{"id":1311,"date":"2019-05-01T17:58:23","date_gmt":"2019-05-01T16:58:23","guid":{"rendered":"http:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/?page_id=1311"},"modified":"2019-06-26T10:03:30","modified_gmt":"2019-06-26T09:03:30","slug":"ml-epilepsy-project","status":"publish","type":"page","link":"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/ml-epilepsy-project\/","title":{"rendered":"ML Epilepsy Project"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\"  style='background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;'><div class=\"fusion-builder-row fusion-row \"><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_3_5  fusion-three-fifth fusion-column-first 3_5\"  style='margin-top:0px;margin-bottom:20px;width:60%;width:calc(60% - ( ( 4% ) * 0.6 ) );margin-right: 4%;'>\n\t\t\t\t\t<div class=\"fusion-column-wrapper\" style=\"padding: 0px 30px 0px 30px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"  data-bg-url=\"\">\n\t\t\t\t\t\t<div class=\"fusion-title title fusion-sep-none fusion-title-size-one\" style=\"margin-top:0px;margin-bottom:31px;\"><h1 class=\"title-heading-left\">Machine Learning to Predict Epilepsy Surgery Outcome<\/h1><\/div><div class=\"fusion-title title fusion-sep-none fusion-title-size-six\" style=\"margin-top:0px;margin-bottom:31px;\"><h6 class=\"title-heading-left\">Led by <a href=\"https:\/\/iris.ucl.ac.uk\/iris\/browse\/profile?upi=JSDUN52\">Prof. John Duncan<\/a>, and linked to the EpiNav project, led by <a href=\"https:\/\/www.kcl.ac.uk\/people\/professor-sebastien-ourselin\">Prof. Seb Ourselin<\/a> at KCL.<\/h6><\/div><div class=\"fusion-text\"><p>Around 16 million people worldwide have refractory focal epilepsy, not responding adequately to any combination of medical treatments. A proportion of these respond absolutely and unequivocally to epilepsy surgery, when the epileptogenic zone is resected and the patient becomes entirely seizure free. Currently there are limited features to indicate prognosis post-resection. One good prognostic indicator is mesial temporal lobe epilepsy, which has the highest rate of post-operative seizure freedom. This interdisciplinary project brings together clinical neurology and epilepsy surgery with text mining and machine learning to analyse thousands of records of patients evaluated for epilepsy surgery of whom 1,033 underwent epilepsy surgery, with the aim of enhancing our predictive power of post-surgical seizure-freedom. The objective is using personalised medicine to increase the current proportion (34%) of patients becoming seizure free at all follow up years.<\/p>\n<\/div><div class=\"fusion-title title fusion-sep-none fusion-title-size-three\" style=\"margin-top:10vh;margin-bottom:31px;\"><h3 class=\"title-heading-left\">FUNDED BY:<\/h3><\/div><div class=\"fusion-image-carousel fusion-image-carousel-auto\" id=\"project-funders\"><div class=\"fusion-carousel\" data-autoplay=\"no\" data-columns=\"5\" data-itemmargin=\"13\" data-itemwidth=\"180\" data-touchscroll=\"no\" data-imagesize=\"auto\"><div class=\"fusion-carousel-positioner\"><ul class=\"fusion-carousel-holder\"><li class=\"fusion-carousel-item\"><div class=\"fusion-carousel-item-wrapper\"><div class=\"fusion-image-wrapper hover-type-none\"><a href=\"https:\/\/wellcome.ac.uk\/\" target=\"_self\"><img width=\"300\" height=\"285\" src=\"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2019\/03\/Wellcome_Trust_logo.svg_-1.png\" class=\"attachment-full size-full\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2019\/03\/Wellcome_Trust_logo.svg_-1-200x190.png 200w, https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2019\/03\/Wellcome_Trust_logo.svg_-1.png 300w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/div><\/div><\/li><li class=\"fusion-carousel-item\"><div class=\"fusion-carousel-item-wrapper\"><div class=\"fusion-image-wrapper hover-type-none\"><a href=\"https:\/\/www.ucl.ac.uk\/interventional-surgical-sciences\" target=\"_self\"><img width=\"400\" height=\"121\" src=\"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2018\/12\/Weiss_small.png\" class=\"attachment-full size-full\" alt=\"\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2018\/12\/Weiss_small-200x61.png 200w, https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2018\/12\/Weiss_small-300x91.png 300w, https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2018\/12\/Weiss_small.png 400w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/a><\/div><\/div><\/li><li class=\"fusion-carousel-item\"><div class=\"fusion-carousel-item-wrapper\"><div class=\"fusion-image-wrapper hover-type-none\"><a href=\"https:\/\/epsrc.ukri.org\/\" target=\"_self\"><img width=\"300\" height=\"120\" src=\"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2019\/03\/sponsorfullres-e1552488933400.png\" class=\"attachment-full size-full\" alt=\"\" decoding=\"async\" loading=\"lazy\" \/><\/a><\/div><\/div><\/li><\/ul><\/div><\/div><\/div><div class=\"fusion-clearfix\"><\/div>\n\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><div  class=\"fusion-layout-column fusion_builder_column fusion_builder_column_2_5  fusion-two-fifth fusion-column-last 2_5\"  style='margin-top:0px;margin-bottom:20px;width:40%;width:calc(40% - ( ( 4% ) * 0.4 ) );'>\n\t\t\t\t\t<div class=\"fusion-column-wrapper\" style=\"padding: 0px 0px 0px 0px;background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;\"  data-bg-url=\"\">\n\t\t\t\t\t\t<span class=\"fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2019\/03\/EpiNav.jpg\" width=\"\" height=\"\" alt=\"\" title=\"EpiNav\" class=\"img-responsive wp-image-1266\" srcset=\"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2019\/03\/EpiNav-200x150.jpg 200w, https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2019\/03\/EpiNav-400x300.jpg 400w, https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2019\/03\/EpiNav-600x450.jpg 600w, https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-content\/uploads\/sites\/47\/2019\/03\/EpiNav.jpg 800w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/span><div class=\"fusion-clearfix\"><\/div>\n\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":121,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-json\/wp\/v2\/pages\/1311"}],"collection":[{"href":"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-json\/wp\/v2\/users\/121"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-json\/wp\/v2\/comments?post=1311"}],"version-history":[{"count":9,"href":"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-json\/wp\/v2\/pages\/1311\/revisions"}],"predecessor-version":[{"id":1426,"href":"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-json\/wp\/v2\/pages\/1311\/revisions\/1426"}],"wp:attachment":[{"href":"https:\/\/wp.cs.ucl.ac.uk\/mattclarkson\/wp-json\/wp\/v2\/media?parent=1311"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}