{"id":"W4404787566","doi":"10.1109/tac.2024.3506699","title":"Multiobjective Complementary Control","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Australian Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Control (management); Computer science; Control theory (sociology); Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001569179,0.001446024,0.0009782629,0.0008809029,0.0005435222,0.001605637,0.001282325,0.001173514,0.003489216],"category_scores_gemma":[0.001585799,0.0003410233,0.0008621275,0.0004996113,0.001248311,0.000857312,0.002389115,0.001071724,0.0004755795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001372589,"about_ca_system_score_gemma":0.001103208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001374237,"about_ca_topic_score_gemma":0.001133983,"domain_scores_codex":[0.9990348,0.0002657266,0.00003890169,0.0002114754,0.0003557449,0.00009342465],"domain_scores_gemma":[0.99933,0.0002520318,0.0001247472,0.00006405929,0.0001702497,0.00005892488],"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":[0.00008859034,0.00007556606,0.0003727445,0.0002800608,0.0001148504,0.000156018,0.000121048,0.7307231,0.007817418,0.1930254,0.001812275,0.06541298],"study_design_scores_gemma":[0.00001563484,0.00009427296,0.00008915393,0.00002273025,0.00001528143,0.0000305664,0.00001316066,0.9754504,0.0009147873,0.01943022,0.003911541,0.0000122151],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006367587,0.0003450824,0.9815168,0.0001454658,0.00007623704,0.00005455424,0.00003050402,0.00008559732,0.01137822],"genre_scores_gemma":[0.7373614,0.0008859541,0.2408032,0.000381632,0.0001854923,0.0005686283,0.0001660079,0.00008399868,0.01956375],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003489216,"threshold_uncertainty_score":0.01167262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006807458236262359,"score_gpt":0.2288080245749342,"score_spread":0.2220005663386718,"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."}}