{"id":"W2511352278","doi":"10.1097/jpn.0000000000000193","title":"The Impact of Standardized Acuity Assessment and a Fast-Track on Length of Stay in Obstetric Triage","year":2016,"lang":"en","type":"article","venue":"The Journal of Perinatal & Neonatal Nursing","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Triage; Interquartile range; Medicine; Fast track; Visual acuity; Ophthalmology; Emergency medicine; Internal medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001071897,0.0001451825,0.0004631454,0.0001394786,0.0001025146,0.000006471588,0.0001514264,0.0000394401,0.00002406431],"category_scores_gemma":[0.0004316046,0.00005725063,0.0002018849,0.0002302741,0.0003751501,0.0001400867,0.00003978832,0.0002903119,2.024555e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002836788,"about_ca_system_score_gemma":0.0001511267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003097775,"about_ca_topic_score_gemma":0.000005339896,"domain_scores_codex":[0.9985282,0.0001556418,0.0005485287,0.00008509728,0.0004778745,0.0002046668],"domain_scores_gemma":[0.9983063,0.0007927354,0.0004084666,0.0001832837,0.0002425354,0.00006661828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01197834,0.0003795083,0.009587374,0.0001269376,0.0007764354,0.0001354437,0.007551054,0.00002199972,0.05265314,0.0004552855,0.0005793918,0.9157551],"study_design_scores_gemma":[0.01962399,0.01429642,0.89286,0.005875823,0.0005410699,0.001140711,0.0202521,0.00008868939,0.04211628,0.001433664,0.001409014,0.0003622152],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898684,0.008077439,0.0001281474,0.0009763564,0.0002457147,0.0001832219,0.00007282865,0.000003019691,0.0004448759],"genre_scores_gemma":[0.9955633,0.004210049,0.00009269962,0.000006459886,0.00006692918,6.908151e-7,4.374907e-7,0.00001079924,0.00004859942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9153929,"threshold_uncertainty_score":0.2334613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179028705727662,"score_gpt":0.3652545107622107,"score_spread":0.3473516401894445,"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."}}