{"id":"W4401792566","doi":"10.1093/europace/euae221","title":"Pulsed-field- vs. cryoballoon-based pulmonary vein isolation: lessons from repeat procedures","year":2024,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council Canada; Deutsche Herzstiftung; Universität Hamburg; Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft; Fondation Leducq; Deutsches Zentrum für Herz-Kreislaufforschung; European Commission; British Heart Foundation; Biosense Webster; University of Birmingham; Medtronic; Boehringer Ingelheim; Novartis; Medical Research Council; Bayer; St. Jude Medical; Abbott Laboratories","keywords":"Pulmonary vein; Medicine; Ablation; Atrial fibrillation; Catheter ablation; Atrial tachycardia; Internal medicine; Catheter; Cardiology; Nuclear medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006521483,0.0005190602,0.001128842,0.0006977906,0.0003801073,0.001575761,0.001356968,0.001618896,0.001797305],"category_scores_gemma":[0.02435129,0.0001923032,0.0007993634,0.0003755868,0.001409445,0.001961993,0.0006822519,0.002318003,0.0006825601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007583447,"about_ca_system_score_gemma":0.0006315591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000665124,"about_ca_topic_score_gemma":0.0008586691,"domain_scores_codex":[0.9980122,0.0007683127,0.000167228,0.0004901077,0.0004075367,0.0001546031],"domain_scores_gemma":[0.9871252,0.008089717,0.001405793,0.001331426,0.001180252,0.0008675727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00280842,0.0004730577,0.1495938,0.0009787839,0.0003554125,0.00715172,0.001532213,0.0009185023,0.003491483,0.002502728,0.008393644,0.8218003],"study_design_scores_gemma":[0.00105266,0.01517083,0.7476184,0.006087419,0.001225605,0.1129482,0.006931567,0.01196672,0.009351266,0.02954585,0.05761426,0.0004873606],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7899237,0.1583607,0.01647016,0.01790742,0.002500442,0.00009932875,0.000222382,0.0002725882,0.01424333],"genre_scores_gemma":[0.9455978,0.03544138,0.008122601,0.003074359,0.005990287,0.00007947603,0.0002522714,0.0001875001,0.001254413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006521483,"threshold_uncertainty_score":0.03448927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04193368991620054,"score_gpt":0.3381415076456206,"score_spread":0.2962078177294201,"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."}}