{"id":"W2551972763","doi":"10.1016/j.jacep.2016.09.003","title":"Factors Associated With Cardiac Electrophysiologist Assessment and Catheter Ablation Procedures in Patients With Atrial Fibrillation","year":2016,"lang":"en","type":"article","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Cardiac electrophysiology; Atrial fibrillation; Cardiology; Ablation; Internal medicine; Catheter ablation; Incidence (geometry); Clinical electrophysiology; Hazard ratio; Electrophysiology; Confidence interval","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":[0.0002237431,0.0002599447,0.0007876889,0.0001290156,0.00007508194,0.00001510727,0.00005586521,0.0002305128,0.00002690615],"category_scores_gemma":[0.0005816678,0.0001297595,0.0001843832,0.0002594289,0.0001872547,0.0001468954,0.00003818446,0.000198322,0.000004005939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001762914,"about_ca_system_score_gemma":0.0001743242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001352777,"about_ca_topic_score_gemma":0.00002279131,"domain_scores_codex":[0.9979663,0.0002988944,0.0005567067,0.0005309245,0.0002464311,0.0004007046],"domain_scores_gemma":[0.9984383,0.0007430618,0.0003461175,0.000217586,0.0001591117,0.00009580679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002400302,0.0000312103,0.9914093,0.00001102785,0.0002920425,7.91204e-7,0.000009890866,0.00003393276,0.002463862,0.0002137384,0.00002760652,0.003106321],"study_design_scores_gemma":[0.005516651,0.007357792,0.9862048,0.00005434857,0.0001684404,1.023141e-7,0.000004447248,0.00006457038,0.00006404284,0.0002577355,0.0001018654,0.0002052105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981945,0.00003009729,0.00007475405,0.0005857486,0.0001020403,0.000889706,0.000007043207,0.00006745179,0.00004864672],"genre_scores_gemma":[0.9988185,0.0001154332,0.0001213831,0.00008558569,0.0005504012,0.000003411475,0.0001562292,0.00002989116,0.0001191296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007326582,"threshold_uncertainty_score":0.5291438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05223322461817127,"score_gpt":0.3597392824950676,"score_spread":0.3075060578768963,"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."}}