{"id":3576,"date":"2025-11-25T11:13:19","date_gmt":"2025-11-25T10:13:19","guid":{"rendered":"https:\/\/neuraldesigner.com\/solution\/medical-diagnosis\/"},"modified":"2026-02-05T13:00:32","modified_gmt":"2026-02-05T12:00:32","slug":"medical-diagnosis","status":"publish","type":"solution","link":"https:\/\/www.neuraldesigner.com\/solutions\/medical-diagnosis\/","title":{"rendered":"Medical diagnosis using machine learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3576\" class=\"elementor elementor-3576\" data-elementor-post-type=\"solution\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c0f9aca e-grid e-con-boxed e-con e-parent\" data-id=\"c0f9aca\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-462ee0a elementor-widget elementor-widget-heading\" data-id=\"462ee0a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Introduction<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d83ba26 elementor-widget elementor-widget-text-editor\" data-id=\"d83ba26\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<section><p>Studying physiological data, environmental influences, and genetic factors allows practitioners to diagnose diseases early and effectively.<\/p><p>Machine learning allows us to build models associating various variables with a disease.<\/p><p>The data science and machine learning platform <a href=\"https:\/\/www.neuraldesigner.com\/\">Neural Designer<\/a>\u00a0combines different data types into a single model to better diagnose diseases.<\/p><\/section><p><!-- Objectives --><\/p><p><!-- Benefits --><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ef5410 elementor-widget elementor-widget-heading\" data-id=\"2ef5410\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Contents<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-697fdbe e-con-full e-flex e-con e-child\" data-id=\"697fdbe\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-12ba9c4 e-grid e-con-full e-con e-child\" data-id=\"12ba9c4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b33b09f elementor-align-center elementor-widget elementor-widget-button\" data-id=\"b33b09f\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#objectives\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">1. Objectives<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7118dda elementor-align-center elementor-widget elementor-widget-button\" data-id=\"7118dda\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#benefits\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">2. Benefits<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f4ad366 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"f4ad366\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#approach\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">3. Approach<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ebcc9ed elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ebcc9ed\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#conclusions\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">4. Conclusions<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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 class=\"elementor-element elementor-element-e0c7ed3 elementor-widget elementor-widget-heading\" data-id=\"e0c7ed3\" data-element_type=\"widget\" id=\"objectives\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1. Objectives<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9ceb1b elementor-widget elementor-widget-text-editor\" data-id=\"d9ceb1b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The analysis of clinical data enables us to understand the biological mechanisms that underlie diseases and how risk factors influence their development.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fdb92a2 elementor-widget elementor-widget-image\" data-id=\"fdb92a2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"419\" src=\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity-diagram-medical-diagnosis.svg\" class=\"attachment-large size-large wp-image-20087\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b955e5 elementor-widget elementor-widget-text-editor\" data-id=\"4b955e5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Thankfully, a large amount of data is currently available to clinicians. These data range from clinical symptoms to various biochemical assays and outputs of imaging devices.<\/p><p>These are some examples of types of data that could be useful to make an accurate medical diagnosis using machine learning:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5cdc4c1 elementor-widget elementor-widget-text-editor\" data-id=\"5cdc4c1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><b>Disease data:<\/b> Physiological measurements and information about known diseases or symptoms that an individual has experienced.<\/li><li><b>Environmental data:<\/b> Information about an individual\u2019s environmental exposures, such as smoking, sunbathing, weather conditions, etc.<\/li><li><b>Genetic data:<\/b> All or critical parts of the DNA sequence of an individual.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b14a986 e-grid e-con-full e-con e-child\" data-id=\"b14a986\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-be3dbbe e-con-full e-flex e-con e-child\" data-id=\"be3dbbe\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-424a9f9 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"424a9f9\" data-element_type=\"widget\" id=\"benefits\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2. Benefits<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ea5d8fb e-grid e-con-full e-con e-child\" data-id=\"ea5d8fb\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3b242d5 e-con-full e-flex e-con e-child\" data-id=\"3b242d5\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64e7e7e elementor-widget elementor-widget-heading\" data-id=\"64e7e7e\" data-element_type=\"widget\" id=\"titulo_1\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2.1. Find risk factors<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8b3989 elementor-widget elementor-widget-text-editor\" data-id=\"c8b3989\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Discover which variables are most closely associated with a patient\u2019s risk of developing a disease and how they may influence its progression.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c319876 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"c319876\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-thumbs-up\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M466.27 286.69C475.04 271.84 480 256 480 236.85c0-44.015-37.218-85.58-85.82-85.58H357.7c4.92-12.81 8.85-28.13 8.85-46.54C366.55 31.936 328.86 0 271.28 0c-61.607 0-58.093 94.933-71.76 108.6-22.747 22.747-49.615 66.447-68.76 83.4H32c-17.673 0-32 14.327-32 32v240c0 17.673 14.327 32 32 32h64c14.893 0 27.408-10.174 30.978-23.95 44.509 1.001 75.06 39.94 177.802 39.94 7.22 0 15.22.01 22.22.01 77.117 0 111.986-39.423 112.94-95.33 13.319-18.425 20.299-43.122 17.34-66.99 9.854-18.452 13.664-40.343 8.99-62.99zm-61.75 53.83c12.56 21.13 1.26 49.41-13.94 57.57 7.7 48.78-17.608 65.9-53.12 65.9h-37.82c-71.639 0-118.029-37.82-171.64-37.82V240h10.92c28.36 0 67.98-70.89 94.54-97.46 28.36-28.36 18.91-75.63 37.82-94.54 47.27 0 47.27 32.98 47.27 56.73 0 39.17-28.36 56.72-28.36 94.54h103.99c21.11 0 37.73 18.91 37.82 37.82.09 18.9-12.82 37.81-22.27 37.81 13.489 14.555 16.371 45.236-5.21 65.62zM88 432c0 13.255-10.745 24-24 24s-24-10.745-24-24 10.745-24 24-24 24 10.745 24 24z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-105e31a e-con-full e-flex e-con e-child\" data-id=\"105e31a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6f95744 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"6f95744\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2.2. Increase diagnosis efficiency<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e7d8bb elementor-widget elementor-widget-text-editor\" data-id=\"4e7d8bb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Machine learning detects diseases earlier, allowing timely intervention and improving patient care.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-82e0e9a elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"82e0e9a\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-first-aid\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0 80v352c0 26.5 21.5 48 48 48h48V32H48C21.5 32 0 53.5 0 80zm128 400h320V32H128v448zm64-248c0-4.4 3.6-8 8-8h56v-56c0-4.4 3.6-8 8-8h48c4.4 0 8 3.6 8 8v56h56c4.4 0 8 3.6 8 8v48c0 4.4-3.6 8-8 8h-56v56c0 4.4-3.6 8-8 8h-48c-4.4 0-8-3.6-8-8v-56h-56c-4.4 0-8-3.6-8-8v-48zM528 32h-48v448h48c26.5 0 48-21.5 48-48V80c0-26.5-21.5-48-48-48z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3816c65 e-con-full e-flex e-con e-child\" data-id=\"3816c65\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28134a1 elementor-widget elementor-widget-heading\" data-id=\"28134a1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2.3. Reduce unnecesary hospital visits<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38e969b elementor-widget elementor-widget-text-editor\" data-id=\"38e969b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Machine learning helps determine when a patient truly needs medical attention.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1bda5be elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"1bda5be\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-hospital\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M128 244v-40c0-6.627 5.373-12 12-12h40c6.627 0 12 5.373 12 12v40c0 6.627-5.373 12-12 12h-40c-6.627 0-12-5.373-12-12zm140 12h40c6.627 0 12-5.373 12-12v-40c0-6.627-5.373-12-12-12h-40c-6.627 0-12 5.373-12 12v40c0 6.627 5.373 12 12 12zm-76 84v-40c0-6.627-5.373-12-12-12h-40c-6.627 0-12 5.373-12 12v40c0 6.627 5.373 12 12 12h40c6.627 0 12-5.373 12-12zm76 12h40c6.627 0 12-5.373 12-12v-40c0-6.627-5.373-12-12-12h-40c-6.627 0-12 5.373-12 12v40c0 6.627 5.373 12 12 12zm180 124v36H0v-36c0-6.627 5.373-12 12-12h19.5V85.035C31.5 73.418 42.245 64 55.5 64H144V24c0-13.255 10.745-24 24-24h112c13.255 0 24 10.745 24 24v40h88.5c13.255 0 24 9.418 24 21.035V464H436c6.627 0 12 5.373 12 12zM79.5 463H192v-67c0-6.627 5.373-12 12-12h40c6.627 0 12 5.373 12 12v67h112.5V112H304v24c0 13.255-10.745 24-24 24H168c-13.255 0-24-10.745-24-24v-24H79.5v351zM266 64h-26V38a6 6 0 0 0-6-6h-20a6 6 0 0 0-6 6v26h-26a6 6 0 0 0-6 6v20a6 6 0 0 0 6 6h26v26a6 6 0 0 0 6 6h20a6 6 0 0 0 6-6V96h26a6 6 0 0 0 6-6V70a6 6 0 0 0-6-6z\"><\/path><\/svg>\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f194f58 elementor-widget elementor-widget-heading\" data-id=\"f194f58\" data-element_type=\"widget\" id=\"approach\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Approach<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b37819 elementor-widget elementor-widget-text-editor\" data-id=\"0b37819\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Machine learning can improve disease diagnosis and patient care, but it often requires programming skills and specialized equipment.<\/p><p>Tools like Neural Designer simplify this process, enabling healthcare professionals to analyze clinical data, identify key variable relationships, build predictive models, and test them on new cases without coding.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5aba0ee e-con-full e-flex e-con e-child\" data-id=\"5aba0ee\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5e8a518 e-con-full e-flex e-con e-child\" data-id=\"5e8a518\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8c460c2 elementor-widget__width-initial boton_descarga elementor-widget elementor-widget-button\" data-id=\"8c460c2\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.neuraldesigner.com\/downloads\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-download\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M216 0h80c13.3 0 24 10.7 24 24v168h87.7c17.8 0 26.7 21.5 14.1 34.1L269.7 378.3c-7.5 7.5-19.8 7.5-27.3 0L90.1 226.1c-12.6-12.6-3.7-34.1 14.1-34.1H192V24c0-13.3 10.7-24 24-24zm296 376v112c0 13.3-10.7 24-24 24H24c-13.3 0-24-10.7-24-24V376c0-13.3 10.7-24 24-24h146.7l49 49c20.1 20.1 52.5 20.1 72.6 0l49-49H488c13.3 0 24 10.7 24 24zm-124 88c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20zm64 0c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Download<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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 class=\"elementor-element elementor-element-180220d elementor-widget elementor-widget-heading\" data-id=\"180220d\" data-element_type=\"widget\" id=\"conclusions\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4. Conclusions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38e5e3f elementor-widget elementor-widget-text-editor\" data-id=\"38e5e3f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>The study of relevant factors and different types of data jointly allows practitioners to diagnose diseases more effectively.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0883b19 elementor-widget elementor-widget-heading\" data-id=\"0883b19\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">References<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7055467 elementor-widget elementor-widget-text-editor\" data-id=\"7055467\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S093336570100077X?via%3Dihub\" rel=\"nofollow\">Kononenko, I. (2001). Machine learning for medical diagnosis: history, state of the art and perspective. Artificial Intelligence in Medicine, 23(1), 89-109<\/a>.<a style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\" href=\"https:\/\/www.researchgate.net\/profile\/Marcelo_Gagliano\/publication\/321151498_Applications_of_Machine_Learning_in_Medical_Diagnosis\/links\/5a10aff1458515cc5aa80512\/Applications-of-Machine-Learning-in-Medical-Diagnosis.pdf\" rel=\"nofollow\">Gagliano, M., Van Pham, J., Tang, B., Kashif, H., &amp; Ban, J. Applications of Machine Learning in Medical Diagnosis<\/a><span style=\"background-color: transparent; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight );\">.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31f740d elementor-widget elementor-widget-heading\" data-id=\"31f740d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related posts<\/h2>\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},"author":13,"featured_media":1928,"template":"","categories":[],"tags":[38],"class_list":["post-3576","solution","type-solution","status-publish","has-post-thumbnail","hentry","tag-healthcare"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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