{"id":1320,"date":"2021-01-29T00:50:04","date_gmt":"2021-01-29T00:50:04","guid":{"rendered":"https:\/\/zevainnovations.com\/?p=1320"},"modified":"2021-05-24T04:49:17","modified_gmt":"2021-05-24T04:49:17","slug":"duplicated-moments-of-magic-a-divided-dressing-room-and-burnt-bridges-how-mesut-ozil-left-arsenal-wanting-more-1241-4","status":"publish","type":"post","link":"https:\/\/zevainnovations.com\/duplicated-moments-of-magic-a-divided-dressing-room-and-burnt-bridges-how-mesut-ozil-left-arsenal-wanting-more-1241-4\/","title":{"rendered":"Data Processing for Disease-Treatment Relations"},"content":{"rendered":"\n<p>The Machine Learning (ML) field has gained its momentum in almost any domain of research and just recently has become a reliable tool in the medical domain. The empirical domain of automatic learning is used in tasks such as medical decision support, medical imaging, protein-protein interaction, extraction of medical knowledge, and overall patient management care.<\/p>\n\n\n\n<p>ML is envisioned as a tool by which computer-based systems can be integrated into the healthcare field in order to get better, more efficient medical care. <\/p>\n\n\n\n<p>We describe an ML-based methodology for building an application that is capable of identifying and disseminating healthcare information.<\/p>\n\n\n\n<p>It extracts sentences from published medical papers that mention diseases and treatments and identifies semantic relations that exist between diseases and treatments.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"797\" src=\"https:\/\/zevainnovations.com\/wp-content\/uploads\/2021\/02\/ML-Health-1024x797.png\" alt=\"\" class=\"wp-image-1576\" srcset=\"https:\/\/zevainnovations.com\/wp-content\/uploads\/2021\/02\/ML-Health-1024x797.png 1024w, https:\/\/zevainnovations.com\/wp-content\/uploads\/2021\/02\/ML-Health-300x233.png 300w, https:\/\/zevainnovations.com\/wp-content\/uploads\/2021\/02\/ML-Health-768x598.png 768w, https:\/\/zevainnovations.com\/wp-content\/uploads\/2021\/02\/ML-Health.png 1343w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Our evaluation results for these tasks show that the proposed methodology obtains reliable outcomes that could be integrated into an application to be used in the medical care domain. <\/p>\n\n\n\n<p>The potential value of this article stands in the ML settings that we propose and in the fact that we outperform previous results on the same data set.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Machine Learning (ML) field has gained its momentum in almost any domain of research and just recently has become a reliable tool in the medical domain. The empirical domain of automatic learning is used in tasks such as medical decision support, medical imaging, protein-protein interaction, extraction of medical knowledge, and overall patient management care. [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":1577,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"right-sidebar","site-content-layout":"boxed-container","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/posts\/1320"}],"collection":[{"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/comments?post=1320"}],"version-history":[{"count":4,"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/posts\/1320\/revisions"}],"predecessor-version":[{"id":1625,"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/posts\/1320\/revisions\/1625"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/media\/1577"}],"wp:attachment":[{"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/media?parent=1320"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/categories?post=1320"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zevainnovations.com\/wp-json\/wp\/v2\/tags?post=1320"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}