{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001085468,0.000103732,0.0001726375,0.0001837566,0.00002745971,0.000008969211,0.0001217851,0.00005719926,0.00002914285],"category_scores_gemma":[0.00003374705,0.0001009844,0.00007870626,0.0006499727,0.000006268013,0.00003803074,0.000009181907,0.00009894789,0.00008194612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000327842,"about_ca_system_score_gemma":0.00002573146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000187952,"about_ca_topic_score_gemma":0.000002313038,"domain_scores_codex":[0.9992773,0.000009764748,0.0001742008,0.0001077952,0.0001475929,0.0002833647],"domain_scores_gemma":[0.9996816,0.00005517296,0.00001727508,0.0001621437,0.00002674073,0.00005707912],"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":[0.00003384382,0.00003920998,0.0001981001,0.0001271464,0.00009798352,0.00001411707,0.000146176,0.434596,0.02301811,0.0004026249,0.003346499,0.5379801],"study_design_scores_gemma":[0.0002837643,0.00003265791,0.00002712282,0.000008295537,0.00001434232,5.730224e-7,0.000007018046,0.9976587,0.0009352564,0.0004886487,0.0004366154,0.0001069945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2788319,0.0008294269,0.71474,0.0001090265,0.0001881995,0.0002076955,0.00001329952,0.0008866548,0.004193748],"genre_scores_gemma":[0.9993871,0.00004705866,0.0002345214,0.00003826638,0.00006940414,0.00003481549,0.00000554583,0.00003012078,0.0001531497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7205552,"threshold_uncertainty_score":0.4118024,"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."}}