{"id":16792,"date":"2024-10-01T10:56:58","date_gmt":"2024-10-01T08:56:58","guid":{"rendered":"https:\/\/is.ijs.si\/?p=16792"},"modified":"2025-03-26T09:02:13","modified_gmt":"2025-03-26T08:02:13","slug":"speech-to-service-using-llms-to-facilitate-recording-of-services-in-healthcare","status":"publish","type":"post","link":"https:\/\/is.ijs.si\/?p=16792","title":{"rendered":"Speech-to-Service: Using LLMs to Facilitate Recording of Services in Healthcare"},"content":{"rendered":"\n<p>Maj Smerkol, Rok Susi\u010d, Mari\u0161a Ratajec, Helena Halbwachs and Anton Gradi\u0161ek<\/p>\n<p>Abstract<br \/>Digital tracking of services is one of the main administrative burdens of the healthcare staff. Here, we present a proof-of-concept<br \/>study of a so-called speech-to-service (S2S) system that is aimed<br \/>at facilitating recording of activities, extracting information from<br \/>the conversation between a healthcare provider and recipient.<br \/>The system comprises of a speech recorder, a diarization component, an LLM to interpret the conversation, and a recommendation system integrated in a smart tablet that records completed<br \/>activities and suggests possible other activities that may have<br \/>still be required. We tested the system on 350 conversations and<br \/>obtained 95% accuracy, 97% precision and 94% recall.<\/p>\n<p>\u00a0<\/p>\n\n\n\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/is.ijs.si\/wp-content\/uploads\/2024\/10\/SCAI_2024_paper_4550.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of SCAI_2024_paper_4550.\"><\/object><a id=\"wp-block-file--media-7e797041-94c9-4e85-a52a-2b019b6ae254\" href=\"https:\/\/is.ijs.si\/wp-content\/uploads\/2024\/10\/SCAI_2024_paper_4550.pdf\">SCAI_2024_paper_4550<\/a><a href=\"https:\/\/is.ijs.si\/wp-content\/uploads\/2024\/10\/SCAI_2024_paper_4550.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-7e797041-94c9-4e85-a52a-2b019b6ae254\">Download<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":29,"featured_media":24966,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[105,102],"tags":[],"class_list":["post-16792","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-doi-skui-2024","category-papers"],"_links":{"self":[{"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/posts\/16792","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/users\/29"}],"replies":[{"embeddable":true,"href":"https:\/\/is.ijs.si\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=16792"}],"version-history":[{"count":1,"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/posts\/16792\/revisions"}],"predecessor-version":[{"id":16794,"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/posts\/16792\/revisions\/16794"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/is.ijs.si\/index.php?rest_route=\/wp\/v2\/media\/24966"}],"wp:attachment":[{"href":"https:\/\/is.ijs.si\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16792"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/is.ijs.si\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16792"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/is.ijs.si\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16792"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}