{"id":179018,"date":"2026-01-16T12:41:00","date_gmt":"2026-01-16T17:41:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/01\/16\/global-cancer-survival-gaps-assessed-using-a-country-level-machine-learning-framework\/"},"modified":"2026-01-16T12:45:10","modified_gmt":"2026-01-16T17:45:10","slug":"global-cancer-survival-gaps-assessed-using-a-country-level-machine-learning-framework","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/01\/16\/global-cancer-survival-gaps-assessed-using-a-country-level-machine-learning-framework\/","title":{"rendered":"Global Cancer Survival Gaps Assessed Using a Country-Level Machine Learning Framework"},"content":{"rendered":"<p><a href=\"https:\/\/ascopost.com\/news\/january-2026\/global-cancer-survival-gaps-assessed-using-a-country-level-machine-learning-framework\/\">Global Cancer Survival Gaps Assessed Using a Country-Level Machine Learning Framework<\/a><\/p>\n<p><a href=\"https:\/\/ascopost.com\/news\/january-2026\/global-cancer-survival-gaps-assessed-using-a-country-level-machine-learning-framework\/\">https:\/\/ascopost.com\/news\/january-2026\/global-cancer-survival-gaps-assessed-using-a-country-level-machine-learning-framework\/<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-01-16 12:41:00<\/a><\/p>\n<p>Source Domain: <a href=\"ascopost.com\">ascopost.com<\/a><\/p>\n<ul>\n<li>A machine learning model analyzed cancer mortality-to-incidence ratios and determined significant factors contributing to survival gaps in each country, as published in Annals of Oncology.<\/li>\n<li>Researchers used data from Global Cancer Observatory and health system indicators from various international organizations to train a predictive model with a tree-based algorithm.<\/li>\n<li>Key global determinants identified by the model include GDP per capita, radiotherapy centers per population, and the universal health coverage index.<\/li>\n<li>Model results varied by country, with specific recommendations including improvements in the healthcare workforce, health coverage, and economic investments.<\/li>\n<li>An online tool developed by researchers provides actionable insights and tailored recommendations for each country to prioritize health system investments for improved cancer outcomes.<\/li>\n<li>The model highlights the need for strategic allocation of health spending and the significant impact of universal health coverage and radiotherapy centers on cancer outcomes.<\/li>\n<li>The study aims to equip policymakers with data-driven roadmaps for reducing cancer mortality and addressing global health inequities effectively.<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Global Cancer Survival Gaps Assessed Using a Country-Level Machine Learning Framework https:\/\/ascopost.com\/news\/january-2026\/global-cancer-survival-gaps-assessed-using-a-country-level-machine-learning-framework\/ Publish Date: 2026-01-16&#8230;<\/p>\n","protected":false},"author":1,"featured_media":179019,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/ascopost.com\/media\/14025916\/world.jpeg","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-179018","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/179018"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=179018"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/179018\/revisions"}],"predecessor-version":[{"id":179020,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/179018\/revisions\/179020"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/179019"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=179018"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=179018"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=179018"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}