{"id":"W3197707079","doi":"10.1093/europace/euab192","title":"Using a smartwatch electrocardiogram to detect abnormalities associated with sudden cardiac arrest in young adults","year":2021,"lang":"en","type":"article","venue":"EP Europace","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Canadian Institutes of Health Research; Agence Nationale de la Recherche","keywords":"Medicine; Internal medicine; Cardiology; Hypertrophic cardiomyopathy; Cardiomyopathy; Brugada syndrome; Sudden cardiac death; Electrocardiography; Smartwatch; Sudden death; Heart failure","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002614919,0.000244965,0.0006254305,0.0001356992,0.0001029324,0.00003002971,0.00005767411,0.0001102251,0.00001745496],"category_scores_gemma":[0.0004138432,0.0002265566,0.0002154997,0.001027139,0.00005790656,0.00007289131,0.00005858566,0.000462208,0.00003345295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000167818,"about_ca_system_score_gemma":0.0002647541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002828996,"about_ca_topic_score_gemma":0.0007556704,"domain_scores_codex":[0.9979962,0.0003882485,0.0002264746,0.0004570684,0.0002779731,0.0006540612],"domain_scores_gemma":[0.9990696,0.0001310169,0.00006179621,0.0003657654,0.0002026614,0.0001691949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009449172,0.0005287497,0.4992664,0.0005042457,0.003740657,0.04085898,0.009750002,0.003659223,0.4193589,0.0002162872,0.005277696,0.007389726],"study_design_scores_gemma":[0.005748027,0.002453645,0.8940713,0.001683416,0.0008676699,0.002192378,0.001889935,0.0005056233,0.08560389,0.00008663475,0.003456133,0.001441369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944792,0.001012838,0.0001632061,0.0003332994,0.0003284358,0.0003438278,0.00001275111,0.0001083526,0.003218058],"genre_scores_gemma":[0.9974421,0.0001103881,0.0005453132,0.0003205141,0.0003833472,0.00002647595,0.0000477058,0.00005592086,0.001068227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3948049,"threshold_uncertainty_score":0.9238709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01032845896218581,"score_gpt":0.2471438319943221,"score_spread":0.2368153730321363,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}