{"id":"W4285048421","doi":"10.2139/ssrn.4147843","title":"On Dedicated versus Pooled Service in the Presence of Triage Errors","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Triage; Service (business); Statistics; Medicine; Computer science; Medical emergency; Business; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.05428704,0.001631844,0.00519072,0.004739587,0.0008551706,0.004471421,0.002915904,0.004870698,0.006975819],"category_scores_gemma":[0.2022311,0.0009902238,0.01484544,0.005134508,0.001971039,0.005010584,0.005177543,0.002882892,0.0006921056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059152,"about_ca_system_score_gemma":0.00198595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006560025,"about_ca_topic_score_gemma":0.01071391,"domain_scores_codex":[0.8722857,0.08878,0.01515506,0.009451447,0.007631537,0.006696202],"domain_scores_gemma":[0.7531101,0.2090475,0.02318895,0.008859755,0.00350223,0.002291495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04479378,0.0003078902,0.7956973,0.005713548,0.1124111,0.001051906,0.0035775,0.0008432452,0.0005496466,0.001562396,0.003424128,0.03006754],"study_design_scores_gemma":[0.004355059,0.01420991,0.8448406,0.004886506,0.1039585,0.001719174,0.01005589,0.003842944,0.0005572242,0.003747702,0.007584539,0.000241933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9403048,0.04290197,0.002559161,0.001982526,0.001458821,0.0003832433,0.002967112,0.00004719553,0.007395257],"genre_scores_gemma":[0.993524,0.002257475,0.0004606976,0.001166915,0.0007302525,0.0001876104,0.0009703505,0.00003545229,0.0006672837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05428704,"threshold_uncertainty_score":0.2871007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01819061289475433,"score_gpt":0.2933488987677739,"score_spread":0.2751582858730196,"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."}}