{"id":"W4280498305","doi":"10.1093/europace/euac053.384","title":"Myocardial fibrosis predicts ventricular arrhythmias and sudden death after cardiac electronic device implantation","year":2022,"lang":"en","type":"article","venue":"EP Europace","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Internal medicine; Cardiology; Interquartile range; Clinical endpoint; Sudden cardiac death; Ventricular tachycardia; Hazard ratio; Ejection fraction; Ventricular fibrillation; Atrial fibrillation; Confidence interval; Myocardial fibrosis; Fibrosis; Heart failure; Clinical trial","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":[0.0002567481,0.0001530882,0.0003616745,0.0001056929,0.0002389195,0.00002673991,0.00001795269,0.00002933241,0.0000273454],"category_scores_gemma":[0.0001026055,0.0001509344,0.0001635538,0.0002652468,0.00002576162,0.00005384087,0.0001677789,0.0001980636,0.00003466926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001217722,"about_ca_system_score_gemma":0.000077431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003675758,"about_ca_topic_score_gemma":0.000001008592,"domain_scores_codex":[0.9986216,0.000180163,0.0001670114,0.0003114195,0.0004047574,0.0003149843],"domain_scores_gemma":[0.999392,0.0001070471,0.00006302554,0.0002712189,0.00006315137,0.0001035076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003112888,0.0001006126,0.8992356,0.0003981202,0.002108875,0.001533299,0.005729547,0.0008379456,0.004559692,0.0004932826,0.07564437,0.006245777],"study_design_scores_gemma":[0.001164005,0.0004213552,0.5299819,0.00002879262,0.0005772771,0.002465476,0.0004932233,0.00004577143,0.0004401163,0.00004014341,0.4640839,0.0002581509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765539,0.01296324,0.00007485978,0.0003925945,0.0003511749,0.000320565,0.0001043282,0.0001150054,0.009124299],"genre_scores_gemma":[0.9976735,0.0005323594,0.00007790166,0.0002887701,0.0004703141,0.00006473665,0.00005914605,0.0000298172,0.0008034251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3884395,"threshold_uncertainty_score":0.6154925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009879274126823292,"score_gpt":0.2458425777262547,"score_spread":0.2359633035994314,"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."}}