{"id":"W3111944144","doi":"10.1161/circoutcomes.120.007094","title":"Economic Evaluation of Catheter Ablation of Atrial Fibrillation in Patients with Heart Failure With Reduced Ejection Fraction","year":2020,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research","keywords":"Medicine; Ejection fraction; Hazard ratio; Atrial fibrillation; Catheter ablation; Cardiology; Internal medicine; Heart failure; Ablation; Confidence interval; Randomized controlled trial; Cost effectiveness","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001110238,0.0001473864,0.0006563298,0.0001758154,0.00004346534,0.00001415171,0.00002245179,0.0001028872,0.0000325399],"category_scores_gemma":[0.0002441307,0.0001214961,0.0003858299,0.0002427334,0.00004467983,0.0003540883,0.00001247956,0.00007129327,0.000002774697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001490982,"about_ca_system_score_gemma":0.00007720222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009920037,"about_ca_topic_score_gemma":0.00001575499,"domain_scores_codex":[0.9979679,0.0003078687,0.0005785527,0.0002990221,0.0007480842,0.00009854629],"domain_scores_gemma":[0.9989729,0.000092615,0.0003334645,0.0002422381,0.0003050422,0.00005377602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004755318,0.000005439993,0.9066234,0.0001228677,0.0005003444,5.394245e-8,0.0001572592,0.08982422,0.00008838021,0.00008128824,0.00000245474,0.002118807],"study_design_scores_gemma":[0.005843796,0.0001619589,0.9876282,0.00004804159,0.0008843213,5.657583e-7,0.0001388666,0.004769193,0.0001952413,0.00003918943,0.0001567922,0.0001338073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956064,0.0001274962,0.002245104,0.0007007049,0.00006326329,0.001167429,0.000006905137,0.00002447442,0.00005823914],"genre_scores_gemma":[0.9990971,0.000008923038,0.0005250824,0.00003072772,0.0001817105,0.000002176356,0.0001368927,0.00001544277,0.000001920467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08505503,"threshold_uncertainty_score":0.4954467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06948008847263079,"score_gpt":0.3237989430444455,"score_spread":0.2543188545718147,"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."}}