{"id":"W3198371281","doi":"10.1007/s43678-021-00181-0","title":"Predictors of neurologists confirming or overturning emergency physicians' diagnosis of TIA or stroke","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Université de Montréal; Sunnybrook Health Science Centre; Montfort Hospital; Ottawa Hospital; Health Sciences Centre; Mount Sinai Hospital; Université Laval; Hôpital du Sacré-Cœur de Montréal; University of Ottawa; Schwartz/Reisman Emergency Medicine Institute; McMaster University; Queen's University; Hôpital de l'Enfant-Jésus; Queensway-Carleton Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Stroke (engine); Vertigo; Migraine; Prospective cohort study; Emergency department; Etiology; Neurology; Internal medicine; Ischemia; Pediatrics; Emergency medicine; Surgery; 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001043293,0.0003097157,0.0003559479,0.00113042,0.0008676272,0.00134854,0.0006694315,0.001588829,0.0063919],"category_scores_gemma":[0.02381847,0.0003653341,0.0004471078,0.001100789,0.0003496742,0.0008030644,0.0006531688,0.001500513,0.0005796658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007092952,"about_ca_system_score_gemma":0.002591003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03067723,"about_ca_topic_score_gemma":0.04757414,"domain_scores_codex":[0.9986828,0.0002631239,0.0002230274,0.0001623463,0.0002949634,0.0003737612],"domain_scores_gemma":[0.98068,0.007936662,0.006711219,0.0004011457,0.001850575,0.00242033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008854671,0.00004244439,0.9980797,0.00001119744,0.00002267026,0.0001630123,0.00007429698,0.00003777189,0.00003526013,0.00002408792,0.0005154673,0.000905666],"study_design_scores_gemma":[0.00001527728,0.00005765062,0.997338,0.00005009356,0.00005231627,0.0006931601,0.0007785415,0.0004440897,0.00004802116,0.00004598633,0.0004678511,0.000009107797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914226,0.001139204,0.00008415818,0.001323765,0.0001722539,0.00002266524,0.0006279092,0.00001632218,0.005191156],"genre_scores_gemma":[0.9986684,0.0002643099,0.0001173205,0.0001695167,0.000133399,0.00000682792,0.0002761743,0.000003142819,0.0003608082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03067723,"threshold_uncertainty_score":0.06099731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06768189969357115,"score_gpt":0.3257596454061327,"score_spread":0.2580777457125615,"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."}}