{"id":"W1983329995","doi":"10.1007/s11739-015-1237-1","title":"Emergency department management of syncope: need for standardization and improved risk stratification","year":2015,"lang":"en","type":"article","venue":"Internal and Emergency Medicine","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta; Queen's University; Ottawa Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Disposition; Emergency medicine; Myocardial infarction; Referral; Prospective cohort study; Pulmonary embolism; Psychological intervention; Internal medicine; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07400317,0.001837121,0.005554406,0.004880336,0.001589764,0.006224412,0.004122602,0.003303378,0.0009521813],"category_scores_gemma":[0.1213153,0.000832317,0.001488833,0.002543885,0.001834779,0.007440377,0.003216594,0.009507996,0.0005807805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003007513,"about_ca_system_score_gemma":0.007244925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006905101,"about_ca_topic_score_gemma":0.008507919,"domain_scores_codex":[0.9617011,0.01441153,0.01168072,0.002782804,0.008475629,0.0009482628],"domain_scores_gemma":[0.8461446,0.06661244,0.01492805,0.01531208,0.05342134,0.003581576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005498573,0.001869236,0.4402032,0.001424731,0.0007671932,0.0003430033,0.002003143,0.006148128,0.001689267,0.006144136,0.02787193,0.5109861],"study_design_scores_gemma":[0.0005367933,0.00222793,0.8252115,0.01049225,0.00119829,0.003213361,0.006574969,0.05020263,0.003493807,0.03222374,0.06393788,0.0006867897],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.2900042,0.1393619,0.2950242,0.2150952,0.01157515,0.004741069,0.002504948,0.003492788,0.03820052],"genre_scores_gemma":[0.6338304,0.0282084,0.3006829,0.02129278,0.009185225,0.002159314,0.002895417,0.0004319633,0.001313622],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07400317,"threshold_uncertainty_score":0.3913708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02393369387779777,"score_gpt":0.301552606351069,"score_spread":0.2776189124732712,"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."}}