{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005996774,0.0001866281,0.002494366,0.0005195387,0.0001661062,0.00002411309,0.0003697404,0.00006540171,0.000003822382],"category_scores_gemma":[0.0006658059,0.0001444977,0.001199424,0.0003099463,0.001069994,0.0001048105,0.00004745639,0.0003968381,0.000003350498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000724118,"about_ca_system_score_gemma":0.0002919133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004010633,"about_ca_topic_score_gemma":0.000003783781,"domain_scores_codex":[0.9981694,0.0003127129,0.0006913588,0.0002012285,0.0003490332,0.0002762155],"domain_scores_gemma":[0.9948112,0.0004238755,0.002571493,0.0006887238,0.001286016,0.0002187252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000420009,0.00005508624,0.9554257,0.00004142432,0.01444352,0.000848408,0.0002827375,0.001181724,0.02083999,0.00007317767,0.0006881285,0.005700089],"study_design_scores_gemma":[0.002387098,0.005871411,0.954391,0.0005106896,0.008928809,0.006302937,0.006428275,0.0002106642,0.01163924,0.00005616684,0.002828494,0.0004451795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934644,0.001826687,0.00195165,0.0002877517,0.0002990675,0.00007862733,0.000006637153,0.000007285882,0.002077879],"genre_scores_gemma":[0.9975206,0.001020216,0.00054521,0.00004498999,0.0008072677,0.000003591179,0.000002512947,0.00001414348,0.00004152093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009200742,"threshold_uncertainty_score":0.5892445,"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."}}