{"id":"W4240743718","doi":"10.32920/ryerson.14664675.v1","title":"Single Vibration Mode Standing Wave Tubular Piezoelectric Ultrasonic Motor","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Piezoelectric Actuators and Control","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Ultrasonic motor; Piezoelectric motor; Piezoelectricity; Vibration; Materials science; Acoustics; Torque; Fabrication; Ultrasonic sensor; Standing wave; Brass; Voltage; Electrical engineering; Engineering; Composite material; Physics; Metallurgy","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":[0.0002203436,0.0003387942,0.0006546957,0.0003052389,0.0002231751,0.0004019781,0.0008726673,0.0005792622,0.003287255],"category_scores_gemma":[0.0004344507,0.0002034002,0.0002888465,0.0003714175,0.0003004639,0.0005823541,0.0003972828,0.0004499511,0.001797518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001963372,"about_ca_system_score_gemma":0.0003435437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001231478,"about_ca_topic_score_gemma":0.0001403707,"domain_scores_codex":[0.9995558,0.00003147651,0.00002329356,0.00008217354,0.0002710572,0.00003625077],"domain_scores_gemma":[0.9997395,0.00003162357,0.00005078254,0.00002683202,0.0001239987,0.0000273197],"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":[0.0003184315,0.00008311695,0.001168381,0.001262923,0.00002688123,0.0004537369,0.0001812165,0.00391429,0.7462646,0.007967445,0.003393064,0.234966],"study_design_scores_gemma":[0.0001083054,0.003212176,0.006707537,0.0001233062,0.00007118824,0.004660705,0.0001304409,0.03419479,0.8362004,0.002098321,0.1123927,0.0001001691],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.297633,0.006751112,0.6613253,0.0003364542,0.000608192,0.0004312008,0.0005886439,0.003430301,0.02889582],"genre_scores_gemma":[0.7023429,0.004004333,0.2531859,0.0001330002,0.0001633222,0.0003817652,0.0008632116,0.000166987,0.03875863],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003287255,"threshold_uncertainty_score":0.01099694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136944411289453,"score_gpt":0.1997504206797623,"score_spread":0.1883809765668678,"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."}}