{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009850953,0.00023487,0.004217725,0.0005225341,0.00001324372,0.00001041286,0.00007347084,0.0001935431,0.0001305371],"category_scores_gemma":[0.0005771315,0.0001932142,0.002337414,0.0004347888,0.00001549571,0.00009940702,0.00004194771,0.0002810138,0.000002994271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007903,"about_ca_system_score_gemma":0.004287427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3588535,"about_ca_topic_score_gemma":0.1228601,"domain_scores_codex":[0.9962884,0.0002980069,0.002238597,0.0001656456,0.0008567393,0.0001526803],"domain_scores_gemma":[0.9949954,0.002279274,0.002106924,0.0001909903,0.0002537956,0.000173652],"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":[0.000934837,0.00000341748,0.3151508,0.0015564,0.001521401,0.0002221767,0.00005589787,0.0002984693,0.000001506019,0.00001329273,0.04649957,0.6337422],"study_design_scores_gemma":[0.0003078455,0.00004095173,0.02554773,0.005219988,0.001413747,0.00001807986,0.0000104841,0.000002101531,0.000002633631,0.000003703552,0.9672959,0.0001368762],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0084726,0.986932,0.000007154801,0.0003122031,0.003015025,0.0006096471,0.0001212885,0.000003569835,0.0005264651],"genre_scores_gemma":[0.003311491,0.9922598,0.0000960146,0.00001081489,0.003914953,3.379635e-7,0.0002118087,0.00002696735,0.000167806],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9207963,"threshold_uncertainty_score":0.8931454,"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."}}