{"id":"W2753937435","doi":"10.1016/j.cjca.2017.08.026","title":"Syncope and Presyncope as a Presenting Symptom or Discharge Diagnosis in the Emergency Department: An Administrative Data Validation Study","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Centre for Advancing Health Outcomes; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Presyncope; Syncope (phonology); Medicine; Emergency department; Orthostatic vital signs; Cohort; Medical record; Retrospective cohort study; Diagnosis code; Emergency medicine; Pediatrics; Internal medicine; Population; Psychiatry; Heart rate; Blood pressure","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.006961039,0.0007202331,0.0009640722,0.0008112824,0.001068582,0.002079258,0.002055907,0.00141964,0.0008898846],"category_scores_gemma":[0.02558275,0.0009025992,0.001579093,0.00159287,0.0009271933,0.001288864,0.001481797,0.002408047,0.0003197747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001309667,"about_ca_system_score_gemma":0.002301913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01420232,"about_ca_topic_score_gemma":0.01799312,"domain_scores_codex":[0.9929929,0.003292102,0.0008281962,0.001128086,0.001118581,0.000640139],"domain_scores_gemma":[0.9729435,0.00966457,0.007669351,0.004569442,0.003780193,0.001373042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003859587,0.0002064771,0.997792,0.00002409641,0.0002698186,0.00008717814,0.0001819588,0.00006394154,0.0001131979,0.00008372797,0.0003439351,0.0004476134],"study_design_scores_gemma":[0.0001182333,0.0001622947,0.9978657,0.00002500432,0.0001480019,0.0002455398,0.0003542984,0.0006492161,0.00007538062,0.00005563437,0.0002882486,0.00001244089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973937,0.0001194283,0.000278442,0.00009313253,0.00001978373,0.00005172283,0.001700131,0.000004286977,0.0003392841],"genre_scores_gemma":[0.9953961,0.0000806883,0.0003952403,0.0001586805,0.0000271411,0.00008614005,0.003734024,0.000008320504,0.0001136847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01420232,"threshold_uncertainty_score":0.03681391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09600108377542367,"score_gpt":0.3714817694543815,"score_spread":0.2754806856789578,"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."}}