{"id":"W4387338277","doi":"10.1016/j.cjca.2023.06.065","title":"CATHETER ABLATION IS ASSOCIATED WITH SIGNIFICANT IMPROVEMENTS IN QUALITY OF LIFE AND REDUCTIONS IN HEALTHCARE RESOURCE USE THAT MAY JUSTIFY HIGHER COSTS","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Catheter ablation; Health care; Resource use; Atrial fibrillation; Intensive care medicine; Resource (disambiguation); Ablation; Quality of life (healthcare); Catheter; Surgery; Cardiology; Nursing; Environmental resource management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001091146,0.0002572881,0.0005216967,0.0005885591,0.0004517421,0.001347988,0.0003026348,0.001000658,0.01078056],"category_scores_gemma":[0.007313415,0.0001006418,0.001009201,0.001048109,0.0003486928,0.0004390746,0.000734897,0.001566327,0.001564116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001625231,"about_ca_system_score_gemma":0.002290855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01108159,"about_ca_topic_score_gemma":0.02030824,"domain_scores_codex":[0.9985211,0.00042647,0.000125721,0.0001142925,0.0006123967,0.0002000279],"domain_scores_gemma":[0.9936566,0.002278594,0.001990975,0.0001876687,0.001079908,0.0008061876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001427506,0.001397184,0.1577526,0.002863132,0.002648263,0.0009484793,0.0001506188,0.002570437,0.004608653,0.01372064,0.08632535,0.7255871],"study_design_scores_gemma":[0.0003437808,0.001377803,0.8564437,0.001634147,0.001098571,0.002473159,0.0003962595,0.002086066,0.0008900806,0.01290436,0.120249,0.0001031821],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.392098,0.2139634,0.0115368,0.1486828,0.007107944,0.0002109027,0.007014373,0.0003863413,0.2189995],"genre_scores_gemma":[0.9131423,0.0496837,0.005011739,0.01178444,0.006478211,0.00009845033,0.004029508,0.00006313489,0.00970853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01108159,"threshold_uncertainty_score":0.03606462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1409456378498878,"score_gpt":0.3493438136717016,"score_spread":0.2083981758218139,"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."}}