{"id":7230,"date":"2025-02-24T17:22:47","date_gmt":"2025-02-24T17:22:47","guid":{"rendered":"https:\/\/scai.kibu.ac.ke\/?p=7230"},"modified":"2025-12-24T02:35:00","modified_gmt":"2025-12-24T02:35:00","slug":"technology-for-predictive-health-monitoring-of-elderly-and-vulnerable-citizens-in-kenya-using-healthcare-4-0-a-theoretical-review","status":"publish","type":"post","link":"https:\/\/kibu.ac.ke\/scai\/technology-for-predictive-health-monitoring-of-elderly-and-vulnerable-citizens-in-kenya-using-healthcare-4-0-a-theoretical-review\/","title":{"rendered":"Technology for Predictive Health Monitoring of Elderly and Vulnerable Citizens in Kenya using Healthcare 4.0: A Theoretical Review"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7230\" class=\"elementor elementor-7230\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e0218ea elementor-section-full_width elementor-section-height-min-height elementor-section-items-stretch elementor-section-height-default\" data-id=\"e0218ea\" data-element_type=\"section\" id=\"ourgoal\">\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-73250a79\" data-id=\"73250a79\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-77eb374c elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"77eb374c\" data-element_type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Technology for Predictive Health Monitoring of Elderly and Vulnerable Citizens in Kenya using Healthcare 4.0: A Theoretical Review<\/h1>\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-4ad7dd40 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"4ad7dd40\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-456e89fc\" data-id=\"456e89fc\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-11f1317 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"11f1317\" data-element_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-33 elementor-inner-column elementor-element elementor-element-755c402a elementor-invisible\" data-id=\"755c402a\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;,&quot;animation_mobile&quot;:&quot;none&quot;}\">\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-75431482 elementor-widget__width-auto elementor-widget elementor-widget-heading\" data-id=\"75431482\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2023<\/h2>\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-33 elementor-inner-column elementor-element elementor-element-1a555942 elementor-invisible\" data-id=\"1a555942\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;,&quot;animation_mobile&quot;:&quot;none&quot;}\">\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-4a9facc2 elementor-widget elementor-widget-heading\" data-id=\"4a9facc2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">KIBU Authors<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c653df elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"8c653df\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Samuel Barasa<\/p><p>Yonah Etene<\/p>\t\t\t\t\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-33 elementor-inner-column elementor-element elementor-element-2d2073 elementor-invisible\" data-id=\"2d2073\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;,&quot;animation_mobile&quot;:&quot;none&quot;}\">\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-7f1438f8 elementor-tablet-align-left elementor-invisible elementor-widget elementor-widget-button\" data-id=\"7f1438f8\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" 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 elementor-animation-shrink\" href=\"https:\/\/ijcsmc.com\/docs\/papers\/August2023\/V12I8202310.pdf\">\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\">VIEW ON PUBLISHER SITE<\/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\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-inner-section elementor-element elementor-element-3c7cd8bc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3c7cd8bc\" data-element_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-inner-column elementor-element elementor-element-39b55ff5 elementor-invisible\" data-id=\"39b55ff5\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeIn&quot;,&quot;animation_mobile&quot;:&quot;none&quot;}\">\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-73bf9d9e elementor-widget elementor-widget-heading\" data-id=\"73bf9d9e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Abstract<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6442c252 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"6442c252\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>he traditional critical healthcare planning is based on periodic routine checks and a reactivestrategy of interventions whenever the individuals have entered high risk states (such as heart attacks orstrokes). The Healthcare 4.0 design is based on the principle of continuous predictive health monitoring suchthat the buildup process towards high risk states of individuals can be identified much before their criticallevels thus ensuring proactive interventions by the hospitals. Kenya has significant potential to adoptHealthcare 4.0 technology using traditional information and networking components. This researchinvestigates how Healthcare 4.0 can be used in predictive health monitoring of the elderly and vulnerablecitizens that individual hospitals can adopt for operational excellence. Desktop review methodology was used.The technical literature review was used to define an operations algorithm. The results suggest that severalcustomizations are needed in the traditional information and networking components to make them fit forpredictive health monitoring. The individuals under critical monitoring should not be allowed high mobilityas it has a negative effect on monitoring reliability and effectiveness. Healthcare 4.0 adoption in Kenya isfeasible. Its operational details need to be defined with several tiers of customized solutions for differentpatient classes. There are some limitations found in this research, which should be kept in mind whiledesigning and operating Healthcare 4.0 networks in Kenya.<\/p>\t\t\t\t\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>2023 KIBU Authors Samuel Barasa Yonah Etene VIEW ON PUBLISHER SITE Abstract he traditional critical healthcare planning is based on periodic routine checks and a reactivestrategy of interventions whenever the individuals have entered high risk states (such as heart attacks orstrokes). The Healthcare 4.0 design is based on the principle of continuous predictive health monitoring [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-7230","post","type-post","status-publish","format-standard","hentry","category-research-list"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Technology for Predictive Health Monitoring of Elderly and Vulnerable Citizens in Kenya using Healthcare 4.0: A Theoretical Review - School of Computing &amp; Informatics<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kibu.ac.ke\/scai\/technology-for-predictive-health-monitoring-of-elderly-and-vulnerable-citizens-in-kenya-using-healthcare-4-0-a-theoretical-review\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Technology for Predictive Health Monitoring of Elderly and Vulnerable Citizens in Kenya using Healthcare 4.0: A Theoretical Review - School of Computing &amp; Informatics\" \/>\n<meta property=\"og:description\" content=\"2023 KIBU Authors Samuel Barasa Yonah Etene VIEW ON PUBLISHER SITE Abstract he traditional critical healthcare planning is based on periodic routine checks and a reactivestrategy of interventions whenever the individuals have entered high risk states (such as heart attacks orstrokes). 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