{"id":"W4361208963","doi":"10.1212/wnl.0000000000207201","title":"Effects of a Province-wide Triaging System for TIA","year":2023,"lang":"en","type":"article","venue":"Neurology","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary; Alberta Health Services","funders":"Institute of Circulatory and Respiratory Health; AstraZeneca; Canadian Stroke Network; Alberta Health Services; Alberta Innovates; Heart and Stroke Foundation of Canada; Canadian Institutes of Health Research; AstraZeneca Canada","keywords":"Medicine; Stroke (engine); Emergency medicine; Logistic regression; Population; Psychological intervention; Triage; Proportional hazards model; Emergency department; Emergency medical services; Pediatrics; Medical emergency; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00500147,0.000486991,0.0004388041,0.0006999486,0.001271558,0.001310462,0.001833788,0.0008798581,0.003406675],"category_scores_gemma":[0.02117965,0.0002812578,0.001383325,0.001017662,0.0009262975,0.000600717,0.00202169,0.001063738,0.0003474541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01308032,"about_ca_system_score_gemma":0.02905181,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5607974,"about_ca_topic_score_gemma":0.5270478,"domain_scores_codex":[0.9928868,0.003453519,0.0003163514,0.0007172374,0.000912273,0.001713681],"domain_scores_gemma":[0.9877581,0.002834049,0.002479774,0.001430843,0.002233701,0.003263458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01012712,0.01686104,0.7839985,0.0007626921,0.001401787,0.000429677,0.00177497,0.0151104,0.002972086,0.001628004,0.009566827,0.1553668],"study_design_scores_gemma":[0.002340204,0.006068894,0.9757798,0.0001112298,0.0006633365,0.0001049032,0.001466432,0.009402358,0.000592837,0.0002707675,0.003162302,0.00003697984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942812,0.0002675781,0.0005211943,0.001664225,0.00007717569,0.0004067158,0.0005646076,0.0001548547,0.002062463],"genre_scores_gemma":[0.9973253,0.0001026494,0.0009721334,0.0003609488,0.00003311913,0.0001627032,0.0003041369,0.000007963689,0.0007309698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5607974,"threshold_uncertainty_score":0.8835783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206540666476332,"score_gpt":0.2494431649618552,"score_spread":0.2373777582970918,"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."}}