{"id":"W2164527992","doi":"10.1007/s10729-007-9035-6","title":"A comprehensive simulation for wait time reduction and capacity planning applied in general surgery","year":2007,"lang":"en","type":"article","venue":"Health Care Management Science","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":192,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Nova scotia; Health informatics; Health administration; Discrete event simulation; Division (mathematics); Reduction (mathematics); Operations research; Capacity planning; Operations management; Event (particle physics); Computer science; Resource allocation; Resource (disambiguation); Medicine; Simulation; Public health; Nursing; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008470611,0.0008338987,0.001119637,0.0006164391,0.0008478356,0.000942131,0.001087785,0.001913357,0.005979094],"category_scores_gemma":[0.003057917,0.0006532572,0.0007343724,0.0007455567,0.0004915023,0.0006084838,0.0007353839,0.00100434,0.0002568869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001527321,"about_ca_system_score_gemma":0.003410765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06123322,"about_ca_topic_score_gemma":0.03749865,"domain_scores_codex":[0.9996322,0.0001721408,0.00001433753,0.00005123385,0.00005637175,0.00007367205],"domain_scores_gemma":[0.9977581,0.001614765,0.0000922286,0.00008349676,0.0002381427,0.0002133251],"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":[0.00005618577,0.00006477807,0.0003857125,0.000008165752,0.000007406446,0.00002070243,0.00001305313,0.9973677,0.00009408116,0.0004608925,0.0001915606,0.001329916],"study_design_scores_gemma":[0.00003191343,0.00003602328,0.0001593447,0.000001955257,0.000004895928,0.00000392532,0.00001210817,0.9992815,0.00007388587,0.0002673032,0.0001235905,0.000003608612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8097202,0.000269841,0.1576151,0.00120943,0.0002167727,0.0004696129,0.001612227,0.001054375,0.02783252],"genre_scores_gemma":[0.9675373,0.00008796361,0.02883573,0.0001015346,0.00002632617,0.0001861267,0.0003814614,0.00005975542,0.002783815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06123322,"threshold_uncertainty_score":0.1217536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.105341479589176,"score_gpt":0.4416385335648806,"score_spread":0.3362970539757046,"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."}}