{"id":"W2969211651","doi":"10.1111/jocs.14194","title":"Atrial fibrillation: Current and emerging surgical strategies","year":2019,"lang":"en","type":"review","venue":"Journal of Cardiac Surgery","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Intensive care medicine; Management of atrial fibrillation; Surgical procedures; Review article; Stroke (engine); Surgery; General surgery; Cardiology; Pathology","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":[0.000943555,0.0007299891,0.0009414815,0.002907552,0.0003179135,0.001117847,0.0006688247,0.0009120622,0.002826833],"category_scores_gemma":[0.002148806,0.000223285,0.0007091333,0.002021136,0.000614856,0.00153953,0.0005716351,0.001361383,0.0007365338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005716129,"about_ca_system_score_gemma":0.001977075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163299,"about_ca_topic_score_gemma":0.002326437,"domain_scores_codex":[0.9995224,0.00008315716,0.0001349056,0.00008133439,0.0001451431,0.00003309562],"domain_scores_gemma":[0.9988537,0.0006792708,0.0001722593,0.00002134252,0.0002210715,0.00005224355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005879242,0.00004611705,0.0005856302,0.03324596,0.0001249655,0.0002298362,0.00009322264,0.0003009373,0.0003687509,0.003445701,0.02611922,0.9353809],"study_design_scores_gemma":[0.00003506488,0.0001840035,0.003870141,0.05272147,0.0006573252,0.00564929,0.0004235539,0.0003303606,0.0003475287,0.006755695,0.9289751,0.00005056817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008839014,0.9986731,0.00006764593,0.0005383897,0.0001655625,0.000002439781,0.000009158513,0.000003964976,0.0004514292],"genre_scores_gemma":[0.000582922,0.9986674,0.0001211858,0.0002280872,0.0002969645,0.000002889786,0.00001267959,7.897214e-7,0.00008716048],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002907552,"threshold_uncertainty_score":0.009456694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138953968378265,"score_gpt":0.4132634234786615,"score_spread":0.2743094551003966,"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."}}