{"id":"W4404467753","doi":"10.1001/jama.2024.24438","title":"Pulmonary Vein Isolation With Optimized Linear Ablation vs Pulmonary Vein Isolation Alone for Persistent AF","year":2024,"lang":"en","type":"article","venue":"JAMA","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute; Prompt (Canada)","funders":"","keywords":"Medicine; Atrial tachycardia; Pulmonary vein; Atrial fibrillation; Ablation; Cardiology; Atrial flutter; Internal medicine; Sinus rhythm; Randomized controlled trial; Catheter ablation; Radiofrequency ablation; Surgery","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":[0.0003910103,0.0002156143,0.0003353162,0.0002856777,0.0001453161,0.0001123257,0.00005991849,0.0001631191,0.0001867133],"category_scores_gemma":[0.0001137084,0.0001771205,0.0002715822,0.0004001942,0.00003202838,0.0005834321,0.00003293281,0.0001516976,0.00009314356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001493395,"about_ca_system_score_gemma":0.00006906203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002150646,"about_ca_topic_score_gemma":0.000002105229,"domain_scores_codex":[0.9985449,0.00004773435,0.0004007864,0.0004045634,0.0003584237,0.0002435351],"domain_scores_gemma":[0.9991629,0.000209018,0.0001175088,0.0002415376,0.0001750534,0.0000939984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.1119771,0.0006369863,0.1683487,0.007723866,0.004583449,0.0008911317,0.005557655,0.1253292,0.05703401,0.01164271,0.0309458,0.4753294],"study_design_scores_gemma":[0.002868247,0.0006123992,0.02544914,0.0002793151,0.0005537144,0.0000548864,0.0002370379,0.9167985,0.000288262,0.0001840862,0.05240565,0.0002687549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4369304,0.004317492,0.3978132,0.1086331,0.002790896,0.009575098,0.0001018263,0.001920372,0.0379176],"genre_scores_gemma":[0.9633467,0.00007600657,0.01739594,0.0002815811,0.002385501,0.00003392641,0.001059762,0.00006310552,0.01535755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7914693,"threshold_uncertainty_score":0.7222765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613495985611406,"score_gpt":0.297202356410022,"score_spread":0.261067396553908,"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."}}