{"id":"W1973208472","doi":"10.1007/s10922-009-9124-6","title":"Operations Research Methods for Autonomic Resource Management","year":2009,"lang":"en","type":"article","venue":"Journal of Network and Systems Management","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Process management; Knowledge management; Business","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":[0.01428808,0.002221714,0.002546499,0.003025406,0.0009700079,0.003586844,0.002052241,0.001821346,0.007583432],"category_scores_gemma":[0.03170045,0.0008276607,0.001416396,0.003832127,0.002280462,0.003475625,0.002209496,0.004143287,0.001168672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001827445,"about_ca_system_score_gemma":0.003997046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003666686,"about_ca_topic_score_gemma":0.002316316,"domain_scores_codex":[0.9919561,0.005912223,0.0003469632,0.0004458588,0.001106892,0.0002319155],"domain_scores_gemma":[0.9710793,0.02436194,0.00101588,0.001557735,0.001653196,0.0003318463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000103364,0.0001961777,0.0008715605,0.0003394731,0.0002101757,0.00007107682,0.0001222474,0.1607468,0.0002645301,0.695968,0.0101569,0.1309496],"study_design_scores_gemma":[0.00004261274,0.00002534426,0.0001694618,0.0000579657,0.00003890042,0.00002669966,0.00004840533,0.4609211,0.0001163085,0.532536,0.006003792,0.00001339847],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001065298,0.001979023,0.9923189,0.00068362,0.000286956,0.00006484194,0.00008052734,0.00008727884,0.003433536],"genre_scores_gemma":[0.1944201,0.008809247,0.7798699,0.000520686,0.002092026,0.001668364,0.0005820649,0.0002596781,0.01177789],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01428808,"threshold_uncertainty_score":0.07556349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05098147810308135,"score_gpt":0.3659540075912512,"score_spread":0.3149725294881699,"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."}}