{"id":"W2023943752","doi":"10.1504/ijhtm.2011.040480","title":"The role of operations management in improving emergency department outflow","year":2011,"lang":"en","type":"article","venue":"International Journal of Healthcare Technology and Management","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Emergency department; Medical emergency; Business; Operations management; Outflow; Medicine; Engineering; Nursing; Geography","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":[0.01687242,0.0004838417,0.0002531228,0.00173525,0.001499147,0.004763948,0.0008449024,0.0007299554,0.001734438],"category_scores_gemma":[0.03228677,0.0002109528,0.0003158055,0.001191634,0.002217947,0.002957837,0.001644072,0.001348068,0.0001323691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002709236,"about_ca_system_score_gemma":0.007811656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002657995,"about_ca_topic_score_gemma":0.002492748,"domain_scores_codex":[0.9865217,0.0106317,0.0004998029,0.0002118722,0.001177309,0.0009575656],"domain_scores_gemma":[0.9536318,0.03153366,0.005910126,0.0006204236,0.00412705,0.00417689],"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":[0.001185034,0.001562201,0.2101889,0.002719882,0.0001725352,0.001106184,0.009086027,0.00889291,0.002396674,0.0328088,0.01156507,0.7183158],"study_design_scores_gemma":[0.0003784707,0.005608353,0.7098063,0.006983506,0.0003995324,0.00224967,0.06145013,0.02193519,0.009819862,0.08263934,0.09826075,0.000468949],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.759322,0.02782681,0.03374894,0.08560038,0.0009252013,0.0006543775,0.0001397594,0.0002838073,0.09149883],"genre_scores_gemma":[0.9869455,0.003766945,0.007460099,0.001030078,0.0002027414,0.0000581589,0.00001820737,0.00001524275,0.0005030421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01687242,"threshold_uncertainty_score":0.08923095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014526542646401,"score_gpt":0.3083547988576293,"score_spread":0.2938282562112283,"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."}}