{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005802952,0.0001843392,0.000153901,0.0003718963,0.0001393383,0.0004523504,0.0001650977,0.0003631316,0.002535221],"category_scores_gemma":[0.003915218,0.0001043585,0.0002827869,0.0002268359,0.0001675444,0.0001976381,0.0002904744,0.0004569915,0.0002559247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008331161,"about_ca_system_score_gemma":0.000129899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005304582,"about_ca_topic_score_gemma":0.0008562164,"domain_scores_codex":[0.9997923,0.0000690814,0.00002791061,0.00003659856,0.00003787772,0.00003631939],"domain_scores_gemma":[0.9971629,0.0008007787,0.001262345,0.0001064658,0.0001872674,0.0004803488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001372087,0.00001994427,0.9978834,0.00000724555,0.00001778691,0.00004703051,0.000009595738,0.00003762603,0.0001277196,0.00001141495,0.00006517844,0.001635786],"study_design_scores_gemma":[0.000007272957,0.00008671221,0.999042,0.00001114915,0.00001822801,0.000297306,0.00002978777,0.0003677683,0.00005110023,0.00003355091,0.00005331654,0.000001769681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984561,0.0005604257,0.0001326997,0.00009912491,0.00001109832,0.000004888307,0.000122033,0.00000397143,0.0006097065],"genre_scores_gemma":[0.9996502,0.00008278542,0.00004984767,0.00001100929,0.00001987112,0.000001538971,0.00007983141,6.765396e-7,0.0001040942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002535221,"threshold_uncertainty_score":0.008481145,"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."}}