{"id":"W2153532876","doi":"10.1287/mnsc.1080.0914","title":"Performance Analysis of a Queue with Congestion-Based Staffing Policy","year":2008,"lang":"en","type":"article","venue":"Management Science","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Western Washington University","keywords":"Staffing; Computer science; Queue; Benchmark (surveying); Queueing theory; Mathematical optimization; Operations research; Limit (mathematics); Set (abstract data type); Line (geometry); Range (aeronautics); Distributed computing; Computer network; Mathematics; Economics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000726571,0.0001639196,0.000273356,0.003095617,0.0005361267,0.00008256011,0.0006317313,0.00001730109,0.0000873692],"category_scores_gemma":[0.00008877733,0.0001386394,0.00008630488,0.01350835,0.0007700643,0.001333322,0.0001848549,0.00006328119,0.00003521866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008662714,"about_ca_system_score_gemma":0.00005068385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002449169,"about_ca_topic_score_gemma":0.00005553828,"domain_scores_codex":[0.9982169,0.000008321017,0.0002608064,0.0004483881,0.0007007401,0.0003648559],"domain_scores_gemma":[0.9988776,0.00003627076,0.0003129688,0.0005334594,0.0002199756,0.00001965491],"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":[0.00007111695,0.0001076279,0.1523669,0.0001209829,0.0002821202,0.00002212344,0.0000582479,0.7681733,0.000245553,0.07497416,0.00003041141,0.003547524],"study_design_scores_gemma":[0.0005143652,0.00002749715,0.2708814,0.00007280159,0.001149725,8.194688e-7,0.0002245316,0.72434,0.0003189649,0.0003121626,0.001780275,0.000377476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510128,0.000006566816,0.01240539,0.0002955768,0.00003380577,0.0001684807,0.000001098073,0.000115601,0.03596063],"genre_scores_gemma":[0.9968202,0.000007912166,0.002039908,0.0006469961,0.00005819588,0.00001705641,0.000007621557,0.0000112657,0.0003908544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1185145,"threshold_uncertainty_score":0.6490314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01236818717340401,"score_gpt":0.2304978894072622,"score_spread":0.2181297022338582,"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."}}