{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00120696,0.0002753114,0.0002184494,0.0003250318,0.0007534508,0.0008212125,0.0009329071,0.0007239328,0.006851571],"category_scores_gemma":[0.00293544,0.0002154497,0.000302563,0.0003305382,0.0008360887,0.0009486696,0.0004449365,0.0005814828,0.0004185414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007108157,"about_ca_system_score_gemma":0.0002435487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337718,"about_ca_topic_score_gemma":0.0009413693,"domain_scores_codex":[0.9991716,0.0001845846,0.0000709499,0.0001388042,0.0003268112,0.0001071826],"domain_scores_gemma":[0.99841,0.000883583,0.000116356,0.0002720847,0.0002734489,0.00004442373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008761069,0.0005939501,0.001439754,0.0004451358,0.00001595475,0.0002597355,0.0003330538,0.003476236,0.9624242,0.01020489,0.0006907173,0.01924034],"study_design_scores_gemma":[0.0001351984,0.003531684,0.004817637,0.00004022837,0.00003356584,0.0002181476,0.0001971758,0.01834203,0.9559385,0.002265281,0.01442643,0.00005408355],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8213195,0.002018797,0.1289771,0.001468427,0.0006684902,0.0007943001,0.001260335,0.0006607028,0.04283234],"genre_scores_gemma":[0.9574745,0.0005737558,0.03596993,0.0001612094,0.00006497913,0.000265765,0.0003004086,0.00003955107,0.005150015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006851571,"threshold_uncertainty_score":0.02292085,"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."}}