{"id":"W2010115566","doi":"10.1136/jnnp.2004.053462","title":"A study of the workload and effectiveness of a comprehensive acute stroke service","year":2005,"lang":"en","type":"article","venue":"Journal of Neurology Neurosurgery & Psychiatry","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Foothills Medical Centre","funders":"Canadian Institutes of Health Research; Canadian Stroke Consortium; Fondation pour la Recherche Médicale; Canadian Stroke Network; Heart and Stroke Foundation of Canada","keywords":"Workload; Service (business); Stroke (engine); Acute stroke; Medicine; Operations management; Medical emergency; Computer science; Business; Nursing; Engineering; Operating system; Mechanical engineering; Marketing","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":[0.004506542,0.000312134,0.0003077783,0.001136033,0.0007411273,0.001403837,0.0009355587,0.0006725573,0.002467444],"category_scores_gemma":[0.04002287,0.0003872311,0.0003351603,0.001461964,0.0007689195,0.001629669,0.001250081,0.0006043,0.0004351033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003844669,"about_ca_system_score_gemma":0.003180279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02600208,"about_ca_topic_score_gemma":0.02329068,"domain_scores_codex":[0.9929528,0.003422829,0.0004679894,0.0003749498,0.001657718,0.001123679],"domain_scores_gemma":[0.9691205,0.009356434,0.008496976,0.0008407298,0.004793661,0.007391723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006331374,0.0009710643,0.9714133,0.00009086312,0.000132961,0.0001643192,0.001272568,0.0006410116,0.0002039346,0.0001494127,0.001410185,0.02291726],"study_design_scores_gemma":[0.00003881948,0.001169935,0.9950192,0.0000305038,0.00001514654,0.0001077307,0.001649017,0.001385866,0.00004798075,0.00005536689,0.0004687006,0.00001181041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981591,0.00009409335,0.0001159119,0.0002867383,0.00001130134,0.00004972297,0.0002248745,0.000006614497,0.001051652],"genre_scores_gemma":[0.9992521,0.00006808629,0.0001400658,0.00008030242,0.00002431271,0.00003322402,0.0002647104,0.00000376695,0.0001334212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02600208,"threshold_uncertainty_score":0.05170149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134048964752444,"score_gpt":0.2681221553767267,"score_spread":0.2547172589014823,"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."}}