{"id":"W2769870470","doi":"10.1111/acem.13346","title":"Syncope Prognosis Based on Emergency Department Diagnosis: A Prospective Cohort Study","year":2017,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Provincial Laboratory of Public Health; University of Alberta; Queen's University; Ottawa Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Canadian Medical Association; Physicians' Services Incorporated Foundation","keywords":"Medicine; Emergency department; Syncope (phonology); Prospective cohort study; Emergency medicine; Medical emergency; Cohort; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001132843,0.0003446749,0.0004053786,0.0007270187,0.0004690234,0.0008034862,0.0003640222,0.000507094,0.001445214],"category_scores_gemma":[0.003302983,0.0004387471,0.0004631445,0.0008633969,0.0003052095,0.00094296,0.0006182783,0.0006814873,0.0002857622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002253871,"about_ca_system_score_gemma":0.0002849686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002229906,"about_ca_topic_score_gemma":0.002719874,"domain_scores_codex":[0.9991995,0.0002009668,0.00008519546,0.0002376648,0.0001444053,0.0001324252],"domain_scores_gemma":[0.9977182,0.0004332926,0.001134199,0.0002035178,0.0001718718,0.0003389096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009140978,0.00003920164,0.9993617,0.000002429383,0.0000344064,0.00006377434,0.00005418402,0.00001099081,0.00005280688,0.000006650345,0.00003264738,0.000249865],"study_design_scores_gemma":[0.00001591942,0.0001888299,0.9990861,0.000005578802,0.00001957264,0.0002905675,0.0001786154,0.0001265805,0.00001749993,0.00001541058,0.00005121572,0.000004047463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996117,0.00005769137,0.00003743841,0.00001361055,0.000003237953,0.00001010222,0.0001584182,0.000001134406,0.0001066388],"genre_scores_gemma":[0.9995955,0.00004531461,0.00003563541,0.00001592424,0.000007347698,0.000009320624,0.0002406408,9.859363e-7,0.00004932694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002229906,"threshold_uncertainty_score":0.005991161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03025906745589088,"score_gpt":0.3411191232970147,"score_spread":0.3108600558411238,"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."}}