{"id":"W2139660129","doi":"10.1109/isads.2007.29","title":"Developing Autonomic Feedback Control for Heterogeneous Systems Using Cascaded Controllers","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Control (management); Reference model; Point (geometry); Feedback control; Control system; Value (mathematics); Control theory (sociology); Work (physics); Control engineering; Artificial intelligence; Machine learning; Engineering","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":[0.0007929262,0.0006497199,0.000459944,0.0002968815,0.0004420539,0.0008887186,0.001169312,0.0006296677,0.001441035],"category_scores_gemma":[0.001037015,0.0003788446,0.0004328949,0.0002541661,0.0005806485,0.0009304216,0.001088324,0.0008389521,0.0001787513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005624611,"about_ca_system_score_gemma":0.0006972665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002372128,"about_ca_topic_score_gemma":0.002868556,"domain_scores_codex":[0.9996459,0.00005275827,0.00002217734,0.00009384428,0.0001366346,0.00004859393],"domain_scores_gemma":[0.9996285,0.000138668,0.00006203969,0.00005506501,0.00007981894,0.0000357833],"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":[0.0001182464,0.000171197,0.0009021772,0.0001253459,0.00007381189,0.0003536587,0.0001777396,0.827091,0.04116848,0.01487746,0.0008319288,0.1141088],"study_design_scores_gemma":[0.00001652067,0.00008476276,0.0001213888,0.000004618566,0.00001052165,0.00002365359,0.000008717194,0.9940403,0.003390213,0.001722077,0.000571946,0.000005295061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03936158,0.0001561756,0.9568545,0.00008872796,0.00006597086,0.0001055403,0.00001143711,0.0005837322,0.002772384],"genre_scores_gemma":[0.8874752,0.0001402244,0.1106013,0.00005874092,0.00003997482,0.0001394153,0.00002491397,0.00002761204,0.001492673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002372128,"threshold_uncertainty_score":0.004820704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01983351257900128,"score_gpt":0.2470407137161237,"score_spread":0.2272072011371224,"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."}}