{"id":"W2107397188","doi":"10.1109/tcst.2004.825001","title":"Flexure Control of a Positioning System Using Piezoelectric Transducers","year":2004,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Dynamics and Control of Mechanical Systems","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Western University","funders":"","keywords":"Actuator; Lead zirconate titanate; Piezoelectricity; Transducer; Compensation (psychology); Nonlinear system; Control theory (sociology); Positioning system; Controller (irrigation); Control system; Tracking (education); Control engineering; Engineering; Acoustics; Materials science; Computer science; Control (management); Structural engineering; Electrical engineering; Ferroelectricity; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001229676,0.0002742608,0.0001472327,0.00009125203,0.0001770677,0.0003108442,0.0003364288,0.0002492292,0.001257441],"category_scores_gemma":[0.0003427641,0.00008902013,0.00009933916,0.00008850474,0.0002730383,0.000261606,0.0002734705,0.0002186063,0.00018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001392263,"about_ca_system_score_gemma":0.0001799666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001049955,"about_ca_topic_score_gemma":0.000963833,"domain_scores_codex":[0.9999211,0.00001031111,0.000004319808,0.00002562075,0.00003076918,0.000007925145],"domain_scores_gemma":[0.9999155,0.00002766119,0.00002400712,0.000009961608,0.00001520581,0.000007667979],"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":[0.000277434,0.0000666223,0.0009594266,0.0001918031,0.00002374033,0.0005967609,0.0002398134,0.2405555,0.5659406,0.01679869,0.0007209203,0.1736288],"study_design_scores_gemma":[0.00004652211,0.0006767371,0.001390828,0.00001149527,0.00001839056,0.0002008754,0.00002685064,0.9507017,0.04112397,0.002540831,0.003244535,0.00001729158],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2323044,0.0003485956,0.7588723,0.0001932796,0.00008999135,0.00004877367,0.00003704939,0.0005147629,0.007590835],"genre_scores_gemma":[0.9797419,0.0001402566,0.01720872,0.00002143142,0.00002100632,0.00002202653,0.00001468189,0.000005649774,0.002824299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001257441,"threshold_uncertainty_score":0.004206598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004898359094446412,"score_gpt":0.1888133016122312,"score_spread":0.1839149425177848,"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."}}