{"id":"W3107323282","doi":"10.1093/ehjci/ehaa946.0383","title":"Frequent premature atrial complexes and risk of concurrent atrial fibrillation","year":2020,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Ambulatory; Premature atrial contraction; Ambulatory ECG; Internal medicine; Cardiology; Reproducibility; Population; Electrocardiography","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":[0.0006813561,0.0002626229,0.0003593656,0.0006754833,0.0002564141,0.0007337578,0.000325043,0.0004775503,0.002087643],"category_scores_gemma":[0.00569271,0.0001857916,0.0004729403,0.0009062112,0.0001844962,0.0003727866,0.0003833415,0.0005912447,0.0002280442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001243525,"about_ca_system_score_gemma":0.0002178333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001141846,"about_ca_topic_score_gemma":0.001110701,"domain_scores_codex":[0.999225,0.0001980878,0.0001438991,0.0002007055,0.0001536368,0.00007862604],"domain_scores_gemma":[0.9920514,0.002287342,0.003967609,0.0003398472,0.0005652605,0.0007885518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008522606,0.00001061928,0.9988475,0.000007703672,0.00003812083,0.00005634845,0.000008225235,0.00002416222,0.000066792,0.000004706058,0.0000372771,0.0008133247],"study_design_scores_gemma":[0.000007350597,0.00009412838,0.9986174,0.000008318996,0.00003635238,0.0006706336,0.0000288875,0.0003677674,0.00005341411,0.00003117047,0.00008171163,0.000002792274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980568,0.0008465927,0.0001972791,0.00005747871,0.0000167275,0.00000577146,0.0003462288,0.000006978108,0.0004659998],"genre_scores_gemma":[0.9994208,0.0001474223,0.0001232708,0.00001301286,0.00002816872,0.000004532141,0.0001827972,0.00000181986,0.00007832447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002087643,"threshold_uncertainty_score":0.006983876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1003027721299924,"score_gpt":0.3399285639781974,"score_spread":0.239625791848205,"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."}}