{"id":"W6948202547","doi":"10.48620/78899","title":"Modulating throughput: practical emergency department (ED) flow models from a rural Canadian ED to directly increase patient throughput.","year":2025,"lang":"en","type":"article","venue":"Open Access CRIS of the University of Bern","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Emergency department; Flow (mathematics); Work flow; MEDLINE; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001024691,0.0001190558,0.0001978509,0.00002910712,0.0003546185,0.00005710557,0.00136624,0.0000531524,0.02607775],"category_scores_gemma":[0.00008187815,0.0001112353,0.000094947,0.0003066967,0.000106994,0.0008779398,0.002907926,0.00008250655,0.00008921218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007015111,"about_ca_system_score_gemma":0.00007062393,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6496128,"about_ca_topic_score_gemma":0.3150935,"domain_scores_codex":[0.99899,0.00007409731,0.0001835744,0.0002523004,0.0002691314,0.0002309154],"domain_scores_gemma":[0.9992017,0.00004581989,0.0001422552,0.0004114076,0.0000384282,0.0001603873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004606594,0.00106614,0.3145241,0.0000416787,0.0002522511,0.00002897848,0.005558427,0.01271789,0.002572705,0.001729655,0.6501113,0.01093627],"study_design_scores_gemma":[0.002190726,0.0001724383,0.8672951,0.0002585635,0.0004161452,0.000002280681,0.0277527,0.02760937,0.01064677,0.003435014,0.05933784,0.0008830415],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9278632,0.00002222388,0.0005146399,0.004034354,0.000166517,0.0005119085,0.0007942256,0.000009448182,0.06608353],"genre_scores_gemma":[0.9982369,0.00006662173,0.0008187083,0.0003061614,0.000004718672,0.000001582594,0.00005613818,0.000005228949,0.0005039255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5907734,"threshold_uncertainty_score":0.9748126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524515773147198,"score_gpt":0.3014003608531676,"score_spread":0.2661552031216957,"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."}}