{"id":"W4249792873","doi":"10.1002/acs.683","title":"Controller validation","year":2001,"lang":"en","type":"article","venue":"International Journal of Adaptive Control and Signal Processing","topic":"Control Systems and Identification","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Boeing (Canada)","funders":"","keywords":"Robustness (evolution); Control theory (sociology); Open-loop controller; Generalization; Control engineering; Controller (irrigation); Computer science; Closed loop; Feedback loop; Basis (linear algebra); System identification; Identification (biology); Control system; Experimental data; Engineering; Control (management); Data mining; Artificial intelligence; Mathematics","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":[0.0003083626,0.0000972022,0.000193308,0.0001599642,0.00004447757,0.0001562224,0.0001257431,0.00004122079,0.00002472674],"category_scores_gemma":[0.00002420384,0.0000816333,0.00006686886,0.00005573846,0.00002444621,0.000538114,0.000006351916,0.0001199222,0.000004346793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005705185,"about_ca_system_score_gemma":0.0000240317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005681163,"about_ca_topic_score_gemma":0.000001854457,"domain_scores_codex":[0.9990756,0.00002837825,0.0004164481,0.00007472477,0.0003050204,0.00009984947],"domain_scores_gemma":[0.9989833,0.00004698797,0.000200019,0.00002474671,0.0006838877,0.00006101453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008197373,0.00006642695,0.002414168,0.00002119448,0.0006068517,0.0000851486,0.0004858692,0.02031477,0.1504432,0.0008314694,0.000560514,0.8233506],"study_design_scores_gemma":[0.01104886,0.0002705001,0.02545987,0.0004451816,0.0001756724,0.0009026989,0.0005411131,0.9372553,0.001451413,0.004291649,0.0177245,0.0004332992],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.192548,0.006365863,0.7973536,0.0006721221,0.0006778937,0.0001502122,0.000007830342,0.00004946208,0.002174993],"genre_scores_gemma":[0.9988974,0.0001266255,0.0001616714,0.00006386579,0.0006546064,0.000003362506,0.000001128183,0.00001113093,0.00008022584],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9169405,"threshold_uncertainty_score":0.332891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153710015743644,"score_gpt":0.2261576157462558,"score_spread":0.2146205155888194,"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."}}