{"id":"W2527379957","doi":"10.1159/000470636","title":"Comparative Accuracy of Ambulatory ElectrocardiographicAnalysis Systems","year":2017,"lang":"en","type":"article","venue":"American Journal of Noninvasive Cardiology","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Dalhousie University","funders":"","keywords":"Medicine; Ambulatory; Electrocardiography; Cardiology; Ambulatory ECG; Internal medicine; Electrodiagnosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004169535,0.0003998701,0.0004598954,0.001281082,0.0002063506,0.001149345,0.0004366614,0.0007349958,0.000649823],"category_scores_gemma":[0.02308682,0.0002155446,0.0003153248,0.0005606015,0.0003425069,0.0004713152,0.0005381862,0.0002825869,0.0003915398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002958764,"about_ca_system_score_gemma":0.0001440531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006728692,"about_ca_topic_score_gemma":0.0008194408,"domain_scores_codex":[0.9930645,0.003167885,0.0007349328,0.001203967,0.001640211,0.0001886393],"domain_scores_gemma":[0.979472,0.01379663,0.001317944,0.001397815,0.003732847,0.0002827333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005709207,0.0001343886,0.7388945,0.0003625292,0.001063857,0.0002862811,0.000766864,0.003178916,0.03963384,0.000321385,0.001136409,0.2085119],"study_design_scores_gemma":[0.0002290836,0.001996252,0.9308009,0.00009285434,0.0005113012,0.002139735,0.0002173277,0.03332596,0.02796151,0.0004312439,0.002216349,0.00007735427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848158,0.002517278,0.009885579,0.0001214411,0.00009137201,0.00002629798,0.0004403339,0.0002825824,0.001819311],"genre_scores_gemma":[0.9947866,0.0002992186,0.004088112,0.00004622495,0.0000600972,0.00001600271,0.0003762633,0.0000268522,0.0003005918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004169535,"threshold_uncertainty_score":0.02205092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653250030394822,"score_gpt":0.3303454703841879,"score_spread":0.3038129700802397,"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."}}