{"id":"W4220754233","doi":"10.1161/circulationaha.121.058636","title":"Atrial Fibrillation Ablation: Aiming to Improve Quantity and Quality of Life","year":2022,"lang":"en","type":"letter","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; University of British Columbia","funders":"","keywords":"Medicine; Atrial fibrillation; Population; Quality of life (healthcare); Cardiac electrophysiology; Catheter ablation; Cardiac arrhythmia; Internal medicine; Cardiology; Gerontology; Nursing","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":[0.002495403,0.0006172124,0.001659722,0.0006453183,0.003941376,0.004128058,0.001032103,0.03824653,0.006698033],"category_scores_gemma":[0.02365302,0.0003980655,0.001062035,0.0009362043,0.002422283,0.003917818,0.001678542,0.03928519,0.004728104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004176411,"about_ca_system_score_gemma":0.005327024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005652625,"about_ca_topic_score_gemma":0.00971704,"domain_scores_codex":[0.9971786,0.0008292423,0.0004433593,0.0002995368,0.0008306385,0.0004186052],"domain_scores_gemma":[0.9901563,0.004578684,0.0006208254,0.0002194207,0.001853853,0.002570861],"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":[0.00007292785,0.00009447506,0.002090983,0.00009595184,0.00003499873,0.001881248,0.000158279,0.00008156766,0.0002155654,0.004614937,0.9670793,0.02357977],"study_design_scores_gemma":[0.0005919009,0.000235334,0.00873425,0.001178285,0.0001385045,0.01218979,0.001446788,0.001502203,0.0003773627,0.04268791,0.9307609,0.0001567326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003001455,0.0006762794,0.00004762266,0.9908999,0.00665204,0.00000314235,0.00001865834,0.000007368093,0.001394808],"genre_scores_gemma":[0.006765195,0.002051607,0.0002902027,0.9082797,0.07913692,0.00003058375,0.00003596982,0.00001653066,0.003393153],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03824653,"threshold_uncertainty_score":0.03030211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1155237408686281,"score_gpt":0.3557787727228696,"score_spread":0.2402550318542415,"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."}}