{"id":"W199004237","doi":"10.1007/bfb0027671","title":"Intelligent control: Some preliminary results","year":2005,"lang":"en","type":"book-chapter","venue":"Lecture notes in control and information sciences","topic":"Adaptive Control of Nonlinear Systems","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Controller (irrigation); Control engineering; Control theory (sociology); Control system; Intelligent control; Multivariable calculus; Control (management); Engineering; Class (philosophy); Computer science; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007005972,0.0003948244,0.0005584603,0.0004960871,0.0001059928,0.0001798572,0.0002944816,0.0003738244,0.00002832529],"category_scores_gemma":[0.0002733569,0.0003189606,0.00009859871,0.00007491756,0.0002448466,0.001680375,0.00002989127,0.0004604782,0.0001136606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086786,"about_ca_system_score_gemma":0.00006856119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001194166,"about_ca_topic_score_gemma":0.00003475016,"domain_scores_codex":[0.9979953,0.00002225992,0.0009623704,0.0002342553,0.0004529435,0.0003328907],"domain_scores_gemma":[0.9986799,0.0006443886,0.0002651611,0.000205295,0.0001096269,0.00009563581],"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":[0.0006389307,0.00001038787,0.00003051991,0.000169762,0.0001501333,0.000009035622,0.0009288733,0.4776181,0.000033452,0.03111361,0.000435108,0.488862],"study_design_scores_gemma":[0.002921545,0.0004804046,0.0002126942,0.0003338986,0.00004891592,0.00002660538,0.00001511012,0.6746552,0.00003210451,0.00561363,0.3150204,0.0006395383],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001939651,0.03014824,0.5059342,0.003944109,0.002435839,0.002770506,0.0008178009,0.0006536392,0.4531017],"genre_scores_gemma":[0.9953104,0.000879916,0.0004648613,0.001701151,0.0007569237,0.00002837686,0.00003684336,0.00002543366,0.0007960964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9951164,"threshold_uncertainty_score":0.9999263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445270557865652,"score_gpt":0.2276631103159737,"score_spread":0.2132104047373171,"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."}}