{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007561793,0.0002001294,0.001394512,0.004875136,0.00004489427,0.00004418572,0.0001561354,0.0001480006,0.000001332763],"category_scores_gemma":[0.0001236652,0.000197669,0.0003325295,0.003470554,0.0001358016,0.0001541207,0.00001804974,0.0005792454,0.000001026344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003385388,"about_ca_system_score_gemma":0.0002074013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004070739,"about_ca_topic_score_gemma":0.0003393397,"domain_scores_codex":[0.99819,0.0001162271,0.0009073619,0.0002330695,0.0001339413,0.0004194384],"domain_scores_gemma":[0.9990752,0.0001227533,0.0002118608,0.0001911563,0.0001963666,0.0002027029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009272029,0.000002138853,0.96118,0.00002711261,0.005535589,0.000515086,0.001204845,0.01683513,0.01401009,0.00003371707,0.00003498427,0.0006119773],"study_design_scores_gemma":[0.000440879,0.0006011316,0.9653683,0.000285204,0.002131541,0.000219113,0.007135321,0.0002036932,0.02223015,0.0004718953,0.0005142744,0.0003984619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819892,0.01451522,0.0008773025,0.00001511088,0.001029636,0.0002457903,0.00001068825,0.000026065,0.001290993],"genre_scores_gemma":[0.9991543,0.0001410063,0.0002225401,5.164084e-7,0.0004265601,0.0000264319,4.819588e-7,0.00002178516,0.000006398624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01716508,"threshold_uncertainty_score":0.8060707,"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."}}