{"id":"W2335139217","doi":"10.1142/9789812770097_0009","title":"MODELING THE TORQUE-SPEED HYSTERESIS BEHAVIOR OF AN ULTRASONIC MOTOR","year":2007,"lang":"en","type":"article","venue":"","topic":"Piezoelectric Actuators and Control","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Torque; Hysteresis; Instrumentation (computer programming); Ultrasonic motor; Ultrasonic sensor; Mechanical engineering; Simulation; Computer science; Engineering; Physics; Electrical engineering; Acoustics; Thermodynamics","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":[0.0002001849,0.00009429648,0.0001210105,0.00004192493,0.00003235139,0.00001387543,0.0001711244,0.00005472753,0.00007107007],"category_scores_gemma":[0.00001084989,0.0000636021,0.00005777478,0.00009977692,0.000009912227,0.00008793434,0.000006237201,0.00009119134,0.000006440215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003378493,"about_ca_system_score_gemma":0.000009228845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000125377,"about_ca_topic_score_gemma":0.00008835878,"domain_scores_codex":[0.9993575,0.000007571174,0.0002009326,0.00008404526,0.0001255253,0.0002244871],"domain_scores_gemma":[0.999636,0.00004533758,0.00001392121,0.0002182888,0.00002882761,0.00005765357],"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":[0.00006950822,0.0001640135,0.0009296793,0.000037169,0.0001289012,0.00001362773,0.000695349,0.04051379,0.2593856,0.001418657,0.0001536636,0.6964901],"study_design_scores_gemma":[0.0002088192,0.00004765037,0.0005912404,0.000003916455,0.00003449498,0.000003794721,0.0001454482,0.9885408,0.01021876,0.00002878725,0.00006874609,0.0001075504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8696116,0.0001803175,0.1279535,0.000007197071,0.00007828433,0.000145698,0.000002607534,0.0001217294,0.00189916],"genre_scores_gemma":[0.9993633,0.00001078311,0.000360552,0.00003081669,0.00007964546,0.000006035027,0.000001295746,0.00001943436,0.0001281195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.948027,"threshold_uncertainty_score":0.2593618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009196203266190141,"score_gpt":0.2153856609029655,"score_spread":0.2061894576367753,"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."}}