{"id":"W4388595528","doi":"10.1093/eurheartj/ehad655.438","title":"The current and future total health care costs of atrial fibrillation","year":2023,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta","funders":"","keywords":"Medicine; Ambulatory; Atrial fibrillation; Ambulatory care; Health care; Emergency medicine; Population; Benchmarking; Inpatient care; Resource use; Cohort; Environmental health; Internal medicine","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":[0.000599629,0.000356871,0.0002396334,0.001218571,0.0005600682,0.002023243,0.0006601696,0.0004516678,0.003880543],"category_scores_gemma":[0.003106798,0.000232118,0.0008840354,0.002635586,0.000349714,0.0008535698,0.0005949578,0.0008336711,0.0003943622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01150457,"about_ca_system_score_gemma":0.009866589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.508576,"about_ca_topic_score_gemma":0.5324394,"domain_scores_codex":[0.999143,0.0001676015,0.00008340463,0.00008413802,0.0003288528,0.0001930628],"domain_scores_gemma":[0.9988783,0.000133367,0.0002834188,0.00003252806,0.0004743944,0.0001979724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002649652,0.0001606283,0.7242594,0.0007649352,0.001233662,0.0005966615,0.0003818579,0.03642553,0.0003889221,0.04384068,0.07247491,0.1192079],"study_design_scores_gemma":[0.0001082685,0.0002058935,0.7386368,0.00209256,0.0009474623,0.002216724,0.002729972,0.1036982,0.0004453243,0.021376,0.1274149,0.0001279535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7643799,0.0307487,0.008257585,0.0289798,0.0006327407,0.0001759899,0.1128265,0.0002027141,0.05379612],"genre_scores_gemma":[0.9650294,0.01120029,0.002313376,0.0006908349,0.0002046047,0.00005567112,0.01692054,0.0000184622,0.003566744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.508576,"threshold_uncertainty_score":0.9886361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2663901485716745,"score_gpt":0.4380488530366106,"score_spread":0.1716587044649361,"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."}}