{"id":"W2200626895","doi":"10.1002/acs.2641","title":"Automatic tuning of robust constrained cross‐direction controllers","year":2015,"lang":"en","type":"article","venue":"International Journal of Adaptive Control and Signal Processing","topic":"Adaptive Control of Nonlinear Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Control theory (sociology); Computer science; Control engineering; Engineering; Artificial intelligence; Control (management)","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":[0.0007788463,0.0001893882,0.0005053854,0.0002833665,0.0000410628,0.0001072999,0.0002174024,0.00008163254,0.0000163789],"category_scores_gemma":[0.000189077,0.0001637163,0.0001224949,0.0000930407,0.000167768,0.0006274392,0.00001746152,0.0002411746,0.000001671643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001492023,"about_ca_system_score_gemma":0.0001953464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009173122,"about_ca_topic_score_gemma":0.000003196538,"domain_scores_codex":[0.9982187,0.00007998598,0.0008290828,0.0001138788,0.0005855027,0.0001728897],"domain_scores_gemma":[0.9970748,0.0001748982,0.0005755567,0.00004507958,0.001962509,0.0001671145],"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":[0.002447148,0.0001711893,0.004815062,0.0001471968,0.002680956,0.0003065358,0.002284928,0.5671306,0.06599814,0.0005846085,0.0003436452,0.35309],"study_design_scores_gemma":[0.007162616,0.0002952018,0.001861606,0.0004229123,0.00008022389,0.0003084599,0.0007375809,0.9880942,0.0003451121,0.0002644893,0.0002570705,0.0001705161],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2085055,0.006665198,0.780934,0.0002459653,0.00102247,0.0002274031,0.00003243896,0.00008719831,0.00227987],"genre_scores_gemma":[0.9964767,0.00001567323,0.002876645,0.00004661676,0.0005260715,0.000003125684,0.000001064725,0.00002427758,0.00002987217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7879712,"threshold_uncertainty_score":0.6676158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02629678377360671,"score_gpt":0.2569619494352849,"score_spread":0.2306651656616782,"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."}}