{"id":"W2337001255","doi":"10.1016/b978-0-443-14081-5.00060-x","title":"Control of Stochastic Systems","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Markov chain; Phone; Grading (engineering); Computer science; Dynamic programming; Operations research; Markov process; Library science; Mathematics; Engineering; Algorithm; Statistics; Machine learning; Linguistics; Philosophy","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":[0.0003296209,0.000869618,0.0008809957,0.0004775067,0.000287105,0.001824133,0.0005221494,0.0008233768,0.01952409],"category_scores_gemma":[0.0007723534,0.000339781,0.000396665,0.0008701638,0.0008403062,0.0007691233,0.0008037079,0.001367768,0.003780762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007927211,"about_ca_system_score_gemma":0.0005631222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003333125,"about_ca_topic_score_gemma":0.00243307,"domain_scores_codex":[0.9997476,0.00004826336,0.0000119228,0.0000454887,0.0001295456,0.00001719043],"domain_scores_gemma":[0.9997784,0.0001005812,0.00001701085,0.00003728257,0.00005192458,0.00001464385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003618313,0.00006361998,0.0002453643,0.0002721549,0.00005187765,0.0001262217,0.0001525569,0.08623212,0.003589487,0.5969335,0.06366136,0.2486356],"study_design_scores_gemma":[0.00003259838,0.00007675688,0.0008407622,0.0001747466,0.00002909048,0.0001832473,0.00005348283,0.316605,0.001092574,0.3901479,0.2907324,0.00003152016],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.005997549,0.03520253,0.5380921,0.0027183,0.002674029,0.00007737618,0.0004963051,0.001002207,0.4137395],"genre_scores_gemma":[0.2954155,0.02891686,0.05631889,0.0008515809,0.00272684,0.0003554501,0.0008805204,0.0003472651,0.6141871],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01952409,"threshold_uncertainty_score":0.06531459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009111440930250922,"score_gpt":0.2133353751493784,"score_spread":0.2042239342191275,"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."}}