{"id":"W2982743602","doi":"10.1016/j.jelectrocard.2019.11.040","title":"Prevalence of undiagnosed atrial fibrillation in elderly individuals and potential cost-effectiveness of non-invasive ambulatory electrocardiographic screening: The ASSERT-III study","year":2019,"lang":"en","type":"article","venue":"Journal of Electrocardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta; University of Toronto; McMaster University; Population Health Research Institute","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Atrial fibrillation; Ambulatory; Stroke (engine); Population; Internal medicine; Ambulatory ECG; Cost effectiveness; Emergency medicine; Pediatrics; Cardiology","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":[0.002658757,0.0001772338,0.001097685,0.0006082579,0.00003866804,0.000009772976,0.0001439973,0.0001420038,0.000006714162],"category_scores_gemma":[0.0003417414,0.0001268143,0.0005402196,0.0005064331,0.00009573978,0.0001481224,0.00005144973,0.0003004039,6.288351e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004482462,"about_ca_system_score_gemma":0.0002226796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002066532,"about_ca_topic_score_gemma":0.000004387551,"domain_scores_codex":[0.9973915,0.0008727619,0.0008356284,0.000211477,0.0004334298,0.0002552468],"domain_scores_gemma":[0.9972299,0.00134003,0.0008637795,0.0002234281,0.0002892404,0.00005360219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003347796,0.00001290196,0.9681328,0.0001866658,0.001471932,0.0000148243,0.000124581,0.003828236,0.0215719,0.00007380406,0.000006871051,0.001227687],"study_design_scores_gemma":[0.008486222,0.006570946,0.9808398,0.0001549934,0.000935183,0.0001236472,0.0002465728,0.00009265009,0.002234885,0.0001884344,0.00002687315,0.00009972748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951243,0.001473211,0.001074016,0.00009365805,0.0002143403,0.001951286,0.000001450179,0.000005267937,0.00006245847],"genre_scores_gemma":[0.9986505,0.0007745174,0.0000808326,0.00001191495,0.0004485501,0.000001783172,0.000003178158,0.00001491567,0.00001380509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01933702,"threshold_uncertainty_score":0.5171335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02392459665446767,"score_gpt":0.3158244458665411,"score_spread":0.2918998492120735,"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."}}