{"id":"W2993291422","doi":"10.1093/europace/euz326","title":"In search of durable pulmonary vein isolation","year":2019,"lang":"en","type":"letter","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Southlake Regional Health Center","funders":"","keywords":"Medicine; Pulmonary vein; Isolation (microbiology); Surgery; Cardiology; Atrial fibrillation; Bioinformatics","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":[0.0002427768,0.0001510576,0.0004002088,0.0003342315,0.00001438938,0.00001028581,0.00008599951,0.0002170392,0.0005381819],"category_scores_gemma":[0.0001065632,0.0001390629,0.0001186847,0.0002931643,0.00002501199,0.00009290392,0.00006360406,0.000603379,0.0005864915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005733536,"about_ca_system_score_gemma":0.00005712839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000566172,"about_ca_topic_score_gemma":9.193876e-7,"domain_scores_codex":[0.9987391,0.000120502,0.0003051546,0.0002443566,0.0003830928,0.0002078483],"domain_scores_gemma":[0.9992706,0.0001880779,0.0001249282,0.0003347864,0.00006347976,0.00001812588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001119619,0.000005627984,0.05062065,0.0009530564,0.00003528505,0.0004234536,0.00007583488,0.00007076104,0.001507135,0.00002983447,0.9458749,0.0002914614],"study_design_scores_gemma":[0.0005105238,0.00007971704,0.02365242,0.0001442211,0.00004716222,0.00001079539,0.00001594292,0.0007726197,0.000162784,0.00002002475,0.9744583,0.000125428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01036261,0.0003368319,0.0001219658,0.9345099,0.0007112083,0.0008438284,0.000008019518,0.00003971695,0.05306589],"genre_scores_gemma":[0.03356617,0.0002521265,0.0004341741,0.2086535,0.007948114,0.000001968759,0.0004542954,0.0001186973,0.748571],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7258565,"threshold_uncertainty_score":0.7538358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05552134818699796,"score_gpt":0.3220895454061394,"score_spread":0.2665681972191414,"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."}}