{"id":459390,"date":"2026-02-03T22:24:21","date_gmt":"2026-02-03T21:24:21","guid":{"rendered":"https:\/\/medizinonline.com\/?p=459390"},"modified":"2026-02-03T22:24:39","modified_gmt":"2026-02-03T21:24:39","slug":"performance-of-a-fully-automated-ecg-model","status":"publish","type":"post","link":"https:\/\/medizinonline.com\/en\/performance-of-a-fully-automated-ecg-model\/","title":{"rendered":"Performance of a fully automated ECG model"},"content":{"rendered":"\n<p><strong>Despite guidelines, the standardized assessment of chest pain in the emergency department remains inconsistent, expensive and prone to misinterpretation. A retrospective two-center study approach published in <em>Open Heart <\/em>now presents a fully automated neural network (&#8220;Chest Pain-AI&#8221;, CP-AI) that links 12-channel ECG signals to age, gender and biomarker positivity and predicts a 7-day composite rate of severe cardiovascular diagnoses. In an external validation, CP-AI outperformed conventional models and reclassified a relevant proportion as &#8220;low risk&#8221; &#8211; with pre-fixed sensitivity of 98%.    <\/strong><\/p>\n\n<div class=\"pmpro\"><div class=\"pmpro_card pmpro_content_message\"><div class=\"pmpro_card_content\">Dieser Inhalt ist nur f\u00fcr Benutzer der Gruppe: Medizinische Fachperson zug\u00e4nglich <br \/><a href=\"https:\/\/medizinonline.com\/en\/my-account\/packages\/\">Jetzt beitreten<\/a><\/div><div class=\"pmpro_card_actions pmpro_font-medium\">Already a member? <a href=\"https:\/\/medizinonline.com\/en\/log-in\/?redirect_to=https%3A%2F%2Fmedizinonline.com%2Fen%2Fperformance-of-a-fully-automated-ecg-model%2F\">Log in here<\/a><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Despite guidelines, the standardized assessment of chest pain in the emergency department remains inconsistent, expensive and prone to misinterpretation. A retrospective two-center study approach published in Open Heart now presents&#8230;&hellip;... <\/p>\n<div class=\"pmpro\"><div class=\"pmpro_card pmpro_content_message\"><div class=\"pmpro_card_content\">Dieser Inhalt ist nur f\u00fcr Benutzer der Gruppe: Medizinische Fachperson zug\u00e4nglich <br \/><a href=\"https:\/\/medizinonline.com\/en\/my-account\/packages\/\">Jetzt beitreten<\/a><\/div><div class=\"pmpro_card_actions pmpro_font-medium\">Already a member? <a href=\"https:\/\/medizinonline.com\/en\/log-in\/?redirect_to=https%3A%2F%2Fmedizinonline.com%2Fen%2Fperformance-of-a-fully-automated-ecg-model%2F\">Log in here<\/a><\/div><\/div><\/div>","protected":false},"author":7,"featured_media":459391,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"pmpro_default_level":"","cat_1_feature_home_top":false,"cat_2_editor_pick":false,"csco_eyebrow_text":"AI-supported risk stratification for chest pain in the emergency room","footnotes":""},"category":[11359,11508,11299,11460,11548,11503],"tags":[76537,87402,87403,87404,87401],"powerkit_post_featured":[],"class_list":["post-459390","post","type-post","status-publish","format-standard","has-post-thumbnail","category-cardiology","category-education","category-emergency-and-intensive-care-medicine","category-prevention-and-health-care","category-rx-en","category-studies","tag-acute-care","tag-ai-ecg-research","tag-auroc","tag-biomarker-model","tag-ecg-model","pmpro-level-required","pmpro-level-1","pmpro-no-access"],"acf":[],"publishpress_future_action":{"enabled":false,"date":"2026-05-09 10:38:41","action":"change-status","newStatus":"draft","terms":[],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"wpml_current_locale":"en_US","wpml_translations":{"fr_FR":{"locale":"fr_FR","id":459384,"slug":"performance-dun-modele-decg-entierement-automatise","post_title":"Performance d'un mod\u00e8le d'ECG enti\u00e8rement automatis\u00e9","href":"https:\/\/medizinonline.com\/fr\/performance-dun-modele-decg-entierement-automatise\/"},"it_IT":{"locale":"it_IT","id":459387,"slug":"prestazioni-di-un-modello-di-ecg-completamente-automatizzato","post_title":"Prestazioni di un modello di ECG completamente automatizzato","href":"https:\/\/medizinonline.com\/it\/prestazioni-di-un-modello-di-ecg-completamente-automatizzato\/"},"pt_PT":{"locale":"pt_PT","id":459408,"slug":"desempenho-de-um-modelo-de-ecg-totalmente-automatizado","post_title":"Desempenho de um modelo de ECG totalmente automatizado","href":"https:\/\/medizinonline.com\/pt-pt\/desempenho-de-um-modelo-de-ecg-totalmente-automatizado\/"},"es_ES":{"locale":"es_ES","id":459435,"slug":"rendimiento-de-un-modelo-de-ecg-totalmente-automatizado","post_title":"Rendimiento de un modelo de ECG totalmente automatizado","href":"https:\/\/medizinonline.com\/es\/rendimiento-de-un-modelo-de-ecg-totalmente-automatizado\/"}},"_links":{"self":[{"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/posts\/459390","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/comments?post=459390"}],"version-history":[{"count":1,"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/posts\/459390\/revisions"}],"predecessor-version":[{"id":459392,"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/posts\/459390\/revisions\/459392"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/media\/459391"}],"wp:attachment":[{"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/media?parent=459390"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/category?post=459390"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/tags?post=459390"},{"taxonomy":"powerkit_post_featured","embeddable":true,"href":"https:\/\/medizinonline.com\/en\/wp-json\/wp\/v2\/powerkit_post_featured?post=459390"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}