{"id":"W4401008268","doi":"10.1093/europace/euae198","title":"Diagnostic reliability of monitoring for premature atrial and ventricular complexes","year":2024,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Vetenskapsrådet; Hjärt-Lungfonden; Svenska Sällskapet för Medicinsk Forskning","keywords":"Medicine; Ambulatory; Premature atrial contraction; Atrial fibrillation; Ambulatory ECG; Cardiology; Holter monitor; Internal medicine; Telemetry; Electrocardiography; Pediatrics","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":[0.0001901554,0.00006805798,0.0001696064,0.00004719186,0.00002803023,0.00001883865,0.00002367969,0.00002855077,0.00001381481],"category_scores_gemma":[0.001312255,0.0000528872,0.0001189736,0.0001204235,0.00002514035,0.00004488098,0.00003094391,0.00005157864,0.000005416766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000132699,"about_ca_system_score_gemma":0.00001196055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003474834,"about_ca_topic_score_gemma":1.24727e-7,"domain_scores_codex":[0.9994785,0.00002477037,0.0001491189,0.0001469583,0.0001163345,0.00008432926],"domain_scores_gemma":[0.9989616,0.0008193032,0.00003047711,0.000110571,0.00004074586,0.00003725008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005630157,0.0000139555,0.972985,0.005158215,0.0002206773,0.0001270181,0.0004911565,0.0003088104,0.00394122,0.003297514,0.006249011,0.006644436],"study_design_scores_gemma":[0.002550248,0.0004977544,0.6466294,0.0007792418,0.001006784,0.00002674796,0.0001362378,0.00220496,0.00618517,0.001177067,0.3385758,0.0002306072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865319,0.007249107,0.001164369,0.002826307,0.001004245,0.000876033,0.0000114734,0.00009746844,0.0002391437],"genre_scores_gemma":[0.9958411,0.0001673054,0.001295681,0.000007627317,0.001539758,0.000001377916,0.00000779183,0.00001330409,0.001126034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3323268,"threshold_uncertainty_score":0.2156677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04000389864647142,"score_gpt":0.337009447477858,"score_spread":0.2970055488313866,"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."}}