{"id":"W2116198287","doi":"10.1109/wescan.1993.270588","title":"Neural networks in control systems","year":2002,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Artificial neural network; Control (management); Control system; Artificial intelligence; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005610733,0.00005644772,0.00008055528,0.00002558512,0.00003833618,0.0001050903,0.0003575255,0.00002582193,0.00002157548],"category_scores_gemma":[0.000001620765,0.00004490662,0.00002140859,0.0002791974,0.000009790288,0.0001562639,0.00003681996,0.00008234596,0.00003895709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008394984,"about_ca_system_score_gemma":9.52351e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003553064,"about_ca_topic_score_gemma":0.00001114872,"domain_scores_codex":[0.9994264,0.00002535902,0.0001297008,0.0001666697,0.00006718321,0.000184642],"domain_scores_gemma":[0.999599,0.00005635146,0.00002350826,0.0002619616,0.00001196393,0.00004722496],"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":[7.720183e-7,0.00006559955,0.001947853,0.000002251976,0.000003558978,0.00001627416,0.00003317963,0.6714117,0.00002704738,0.2690435,0.01973854,0.03770969],"study_design_scores_gemma":[0.0001774363,0.000009713011,0.0006420356,0.000002212956,4.844034e-7,0.000007680645,0.000001798968,0.9962097,0.000001040569,0.00009358153,0.002796568,0.00005778079],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004066847,0.0006089145,0.983806,0.002863211,0.000299689,0.0002228941,2.547818e-7,0.0001610165,0.007971189],"genre_scores_gemma":[0.9980033,0.00001463905,0.0003722933,0.0007349791,0.00009467877,0.00003482921,1.787317e-7,0.000002747452,0.0007423459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9939365,"threshold_uncertainty_score":0.1831239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646134139619385,"score_gpt":0.2099819224821837,"score_spread":0.1935205810859899,"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."}}