{"id":"W3109811924","doi":"10.2139/ssrn.3613020","title":"Models of the Impact of Triage Nurse Standing Orders on Emergency Department Length of Stay","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Emergency department; Triage; Medical emergency; Emergency nursing; Nurse practitioners; Medicine; Emergency medicine; Nursing; Psychology; Health care; Political science","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":[0.02037348,0.003004093,0.002120859,0.001946562,0.001153311,0.005716391,0.006457328,0.004592141,0.0285553],"category_scores_gemma":[0.06254236,0.001412136,0.005412698,0.001364626,0.001787306,0.003928442,0.002461969,0.006702578,0.003610866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005122504,"about_ca_system_score_gemma":0.006574401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04926449,"about_ca_topic_score_gemma":0.03482242,"domain_scores_codex":[0.988921,0.007554978,0.0003324233,0.001244329,0.0004802897,0.001466892],"domain_scores_gemma":[0.8565657,0.1243554,0.008386853,0.002428811,0.003993034,0.004270305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02267798,0.01148818,0.3927308,0.001061357,0.007930219,0.000711774,0.001928921,0.4855667,0.001060882,0.02980345,0.01199172,0.033048],"study_design_scores_gemma":[0.002687863,0.007376558,0.1251723,0.0003749849,0.004738005,0.0002196494,0.002095171,0.8330112,0.0005598786,0.02018439,0.003349604,0.0002303257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755997,0.001366438,0.007474288,0.003949308,0.0003700771,0.0003673509,0.003426091,0.0002442121,0.007202554],"genre_scores_gemma":[0.9872308,0.0005107732,0.001538276,0.0002564646,0.0000995638,0.0003103793,0.001541338,0.00004298565,0.008469391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04926449,"threshold_uncertainty_score":0.1077465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02420640427327218,"score_gpt":0.3133724653478601,"score_spread":0.2891660610745879,"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."}}