{"id":"W2146852453","doi":"10.1109/iccgi.2008.43","title":"Self-Monitoring of Non-functional Requirements in Reactive Autonomic Systems Framework: A Multi-agent Systems Approach","year":2008,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Autonomic computing; Distributed computing; Software architecture; Software engineering; Software; Embedded system; Programming language; 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":[0.0006664348,0.0002014262,0.000393863,0.0002340814,0.00006800037,0.00003323906,0.0005657423,0.0001375506,3.180197e-7],"category_scores_gemma":[0.0002718826,0.0001897602,0.00005727627,0.0003981409,0.00003673071,0.0005328876,0.0002203906,0.0002684434,0.000008449634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004697148,"about_ca_system_score_gemma":0.0001028255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009622062,"about_ca_topic_score_gemma":1.356911e-7,"domain_scores_codex":[0.9982301,0.0001434683,0.000486226,0.000475558,0.0003264758,0.0003381476],"domain_scores_gemma":[0.9985116,0.0005638564,0.0001879689,0.0005938422,0.00007446847,0.00006830335],"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":[0.00001061952,0.0002356878,0.02545881,0.0001778015,0.00007929712,0.00002169366,0.002155037,0.9657421,0.001519012,0.004295657,0.00001958402,0.0002847285],"study_design_scores_gemma":[0.0008815797,0.00009349412,0.1029373,0.0002996479,0.000008392586,0.00009608556,0.0007566304,0.8915973,0.002571989,0.0001457756,0.0001138687,0.0004979146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04019185,0.0003029398,0.9560226,0.000004334202,0.002425116,0.0003926796,9.914802e-7,0.0004574647,0.0002019739],"genre_scores_gemma":[0.4616357,0.00001888126,0.538103,0.00000161726,0.00006475875,0.00007628933,5.82226e-7,0.000009996425,0.00008916829],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4214438,"threshold_uncertainty_score":0.7738197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1216753594518329,"score_gpt":0.316073710690323,"score_spread":0.1943983512384901,"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."}}