{"id":"W2124303977","doi":"10.1186/1865-1380-4-25","title":"Troponin utilization in patients presenting with atrial fibrillation/flutter to the emergency department: retrospective chart review","year":2011,"lang":"en","type":"article","venue":"International Journal of Emergency Medicine","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"York Central Hospital; Queen's University; University of Toronto","funders":"Heart and Stroke Foundation of Canada","keywords":"Medicine; Emergency department; Atrial fibrillation; Acute coronary syndrome; Troponin; Atrial flutter; Internal medicine; Retrospective cohort study; Flutter; Cardiology; Emergency medicine; Cohort; Medical emergency; Myocardial infarction","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009260222,0.0001644935,0.0003899836,0.000397081,0.00005418178,0.000003375083,0.0003074605,0.00004574222,0.006747935],"category_scores_gemma":[0.001369501,0.00009631018,0.000188906,0.0006301561,0.00004335913,0.0002218252,0.00006846711,0.0002998104,0.00003850213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002251203,"about_ca_system_score_gemma":0.00008874648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008366643,"about_ca_topic_score_gemma":0.00002203605,"domain_scores_codex":[0.9966216,0.0001444257,0.001185515,0.0002054136,0.001619941,0.0002231012],"domain_scores_gemma":[0.9965602,0.00002796556,0.0005505819,0.0002129209,0.002481691,0.0001666543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001299424,0.0000794383,0.8861037,0.0000494024,0.000594976,0.00003352628,0.0009196851,0.00002576272,0.00004596764,0.0001193484,0.1090927,0.001636068],"study_design_scores_gemma":[0.002392955,0.001395096,0.9125771,0.000792818,0.0002152677,0.00005153493,0.0001014085,0.00006685578,0.00007900491,0.0001236566,0.08208693,0.0001173711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8252058,0.01195521,0.003218571,0.1173106,0.01778699,0.003895585,0.00005049141,0.00004551538,0.02053129],"genre_scores_gemma":[0.9713432,0.02042227,0.0003252309,0.001380594,0.005251004,0.00001322882,0.00007050371,0.00004023386,0.001153794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1461373,"threshold_uncertainty_score":0.9941601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08429380021183329,"score_gpt":0.3858765093860079,"score_spread":0.3015827091741746,"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."}}