{"id":"W4403226930","doi":"10.1016/j.cjca.2024.08.104","title":"COMPARATIVE ANALYSIS OF A WEARABLE ELECTROCARDIOGRAPH REPORTING TECHNOLOGY AND HOLTER MONITOR IN CARDIAC MONITORING: A PROSPECTIVE STUDY","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Holter monitor; Cardiac monitoring; Wearable computer; Cardiology; Internal medicine; Electrocardiography; Embedded system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004923732,0.001020205,0.00113656,0.001534911,0.0008568485,0.001823732,0.0008539733,0.001997274,0.002278484],"category_scores_gemma":[0.01069991,0.0009245895,0.001999648,0.001862947,0.001124513,0.001991547,0.0009325569,0.001517878,0.0008027656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008236133,"about_ca_system_score_gemma":0.0007610542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003921978,"about_ca_topic_score_gemma":0.003713395,"domain_scores_codex":[0.9961787,0.001705387,0.0004111991,0.0007221584,0.0006231243,0.0003593465],"domain_scores_gemma":[0.9896591,0.005314515,0.001816543,0.0008533773,0.001560629,0.0007959375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01403701,0.001777548,0.9784605,0.00007232528,0.000783449,0.000230033,0.0006354288,0.00007712971,0.001122612,0.00006842319,0.00006154298,0.002673921],"study_design_scores_gemma":[0.000432004,0.01710811,0.9786732,0.00002721632,0.0008421652,0.0003471521,0.001381645,0.0004222119,0.0003890448,0.00005226283,0.0002900829,0.00003495595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990222,0.0004409233,0.0001479842,0.00001297803,0.00001738742,0.00003491739,0.00006949579,0.000001802883,0.0002522297],"genre_scores_gemma":[0.9992067,0.0001798378,0.0001510025,0.00003047297,0.00002902786,0.00003872699,0.0001600263,0.000004633261,0.0001994583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004923732,"threshold_uncertainty_score":0.02603948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571138979330264,"score_gpt":0.2643667296849379,"score_spread":0.2486553398916353,"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."}}