{"id":7878,"date":"2025-05-29T12:44:39","date_gmt":"2025-05-29T04:44:39","guid":{"rendered":"https:\/\/medicine.nus.edu.sg\/bch\/?page_id=7878"},"modified":"2025-05-29T12:47:46","modified_gmt":"2025-05-29T04:47:46","slug":"phm5019-precision-population-health","status":"publish","type":"page","link":"https:\/\/medicine.nus.edu.sg\/bch\/phm5019-precision-population-health\/","title":{"rendered":"PHM5019 &#8211; Precision Population Health"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"7878\" class=\"elementor elementor-7878\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1a7af21 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1a7af21\" 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-top-column elementor-element elementor-element-1f1c220\" data-id=\"1f1c220\" data-element_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-946348f elementor-widget elementor-widget-spacer\" data-id=\"946348f\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-6d4c434 elementor-widget elementor-widget-heading\" data-id=\"6d4c434\" data-element_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\">Course Overview<\/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-43faf36 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"43faf36\" 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-top-column elementor-element elementor-element-85384c6\" data-id=\"85384c6\" data-element_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-f96a0ef elementor-widget elementor-widget-text-editor\" data-id=\"f96a0ef\" data-element_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-size: 14pt; color: #000000;\"><span lang=\"EN-GB\">This course focuses on AI-enhanced Precision Population Health: Innovations and Applications and explores how artificial intelligence, big data, and digital health technologies are transforming population health and public health strategies. It will examine how AI-driven analytics, precision medicine, and advanced decision-making tools can enhance disease prevention, health promotion, and health system efficiency. Through real-world case studies, students will analyze the ethical and equity implications of AI in public health and explore its applications across diverse populations. Interactive discussions, case analyses, and practical exercises will equip students with the skills to critically assess and apply AI-driven Precision Population Health approaches to contemporary health challenges.<\/span>\u00a0<\/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-8bc5c98 elementor-widget elementor-widget-spacer\" data-id=\"8bc5c98\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-89981aa elementor-widget elementor-widget-heading\" data-id=\"89981aa\" data-element_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\">Learning Outcomes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ded01ca elementor-widget elementor-widget-text-editor\" data-id=\"ded01ca\" data-element_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-size: 14pt; color: #000000;\"><span style=\"font-size: 14pt; color: #000000;\"><span lang=\"EN-GB\">1. <\/span><b><span lang=\"EN-GB\">Understand and articulate<\/span><\/b><span lang=\"EN-GB\"> the principles and key concepts of AI-driven Precision Population Health, including its integration with public health frameworks, artificial intelligence, big data, digital health, and precision medicine.<\/span><\/span><\/span><\/p><p><span lang=\"EN-GB\" style=\"color: #000000;\"><span style=\"font-size: 14pt;\">2.<\/span> <\/span><b style=\"color: #000000; font-size: 14pt;\"><span lang=\"EN-GB\">Analyze and evaluate<\/span><\/b><span lang=\"EN-GB\" style=\"color: #000000; font-size: 14pt;\"> real-world case studies to illustrate the application of AI and data-driven technologies in Precision Population Health for disease prevention, health promotion, and health system optimization.<\/span><span style=\"color: #000000; font-size: 14pt;\">\u00a0<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\"><span lang=\"EN-GB\">3. <\/span><b><span lang=\"EN-GB\">Critically assess <\/span><\/b><span lang=\"EN-GB\">the ethical, social, and equity implications of AI-driven Precision Population Health approaches, with a focus on mitigating health disparities and ensuring responsible implementation.<\/span>\u00a0<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\"><span dir=\"LTR\"><\/span><span lang=\"EN-GB\">4. <\/span><b><span lang=\"EN-GB\">Apply AI and data science concepts<\/span><\/b><span lang=\"EN-GB\"> to identify innovative Precision Population Health solutions for contemporary global and population health challenges.<\/span><\/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-4c49a3c elementor-widget elementor-widget-spacer\" data-id=\"4c49a3c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-1797eb7 elementor-widget elementor-widget-heading\" data-id=\"1797eb7\" data-element_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\">Course Outline<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a0e2f5 elementor-widget elementor-widget-text-editor\" data-id=\"9a0e2f5\" data-element_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-size: 14pt; color: #000000;\">1. Introduction to Precision Population Health and the role of AI<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\">2. Digital Health Technologies and Personalised Health in Precision Population Health<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\">3. Population Health and Disease Prevention<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\">4. AI, Big Data, and Decision-Making in Precision Population Health<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\">5. Genomics and Precision Medicine in Population Health<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\">6. Economics, Ethical and Policy Considerations in Precision Population Health<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\">7. Health Equity, Social Determinants of Health and Precision Population Health<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\">8. Real-World Applications of AI in Precision Population Health<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\">9. Implementation Science and Evaluating AI-driven Precision Population Health<\/span><\/p><p><span style=\"font-size: 14pt; color: #000000;\">10. Leadership, Innovation and Future of Precision Population Health<\/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-bdf22c5 elementor-widget elementor-widget-spacer\" data-id=\"bdf22c5\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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 class=\"elementor-element elementor-element-b49c198 elementor-widget elementor-widget-heading\" data-id=\"b49c198\" data-element_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\">Course Coordinators<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-2794ccc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2794ccc\" 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-50 elementor-inner-column elementor-element elementor-element-beec95b\" data-id=\"beec95b\" data-element_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-7dad186 elementor-cta--layout-image-left elementor-cta--skin-classic elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"7dad186\" data-element_type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"https:\/\/sph.nus.edu.sg\/faculty-directory\/tan-clive\/\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/medicine.nus.edu.sg\/bch\/wp-content\/uploads\/sites\/13\/2025\/05\/Clive-Tan.png);\" role=\"img\" aria-label=\"Clive-Tan\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tDr Clive Tan\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tSenior Consultant (Public Health), Tan Tock Seng Hospital, National Healthcare Group<br><br>Adjunct Assistant Professor, Saw See Hock School of Public Health, NUS\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item \">\n\t\t\t\t\t<span class=\"elementor-cta__button elementor-button elementor-size-\">\n\t\t\t\t\t\tProfile\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-b7d65af\" data-id=\"b7d65af\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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>Course Overview This course focuses on AI-enhanced Precision Population Health: Innovations and Applications and explores how artificial intelligence, big data,&#8230;<\/p>\n","protected":false},"author":8259,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-7878","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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