{"id":"W4386968516","doi":"10.1016/j.jval.2023.08.008","title":"Real-World Cost-Effectiveness of Pulmonary Vein Isolation for Atrial Fibrillation: A Target Trial Approach","year":2023,"lang":"en","type":"article","venue":"Value in Health","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Servier; Schweizerische Herzstiftung; Universität Basel; Biosense Webster; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Foundation for Cardiovascular Research; Daiichi Sankyo Europe; European Commission; Sanofi; AstraZeneca; Amgen; Pfizer; Boston Scientific Corporation; National Science Foundation","keywords":"Medicine; Context (archaeology); Cost effectiveness; Atrial fibrillation; Randomized controlled trial; Hazard ratio; Quality-adjusted life year; Observational study; Cohort; Incremental cost-effectiveness ratio; Internal medicine; Emergency medicine; Confidence interval; Intensive care medicine","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":[0.0030652,0.000131275,0.0005658296,0.0005656237,0.00008124604,0.00001066806,0.00005188898,0.0000813915,0.00001635918],"category_scores_gemma":[0.0004202687,0.0001254481,0.0002523027,0.001206963,0.00002474682,0.0001116263,0.00003560288,0.0000797437,0.00001005616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002263895,"about_ca_system_score_gemma":0.0002725439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008874245,"about_ca_topic_score_gemma":0.000003199179,"domain_scores_codex":[0.9980303,0.0004103114,0.0007056853,0.0002892427,0.0002582924,0.0003061899],"domain_scores_gemma":[0.9981517,0.00121696,0.0002757594,0.0002098761,0.00007584326,0.00006982948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.1567235,0.00006160174,0.4732557,0.009938064,0.0002210497,0.000008585984,0.0007247045,0.3099979,0.0003148718,0.03385003,0.001383106,0.01352082],"study_design_scores_gemma":[0.08218388,0.001540163,0.3458112,0.0005516463,0.00009890853,0.000003098099,0.0002295369,0.5343208,0.000142844,0.005212435,0.02957192,0.0003335672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9256545,0.0008053634,0.01551524,0.005452041,0.003743253,0.04055705,0.0001001695,0.0005820463,0.007590358],"genre_scores_gemma":[0.9905642,0.0001804123,0.003247954,0.00002241857,0.002787072,0.00005174094,0.0008413463,0.00003979878,0.002265006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2243229,"threshold_uncertainty_score":0.5115626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1724954474430679,"score_gpt":0.4085436308525736,"score_spread":0.2360481834095057,"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."}}