{"id":"W3211421087","doi":"10.1111/poms.13605","title":"A <i>c</i> / <i>μ</i> ‐Rule for Job Assignment in Heterogeneous Group‐Server Queues","year":2021,"lang":"en","type":"article","venue":"Production and Operations Management","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Guangdong Province Key Laboratory of Computational Science; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Computer science; Queue; Server; Holding cost; Mathematical optimization; Polling system; Scheduling (production processes); Distributed computing; Computer network; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003751266,0.0001383993,0.000153418,0.0001944316,0.0002827306,0.0002722901,0.00007809121,0.00002661694,0.0000873092],"category_scores_gemma":[0.00008352173,0.0001414373,0.00005578535,0.0004449282,0.00002945918,0.000739172,0.00013403,0.00005584906,0.0000301098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000507262,"about_ca_system_score_gemma":0.000005124236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003684958,"about_ca_topic_score_gemma":0.001073562,"domain_scores_codex":[0.9989309,0.00002094538,0.0002562515,0.0004702264,0.0001342719,0.0001874545],"domain_scores_gemma":[0.999547,0.000009807231,0.00004791672,0.0002707894,0.0001138087,0.00001067874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000150538,0.001006186,0.004161287,0.0009263087,0.0003552605,0.00006246726,0.0002297152,0.4035185,0.004418154,0.5396618,0.004878213,0.0406316],"study_design_scores_gemma":[0.004404692,0.00007740717,0.005210722,0.0004720823,0.001119209,0.00004140638,0.004483537,0.09745254,0.008119201,0.09097429,0.7853475,0.002297363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8479682,0.002046109,0.0968101,0.02918514,0.002572427,0.003740927,0.00001058788,0.0005920362,0.01707451],"genre_scores_gemma":[0.9869132,0.000186886,0.004069484,0.002694095,0.0005525441,0.0004628195,0.00006596147,0.00002712903,0.005027851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7804694,"threshold_uncertainty_score":0.5767646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364827489817365,"score_gpt":0.2355736320344594,"score_spread":0.2219253571362858,"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."}}