{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004412849,0.0004362252,0.0004257669,0.001339122,0.0001838526,0.0007605014,0.0005507224,0.0006988845,0.0006677674],"category_scores_gemma":[0.0306772,0.0002497839,0.0005620326,0.000541,0.0003959644,0.000451648,0.0006366434,0.0005516441,0.0002782887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002271031,"about_ca_system_score_gemma":0.0001912786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009674734,"about_ca_topic_score_gemma":0.0009080406,"domain_scores_codex":[0.9954918,0.001985269,0.0006361292,0.0008189241,0.0008908755,0.0001771276],"domain_scores_gemma":[0.9698077,0.0183105,0.006991114,0.001181238,0.003123185,0.0005863238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002407078,0.00001359909,0.9917181,0.00002257512,0.0001205384,0.00004301789,0.0000567098,0.0002458899,0.0004696281,0.00001149811,0.0001030351,0.006954601],"study_design_scores_gemma":[0.00001417079,0.0003317957,0.9933144,0.00002273919,0.00009814225,0.001200125,0.00007089101,0.00401952,0.0006622685,0.00005245292,0.0002022502,0.00001118497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960759,0.001254021,0.00155546,0.00007481559,0.00004044147,0.000008555432,0.0003056704,0.00003666406,0.0006483192],"genre_scores_gemma":[0.9988865,0.00008740912,0.0006707149,0.00001752036,0.00002952229,0.000004086912,0.0002578594,0.000003654558,0.00004275703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004412849,"threshold_uncertainty_score":0.02333766,"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."}}