{"id":"W4405106074","doi":"10.1016/j.hrthm.2024.12.002","title":"Long-term outcomes of catheter ablation compared with medical therapy in atrial fibrillation","year":2024,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; University of British Columbia; Dalhousie University; Canadian VIGOUR Centre; University of Alberta","funders":"Nova Scotia Health Authority; Medtronic; Abbott Laboratories","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Cardiology; Term (time); Internal medicine; Medical therapy; Ablation; Ablation Therapy; Catheter; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002678675,0.0001727039,0.000476607,0.0005610992,0.0004374426,0.001025761,0.0005003936,0.000582441,0.001049498],"category_scores_gemma":[0.009850126,0.0001152902,0.0007633712,0.0008798908,0.0004449467,0.000435763,0.0005683378,0.001013577,0.0001099904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053947,"about_ca_system_score_gemma":0.001025959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00732508,"about_ca_topic_score_gemma":0.009019192,"domain_scores_codex":[0.9977461,0.00077159,0.000250425,0.0003469189,0.0006040584,0.0002808915],"domain_scores_gemma":[0.9886282,0.002779893,0.006078111,0.0002809413,0.0007017115,0.001531215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001515497,0.0001562405,0.9924493,0.00006930288,0.0005403084,0.00005215912,0.0000659806,0.0002067396,0.00009243922,0.0000641671,0.0002879098,0.004499868],"study_design_scores_gemma":[0.00009701191,0.0006878322,0.9980528,0.00002966209,0.0002472033,0.0001099488,0.0000665882,0.0003252749,0.00004758172,0.00009826167,0.0002301427,0.000007642165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995077,0.00289362,0.0001047825,0.0004739992,0.00003693562,0.00001206167,0.0005808049,0.000004720722,0.0008161042],"genre_scores_gemma":[0.9989472,0.0003639879,0.00004110546,0.00007386263,0.00004828745,0.000008123608,0.0004576405,0.000001041108,0.00005888383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00732508,"threshold_uncertainty_score":0.01456487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06120939499151275,"score_gpt":0.3574221309942022,"score_spread":0.2962127360026895,"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."}}