{"id":"W1982713086","doi":"10.1007/s10479-014-1652-0","title":"Decentralized stochastic control","year":2014,"lang":"en","type":"article","venue":"Annals of Operations Research","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Theory of computation; Decentralization; Decentralised system; Computer science; Control (management); State (computer science); Stochastic control; Mathematical optimization; Optimal control; Distributed computing; Mathematics; Artificial intelligence; Economics; Algorithm","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01093469,0.00006237349,0.000185335,0.0003315338,0.0004152213,0.0002026197,0.0007732777,0.00004323729,0.001363143],"category_scores_gemma":[0.01184869,0.00004587062,0.00007334144,0.001036334,0.0003350599,0.0001978419,0.00007003214,0.0001679392,0.001322139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004624876,"about_ca_system_score_gemma":0.00009965777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004511922,"about_ca_topic_score_gemma":0.00004142749,"domain_scores_codex":[0.9966328,0.001075443,0.0004556738,0.0002650196,0.00126512,0.0003059044],"domain_scores_gemma":[0.9941508,0.002708192,0.00003186592,0.0007392295,0.002221175,0.0001487274],"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":[0.00007443925,0.0002236634,0.0001989215,0.000002320405,0.00002051432,3.307569e-7,0.0004727104,0.04926249,0.01255939,0.8915936,0.01882958,0.02676205],"study_design_scores_gemma":[0.001876273,0.0005485552,0.01376635,0.00003725609,0.00001179872,0.000007208425,0.001126312,0.2838619,0.02246097,0.585952,0.0900095,0.0003418162],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7306671,0.0001006284,0.2341648,0.02198496,0.00006147988,0.0005773964,0.00004580181,0.00002533155,0.01237255],"genre_scores_gemma":[0.99665,0.00001159333,0.0003672505,0.000276579,0.00004814131,0.00007152533,0.000003862972,0.000005717799,0.002565326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3056416,"threshold_uncertainty_score":0.9995497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5710642858031221,"score_gpt":0.6010051164305524,"score_spread":0.02994083062743036,"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."}}