{"id":"W4313357547","doi":"10.1007/s10916-022-01897-x","title":"A Simulation Modelling Study of Referral Distribution Policies in a Centralized Intake System for Surgical Consultation","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Systems","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services; Alberta Health; Alberta Bone and Joint Health Institute; University of Calgary","funders":"","keywords":"Referral; Medicine; Discrete event simulation; Medical emergency; Health informatics; Family medicine; Public health; Nursing; Simulation; Computer 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":[0.001713618,0.0008922644,0.001423886,0.0009640818,0.001396019,0.002222781,0.002161283,0.0034248,0.007560285],"category_scores_gemma":[0.005892178,0.0009510352,0.00138813,0.001476945,0.001273229,0.001301667,0.0008923163,0.002162084,0.000440293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005598796,"about_ca_system_score_gemma":0.004123432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1303013,"about_ca_topic_score_gemma":0.06349231,"domain_scores_codex":[0.9988506,0.0004782243,0.00004085746,0.0001506027,0.00008413008,0.0003955],"domain_scores_gemma":[0.9896471,0.00765147,0.0005799105,0.000291627,0.0008101371,0.00101974],"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":[0.0001933417,0.0002649369,0.002131395,0.0000209674,0.00002473631,0.00009102884,0.00006330702,0.9945452,0.0002612589,0.001154182,0.0004292286,0.0008202787],"study_design_scores_gemma":[0.0000526415,0.00009309396,0.0008226663,0.000004557456,0.00001253018,0.00001013938,0.0001229089,0.9983708,0.00009668201,0.0002816696,0.0001231157,0.000009198829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759247,0.000169877,0.0121039,0.0008105364,0.00006265969,0.0001528432,0.0008587907,0.0001280148,0.009788677],"genre_scores_gemma":[0.9942572,0.00007363774,0.002799471,0.00005407661,0.00001314883,0.00005732212,0.0002686363,0.00002608571,0.002450419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1303013,"threshold_uncertainty_score":0.2590857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1570022205459944,"score_gpt":0.4699699324594773,"score_spread":0.3129677119134829,"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."}}