{"id":"W1974057410","doi":"10.1109/inm.2007.374790","title":"Business-Driven Optimization of Policy-Based Management solutions","year":2007,"lang":"en","type":"preprint","venue":"","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Profit maximization; Benchmarking; Service provider; Service-level agreement; Service level; Business process; Profit (economics); Scheduling (production processes); Queue; Operations research; Quality of service; Distributed computing; Mathematical optimization; Service (business); Operations management; Computer network; Work in process","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":[0.001854498,0.0005929275,0.0004782298,0.0004005439,0.0004261975,0.001612047,0.0008018612,0.0008673497,0.002266607],"category_scores_gemma":[0.003200701,0.0002948621,0.000267375,0.000576542,0.0006296989,0.001035313,0.0006865521,0.0009268827,0.0003215153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156883,"about_ca_system_score_gemma":0.002381478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002169513,"about_ca_topic_score_gemma":0.001895008,"domain_scores_codex":[0.9990541,0.0003314101,0.00003512656,0.000130449,0.0002703761,0.000178569],"domain_scores_gemma":[0.9990616,0.0005212252,0.0001067316,0.00008952694,0.0001421838,0.00007875718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004696002,0.00007718386,0.0003415445,0.00003608937,0.00001846895,0.00003731994,0.00003650761,0.9491851,0.001971944,0.02815445,0.0005533324,0.01954119],"study_design_scores_gemma":[0.000008913119,0.00001508175,0.00005315943,0.000003226151,0.000003645546,0.000004731059,0.00001676641,0.9896764,0.0007528277,0.008821826,0.0006406595,0.000002664464],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09493519,0.0003686984,0.8866673,0.0008494362,0.00008827759,0.0001919288,0.0001277347,0.000585724,0.01618574],"genre_scores_gemma":[0.8637494,0.0002762406,0.132894,0.0001180162,0.00002292924,0.0001586899,0.00009951196,0.00008217559,0.002598979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002266607,"threshold_uncertainty_score":0.01138264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778882950283819,"score_gpt":0.2578249698995601,"score_spread":0.2400361403967219,"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."}}