{"id":"W3088786178","doi":"10.1111/jocs.14989","title":"Costs of surgical ablation of atrial fibrillation in Ontario, Canada from 2006 to 2017","year":2020,"lang":"en","type":"review","venue":"Journal of Cardiac Surgery","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Island Health; Population Health Research Institute; McMaster University","funders":"","keywords":"Medicine; Atrial fibrillation; Randomized controlled trial; Ablation; Stroke (engine); Emergency medicine; Surgery; Cardiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002324105,0.0007034581,0.0009954771,0.003821774,0.001166862,0.001739339,0.001032882,0.0005536603,0.002656256],"category_scores_gemma":[0.01305558,0.0005214096,0.003526354,0.006879779,0.0006024862,0.0006618349,0.0008648468,0.000978847,0.0001313378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07992373,"about_ca_system_score_gemma":0.1028589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9875425,"about_ca_topic_score_gemma":0.9908257,"domain_scores_codex":[0.9966344,0.0005591969,0.0004853769,0.000248503,0.001691808,0.0003806862],"domain_scores_gemma":[0.9911975,0.001076791,0.002862885,0.0001074938,0.004105471,0.0006497831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002502384,0.0001233269,0.6845887,0.04244665,0.02076331,0.0007153571,0.001467573,0.01455157,0.0005666405,0.004966458,0.07479631,0.1525116],"study_design_scores_gemma":[0.0009731163,0.0002071716,0.8972378,0.01336873,0.01672765,0.0006825521,0.0009406046,0.005880436,0.0003987143,0.0009795189,0.06243768,0.0001660141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3133254,0.4290192,0.002512561,0.0229186,0.0006771852,0.0006904632,0.2089158,0.0001379571,0.02180274],"genre_scores_gemma":[0.8697777,0.1022468,0.002755052,0.001843402,0.0002110416,0.0003085097,0.02051234,0.00002946964,0.002315666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07992373,"threshold_uncertainty_score":0.57989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07112925905429128,"score_gpt":0.33402880852571,"score_spread":0.2628995494714187,"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."}}