{"id":"W2040603541","doi":"10.1186/1471-227x-14-8","title":"Risk stratification of adult emergency department syncope patients to predict short-term serious outcomes after discharge (RiSEDS) study","year":2014,"lang":"en","type":"article","venue":"BMC Emergency Medicine","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; Queen's University; Ottawa Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research; University of Ottawa; Government of Canada; Heart and Stroke Foundation of Canada","keywords":"Medicine; Emergency department; Prospective cohort study; Emergency medicine; Myocardial infarction; Pulmonary embolism; Subarachnoid hemorrhage; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006455078,0.0004432558,0.001019655,0.0002536954,0.0000941094,0.00000330947,0.0002496817,0.00009683217,0.002051718],"category_scores_gemma":[0.0006782177,0.000329664,0.00042295,0.0004289824,0.00005776766,0.0001182107,0.00009466499,0.0001825317,0.0001109302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007177568,"about_ca_system_score_gemma":0.00006376049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003227958,"about_ca_topic_score_gemma":0.0008338826,"domain_scores_codex":[0.9960709,0.0002246608,0.001583091,0.0007193157,0.0009640973,0.0004379776],"domain_scores_gemma":[0.9976206,0.00003325844,0.0002826965,0.001232271,0.0004411999,0.0003899383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003067816,0.001433701,0.9841729,0.0001948109,0.0005570272,0.000002124023,0.001297646,0.00002197611,0.0001330754,0.00001397589,0.004560216,0.007305718],"study_design_scores_gemma":[0.003269633,0.001960991,0.9906049,0.0001140178,0.001206936,0.000001204709,0.0006399566,0.00009977903,0.0000856671,0.00002620653,0.001687558,0.0003030909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988994,0.0003997731,0.002160304,0.0002232081,0.002737278,0.003165437,0.00006019747,0.00008432168,0.00217545],"genre_scores_gemma":[0.9971037,0.000447044,0.0001465797,0.00005566406,0.0003993949,0.0005310111,0.0002049453,0.00006553165,0.001046128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00810967,"threshold_uncertainty_score":0.9999155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01277123851512437,"score_gpt":0.28379808663683,"score_spread":0.2710268481217056,"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."}}