{"id":"W2334323010","doi":"10.1115/imece2002-39333","title":"Some Experimental Considerations of Stage Control in Digital Valves","year":2002,"lang":"en","type":"article","venue":"","topic":"Iterative Learning Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Reset (finance); Magnetic reluctance; Nonlinear system; Servomotor; Stepper; Hysteresis; Integrator; Computer science; Engineering; Voltage; Magnet; Physics; Control (management); Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003696481,0.00008494519,0.0001668412,0.0000770546,0.00001582763,0.00004944381,0.0000327525,0.00003116142,0.0005030503],"category_scores_gemma":[0.0000321822,0.00008167398,0.00003872553,0.00004318726,0.00002467457,0.0003274506,0.00000532858,0.00006887014,0.00006295378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003448069,"about_ca_system_score_gemma":0.000003096146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008965572,"about_ca_topic_score_gemma":0.000005586281,"domain_scores_codex":[0.9994748,0.00001577211,0.0002241337,0.00007731317,0.00008236156,0.0001256313],"domain_scores_gemma":[0.9997459,0.00009949366,0.00001933146,0.0000932504,0.00001583747,0.00002619888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001768685,0.0004416242,0.0327637,0.0001210295,0.0003093528,0.00007870926,0.01197862,0.2032782,0.6006957,0.1422991,0.00746464,0.0005516413],"study_design_scores_gemma":[0.005175054,0.0001646931,0.002892216,0.00005892342,0.000007012607,0.00001223715,0.00120854,0.9555955,0.03198504,0.0004407551,0.001994443,0.0004655701],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524982,0.002912072,0.002886241,0.0001118485,0.0002703297,0.0004243871,0.0000418831,0.0002879991,0.04056705],"genre_scores_gemma":[0.9985953,0.00000159286,0.0000839272,0.00003975001,0.00004900122,0.00001944057,0.000001501356,0.00001410409,0.001195411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7523173,"threshold_uncertainty_score":0.5508049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254005454963163,"score_gpt":0.2152885659770661,"score_spread":0.2027485114274345,"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."}}