{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001474818,0.0001815108,0.0002335457,0.0001401718,0.00009073904,0.0001159025,0.00009139545,0.00007914021,0.001005271],"category_scores_gemma":[0.0004321798,0.0001562383,0.0001674513,0.0003292334,0.00002589837,0.0001518418,0.00005021265,0.0001805309,0.0005422744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004409534,"about_ca_system_score_gemma":0.0001282697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005438947,"about_ca_topic_score_gemma":0.00001159618,"domain_scores_codex":[0.9987566,0.0000577272,0.0002552389,0.0004069023,0.0003152168,0.0002082664],"domain_scores_gemma":[0.9991567,0.0003023023,0.00004955455,0.0003273537,0.00005870546,0.0001053992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003795824,0.0001663423,0.4815521,0.002778371,0.0009056023,0.004642948,0.001329215,0.001558126,0.04903218,0.009552203,0.3400269,0.1046602],"study_design_scores_gemma":[0.001095033,0.0003312186,0.1542051,0.0005989296,0.0004219765,0.00002612783,0.0001211139,0.03859372,0.003545741,0.0007337542,0.7998827,0.0004445436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2451299,0.01254467,0.0253208,0.5368882,0.004323137,0.002222271,0.00006203663,0.002931452,0.1705775],"genre_scores_gemma":[0.9658162,0.0000987375,0.0008245743,0.002052382,0.001699801,0.000004010785,0.0001084084,0.00004670211,0.02934921],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7206863,"threshold_uncertainty_score":0.999908,"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."}}