{"id":"W4360877805","doi":"10.1002/pamm.202200314","title":"FE‐based modeling of a mesoscale piezoelectric motor","year":2023,"lang":"en","type":"article","venue":"PAMM","topic":"Piezoelectric Actuators and Control","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"European Regional Development Fund; Deutscher Akademischer Austauschdienst; European Commission","keywords":"Unimorph; Finite element method; Stator; Rotor (electric); Torque; Rotation (mathematics); Mechanical engineering; Computer science; Acoustics; Control theory (sociology); Engineering; Piezoelectricity; Structural engineering; 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":[0.0001624951,0.0002468224,0.0002865796,0.0002297107,0.0002427868,0.0004047137,0.0004982093,0.0008553939,0.00233204],"category_scores_gemma":[0.0003221628,0.0002351421,0.0002695048,0.0001357669,0.0003940967,0.0002441744,0.0002503392,0.0003167152,0.0004182864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004472058,"about_ca_system_score_gemma":0.000444869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002444197,"about_ca_topic_score_gemma":0.001525133,"domain_scores_codex":[0.999928,0.000008991355,0.000003021064,0.00001430214,0.00003740615,0.000008309079],"domain_scores_gemma":[0.9998997,0.00003383047,0.00001846044,0.00001698162,0.0000246942,0.000006288615],"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":[0.00001956082,0.00002180557,0.0003989892,0.00003654533,0.000007115608,0.00008031134,0.000032581,0.977797,0.01550645,0.001792052,0.0001795669,0.004127974],"study_design_scores_gemma":[0.000002395593,0.00001169958,0.0002534136,0.000003686035,0.000001530107,0.000009236128,0.000004251689,0.9983101,0.0008115192,0.000128493,0.0004613346,0.000002205356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4266088,0.0004683263,0.5303062,0.0004171761,0.00007830288,0.0001742849,0.0005322808,0.0009407859,0.04047381],"genre_scores_gemma":[0.9693803,0.0001237536,0.02585997,0.00002188455,0.000005104269,0.0001092766,0.00008388414,0.00003074677,0.004385172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002444197,"threshold_uncertainty_score":0.007801414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01029498525522237,"score_gpt":0.2006700495878867,"score_spread":0.1903750643326643,"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."}}