"elementor elementor-10057\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0002acb elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"0002acb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e3e5973\" data-id=\"e3e5973\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4c78002 elementor-widget elementor-widget-heading\" data-id=\"4c78002\" 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\">PATH and Digital Square published the document A Health Data Science Exchange: Accelerating the appropriate use of data science to close the health equity gap, as part of their collaborative project to share diverse experiences within public health in different countries and contexts. <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-876b07b elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"876b07b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8e5876d\" data-id=\"8e5876d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-34f9ee3 elementor-widget elementor-widget-text-editor\" data-id=\"34f9ee3\" 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>Digital Square is an initiative dedicated to promoting Digital Health to provide greater access to high-quality health services. Countries constantly seek to improve their health systems and services through continuous efforts to find new tools for their development, such as Digital Health, data science, Artificial Intelligence and machine learning, among others. One of the Sustainable Development Goals within Health and Wellbeing includes achieving universal health coverage and access to medicines and vaccines.<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7ee6e55 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"7ee6e55\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-e6d4eff\" data-id=\"e6d4eff\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-673ff1e elementor-widget elementor-widget-image\" data-id=\"673ff1e\" 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=\"1200\" height=\"630\" src=\"https:\/\/saluddigital.com\/wp-content\/uploads\/2020\/10\/Perspectivas-de-la-Ciencia-de-Datos-para-disminuir-y-cerrar-brechas-en-salud.jpg\" class=\"attachment-full size-full wp-image-10058\" alt=\"\" srcset=\"https:\/\/saluddigital.com\/wp-content\/uploads\/2020\/10\/Perspectivas-de-la-Ciencia-de-Datos-para-disminuir-y-cerrar-brechas-en-salud.jpg 1200w, https:\/\/saluddigital.com\/wp-content\/uploads\/2020\/10\/Perspectivas-de-la-Ciencia-de-Datos-para-disminuir-y-cerrar-brechas-en-salud-660x347.jpg 660w, https:\/\/saluddigital.com\/wp-content\/uploads\/2020\/10\/Perspectivas-de-la-Ciencia-de-Datos-para-disminuir-y-cerrar-brechas-en-salud-768x403.jpg 768w, https:\/\/saluddigital.com\/wp-content\/uploads\/2020\/10\/Perspectivas-de-la-Ciencia-de-Datos-para-disminuir-y-cerrar-brechas-en-salud-840x441.jpg 840w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-52fec41\" data-id=\"52fec41\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-23b5662 elementor-widget elementor-widget-text-editor\" data-id=\"23b5662\" 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>The digitization of health systems has strengthened them and also provides greater security and efficiency in decision making. For example, data science in health, the production of data and information on complex situations such as epidemiological surveillance, or the management of resources in hospitals have a great opportunity for improvement thanks to data science. \"As digital technologies become more sophisticated and become more deeply integrated into health systems, governments require data science tools and technical capacity to make full use of available data,\" the authors explain within the document.<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-73365d7 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"73365d7\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2b7dbba\" data-id=\"2b7dbba\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-251f17e elementor-widget elementor-widget-text-editor\" data-id=\"251f17e\" 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>Currently data science, according to the document, has \"limited evidence and knowledge of what investments in data science generate impact, in part due to a lack of investment in applied research and research methods.\" In addition, the lack of globally accepted criteria to evaluate data science assets prevails, creating more barriers in the massive use of data science and the benefits it has according to the context of each country. But, without a doubt, one of the main challenges facing health data science is low visibility and scope, which makes it difficult for decision makers in countries to know the complete ecosystem of the data that is at their disposal.<\/p><p>The document shows how data science can contribute to strengthening the health system:<\/p><ul><li>Problem identification: Health system administrators and other stakeholders identify questions that may be data scientific and that can be informed using data.<\/li><li>Data capture: Data is captured through Digital Health tools by front-line health personnel or health systems administrators. The data is also integrated from non-health specific data sources.<\/li><li>Data transformation: Data is processed, analyzed and visualized to create relevant and actionable information for decision makers and policy makers.<\/li><li>Data for impact: Decision makers implement data-driven measures to increase the effectiveness, efficiency, or scope of health system performance.<\/li><li>Health system improvements: Health systems improvements lead to responsible, affordable, accessible and reliable health care.<\/li><\/ul><p>The authors propose, to accelerate the proper use of data science tools and approaches, an exchange through a platform to learn about different data science assets and how data assets can be leveraged more efficiently in health systems.<\/p><p>\u201cA Health Data Science Exchange would be a virtual space to bring together stakeholders with data science assets, operational guidance, use cases, and other resources that support the strengthening of low-resource health systems\u201d.<\/p><p>The document shows examples of how data science and digital technologies helped create a strategy for maternal and newborn health in India, and how, through data analysis, health authorities managed to eradicate malaria in Zambia.<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5c6e1b4 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no\" data-id=\"5c6e1b4\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6e23354\" data-id=\"6e23354\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b445872 elementor-widget elementor-widget-toggle\" data-id=\"b445872\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1891\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1891\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-caret-right\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-caret-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-toggle-title\" tabindex=\"0\">BIBLIOGRAPHY<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-1891\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1891\"><p><strong>DIGITAL SUARE <\/strong><\/p><p><a href=\"https:\/\/static1.squarespace.com\/static\/5f15f15723bfd63224f767bc\/t\/5f764dd15465b01d701d9d53\/1601588692413\/HealthDataScienceExchange_Complete+Resource.pdf\">https:\/\/static1.squarespace.com\/static\/5f15f15723bfd63224f767bc\/t\/5f764dd15465b01d701d9d53\/1601588692413\/HealthDataScienceExchange_Complete+Resource.pdf<\/a><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>PATH y Digital Square publicaron el documento Un intercambio de ciencia de datos de salud: Acelerando el uso apropiado de la ciencia de datos para cerrar la brecha de equidad en salud, como parte de su proyecto colaborativo de compartir diversas experiencias dentro de la salud publica en diferentes pa\u00edses y contextos. Digital Square es una iniciativa dedicada a la promoci\u00f3n de la Salud Digital para brindar mayor acceso a servicios de salud de alta calidad. Los pa\u00edses buscan constantemente mejorar sus sistemas y servicios de salud a trav\u00e9s de esfuerzos continuos por encontrar nuevas herramientas para su desarrollo, como la Salud Digital, la ciencia de datos, la Inteligencia Artificial y aprendizaje autom\u00e1tico, entre otros. Uno de los Objetivos de Desarrollo Sustentable dentro de Salud y Bienestar, incluye lograr la cobertura sanitaria universal y el acceso a medicamentos y vacunas. La digitalizaci\u00f3n de los sistemas de salud ha logrado el fortalecimiento de los mismos y adem\u00e1s brindan mayor seguridad y eficacia en la toma de decisiones. Por ejemplo, la ciencia de Datos en salud, la producci\u00f3n de datos e informaci\u00f3n sobre situaciones complejas como vigilancia epidemiol\u00f3gica, o el manejo de recursos en hospitales tienen una gran oportunidad de mejora gracias a la ciencia de datos. \u201cA medida que las tecnolog\u00edas digitales se vuelven m\u00e1s sofisticadas y se integran m\u00e1s profundamente en los sistemas de salud, los gobiernos requieren herramientas de ciencia de datos y capacidad t\u00e9cnica para hacer un uso completo de los datos disponibles\u201d, explican los autores dentro del documento. Actualmente la ciencia de datos, seg\u00fan el documento cuenta con &#8220;evidencia limitada y conocimiento de qu\u00e9 inversiones en ciencia de datos generan impacto, en parte debido a la falta de inversi\u00f3n en investigaci\u00f3n aplicada y m\u00e9todos de investigaci\u00f3n&#8221;. Adem\u00e1s, prevalece la falta de criterios aceptados globalmente para evaluar los activos de ciencia de datos, creando m\u00e1s barreras en el uso masivo de la ciencia de datos y los beneficios que tiene seg\u00fan el contexto de cada pa\u00eds. Pero, sin duda, uno de los principales retos que enfrenta la ciencia de datos en salud, es la poca visibilidad y alcance, lo que dificulta que los tomadores de decisiones en los pa\u00edses conozcan el ecosistema completo de los datos que est\u00e1n a su disposici\u00f3n. El documento muestra c\u00f3mo la ciencia de datos puede contribuir a fortalecer el sistema de salud: Identificaci\u00f3n de problemas: Los administradores del sistema de salud y otras partes interesadas identifican preguntas que pueden ser cient\u00edficas de datos y que pueden ser informadas usando datos. Captura de datos: Los datos son capturados a trav\u00e9s de herramientas de Salud Digital por el personal de salud de primera l\u00ednea o administradores de sistemas de salud. Los datos tambi\u00e9n se integran de fuentes de datos no espec\u00edficas de salud. Transformaci\u00f3n de datos: Los datos se procesan, analizan y visualizan para crear informaci\u00f3n relevante y procesable para los responsables de la toma de decisiones y las pol\u00edticas. Datos de impacto: Los tomadores de decisiones implementan medidas basadas en datos para aumentar la efectividad, la eficiencia o el alcance del desempe\u00f1o del sistema de salud. Mejoras en el sistema de salud: Las mejoras en los sistemas de salud conducen a una atenci\u00f3n m\u00e9dica responsable, asequible, accesible y confiable. Los autores proponen, para acelerar el uso adecuado de las herramientas y los enfoques de la ciencia de datos, un intercambio a trav\u00e9s de una plataforma para conocer diferentes activos de ciencia de datos y c\u00f3mo los activos de datos se pueden aprovechar de manera m\u00e1s eficiente en los sistemas de salud. \u201cUn intercambio de ciencia de datos en salud ser\u00eda un espacio virtual para reunir a las partes interesadas con activos de ciencia de datos, orientaci\u00f3n operativa, casos de uso y otros recursos que apoyan el fortalecimiento de los sistemas de salud de bajos recursos\u201d. El documento muestra ejemplos de c\u00f3mo a trav\u00e9s de ciencia de datos y tecnolog\u00edas digitales ayudaron a crear una estrategia para la salud materna y de los reci\u00e9n nacidos en India, y c\u00f3mo a trav\u00e9s de an\u00e1lisis de datos, las autoridades sanitarias lograron erradicar la malaria en Zambia. BIBLIOGRAF\u00cdA DIGITAL SUARE https:\/\/static1.squarespace.com\/static\/5f15f15723bfd63224f767bc\/t\/5f764dd15465b01d701d9d53\/1601588692413\/HealthDataScienceExchange_Complete+Resource.pdf<\/p>","protected":false},"author":1,"featured_media":10058,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[156,154],"tags":[145],"class_list":["post-10057","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-big-data","category-comunidades-conectadas","tag-noticias"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/posts\/10057","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/comments?post=10057"}],"version-history":[{"count":0,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/posts\/10057\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/media\/10058"}],"wp:attachment":[{"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/media?parent=10057"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/categories?post=10057"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/saluddigital.com\/en\/wp-json\/wp\/v2\/tags?post=10057"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}