{"id":"W2167349641","doi":"10.1109/conielecomp.2007.49","title":"Adaptation Strategies in Policy-Driven Autonomic Management","year":2007,"lang":"en","type":"article","venue":"","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Component (thermodynamics); Computer science; Autonomic computing; Adaptation (eye); Set (abstract data type); Action (physics); Web server; Order (exchange); Process management; Risk analysis (engineering); Distributed computing; The Internet; Business; World Wide Web; Cloud computing; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.0001735509,0.0000928651,0.00007595747,0.0003727754,0.00004024053,0.0001124908,0.0005623922,0.0000305752,0.000009646788],"category_scores_gemma":[4.896183e-7,0.00008200491,0.00002459195,0.0005818767,0.000009782651,0.0004446931,0.0001684408,0.00006444126,0.0000610059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005413382,"about_ca_system_score_gemma":0.00005170643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001303201,"about_ca_topic_score_gemma":0.006192185,"domain_scores_codex":[0.9991562,0.00001672279,0.0001852548,0.0002439912,0.0001330848,0.0002647643],"domain_scores_gemma":[0.9995737,0.00003282325,0.00003921725,0.0002870756,0.00001680137,0.00005034709],"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":[0.000005690399,0.00003282055,0.0003609689,0.00001459225,0.000009459402,0.00002238529,0.003718193,0.01483564,0.0001553121,0.9073164,0.0000160664,0.07351245],"study_design_scores_gemma":[0.001875533,0.000202491,0.3302751,0.00009357668,0.00001113846,0.00002183572,0.01550112,0.5070148,0.003106209,0.1068217,0.03422369,0.0008528022],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07157374,0.00002743024,0.8051473,0.001227449,0.0001364158,0.0001386501,2.275586e-7,0.0001777703,0.121571],"genre_scores_gemma":[0.9278104,0.000009395363,0.07063347,0.001325489,0.00005411986,0.000004679672,0.000002111196,0.000004272964,0.0001560377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8562367,"threshold_uncertainty_score":0.3455384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009674234520740716,"score_gpt":0.2511214245268849,"score_spread":0.2414471900061441,"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."}}