{"id":"W2002131923","doi":"10.1093/europace/eus179","title":"Novel approach for atrial fibrillation ablation during open-heart surgery using cryoballoon technology","year":2012,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Fédération Française de Cardiologie","keywords":"Medicine; Atrial fibrillation; Pulmonary vein; Cardiology; Internal medicine; Ablation; Mitral regurgitation; Isolation (microbiology); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005440356,0.0004900441,0.0003324135,0.0006157699,0.0007337047,0.000774064,0.0008645069,0.0009559851,0.002633868],"category_scores_gemma":[0.0006498558,0.0002307891,0.000645207,0.0001381441,0.0006054094,0.0008958452,0.0009924571,0.0008697937,0.0007132898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003350788,"about_ca_system_score_gemma":0.0005668697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002797817,"about_ca_topic_score_gemma":0.0006820831,"domain_scores_codex":[0.9996487,0.00006308096,0.00002498633,0.0001020378,0.0001012058,0.00006003897],"domain_scores_gemma":[0.9997546,0.0000505698,0.00004546768,0.00003255238,0.00004505894,0.0000717279],"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":[0.001659534,0.001708982,0.03636813,0.001350643,0.0003604619,0.01848152,0.001070468,0.003303499,0.4063445,0.01144638,0.01185819,0.5060477],"study_design_scores_gemma":[0.003437387,0.01571932,0.1047753,0.001053795,0.00172051,0.3740234,0.001727924,0.1607992,0.1640559,0.04005054,0.1318893,0.000747567],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3433894,0.02696144,0.5828309,0.009006578,0.00303822,0.0008844027,0.0001879389,0.001253147,0.03244803],"genre_scores_gemma":[0.7837285,0.005908548,0.2023528,0.001342628,0.002559314,0.0004834029,0.0001401295,0.00004609942,0.003438615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002633868,"threshold_uncertainty_score":0.008811176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1379944927986173,"score_gpt":0.3576618474273245,"score_spread":0.2196673546287072,"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."}}