{"id":"W118116490","doi":"10.5220/0002257003250330","title":"REACTIVE AUTONOMIC SYSTEM PERFORMANCE MODELING AND SELF-MONITORING WITH CATEGORY THEORY","year":2009,"lang":"en","type":"article","venue":"","topic":"Advanced Data Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Autonomic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001373148,0.0003901653,0.0005428443,0.0008835222,0.0004844659,0.00131328,0.001469241,0.0004831462,0.00103791],"category_scores_gemma":[0.003902513,0.0003000068,0.0007090958,0.0007332933,0.0008032944,0.002107431,0.0009257063,0.0007601978,0.0001664257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080909,"about_ca_system_score_gemma":0.0007128182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004269716,"about_ca_topic_score_gemma":0.002996918,"domain_scores_codex":[0.9992495,0.0002762631,0.00003069871,0.0001114617,0.0002396231,0.00009236664],"domain_scores_gemma":[0.9983897,0.0007685102,0.0001560533,0.0002898034,0.0003390317,0.0000568221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008302661,0.00006438753,0.002077938,0.00004645854,0.00006365968,0.00006221182,0.0002130107,0.7646598,0.002266795,0.1940868,0.0009414224,0.0354345],"study_design_scores_gemma":[0.000001578757,0.000007562735,0.00009679829,0.000001634549,0.000005049315,0.000007564668,0.000007827247,0.977268,0.0002604636,0.02208237,0.0002577337,0.00000342515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03409309,0.0001127512,0.961737,0.00009500239,0.00003413119,0.00002098679,0.00002213712,0.0003735668,0.003511303],"genre_scores_gemma":[0.9298675,0.00009257246,0.06806056,0.0000353947,0.00003678266,0.00006781911,0.00003856,0.00008544913,0.001715397],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004269716,"threshold_uncertainty_score":0.008489728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007056388525925287,"score_gpt":0.2099766541626697,"score_spread":0.2029202656367444,"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."}}