{"id":"W4309484852","doi":"10.1016/j.hroo.2022.11.003","title":"Cost-effectiveness of atrial fibrillation screening in Canadian community practice","year":2022,"lang":"en","type":"article","venue":"Heart Rhythm O2","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bristol-Myers Squibb (Canada); Université Laval; Université de Montréal; Montreal Heart Institute; BC Innovation Council; University of British Columbia","funders":"Berlin Mathematical School; Bristol-Myers Squibb","keywords":"Medicine; Cohort; Quality-adjusted life year; Cost effectiveness; Atrial fibrillation; Epidemiology; Cohort study; Health care; Population; Cost-effectiveness analysis; Cost–benefit analysis; Emergency medicine; Intensive care medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002263728,0.00007702292,0.0002573598,0.0002634051,0.0002480255,0.000008864627,0.00003173174,0.00003570377,0.0001979336],"category_scores_gemma":[0.0007866366,0.00008553262,0.0001168815,0.0004434189,0.00002242797,0.0001333381,0.00007665109,0.000268471,0.000008866999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002172643,"about_ca_system_score_gemma":0.0002087344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2002731,"about_ca_topic_score_gemma":0.02261396,"domain_scores_codex":[0.9982068,0.0009969065,0.0002392551,0.0001043918,0.0002527976,0.0001998712],"domain_scores_gemma":[0.9985601,0.0009759942,0.00008354044,0.0002144322,0.00006745082,0.0000985092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001672284,0.000006398655,0.976274,0.0001231504,0.00007131777,0.00003671601,0.0004961446,0.01471306,0.0001438778,0.001463953,0.0002890416,0.004710037],"study_design_scores_gemma":[0.001983612,0.0001851778,0.6244246,0.00004480719,0.00005337179,0.0001065008,0.0007850414,0.001390878,0.00008522888,0.00006048121,0.3707903,0.00009002662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912394,0.000289638,0.0001614049,0.003132631,0.0003769968,0.001500926,0.00001748527,0.00003549521,0.003245968],"genre_scores_gemma":[0.9985537,0.00001051426,0.0006771975,0.0001828274,0.0003063513,0.000004078343,0.00009301109,0.00001267479,0.0001596366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3705013,"threshold_uncertainty_score":0.9952208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1268205344580239,"score_gpt":0.3912787707979519,"score_spread":0.264458236339928,"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."}}