{"id":"W4386882095","doi":"10.32920/24171258.v1","title":"Design and optimization of a XY compliant mechanical displacement amplifier","year":2023,"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":"Natural Sciences and Engineering Research Council of Canada","keywords":"Actuator; Finite element method; Amplifier; Compliant mechanism; Displacement (psychology); Natural frequency; Planar; Bar (unit); Engineering; Structural engineering; Acoustics; Electronic engineering; Electrical engineering; Computer science; Physics; Vibration","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001621813,0.0001635538,0.000283146,0.00007301135,0.00001653866,0.00002523891,0.0001073268,0.0001550022,0.00007064363],"category_scores_gemma":[0.00001396934,0.0001454724,0.00004361153,0.0000676413,0.000009979552,0.00001822202,0.0001248455,0.0001808218,0.000006619317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004221837,"about_ca_system_score_gemma":0.00002148555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002187312,"about_ca_topic_score_gemma":0.000001629699,"domain_scores_codex":[0.9992463,0.00002118978,0.0002534813,0.0001899387,0.0001325611,0.0001565534],"domain_scores_gemma":[0.9995961,0.00008130578,0.00004148545,0.000195779,0.00002878583,0.00005660363],"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":[0.00001328885,0.00001559031,0.000003386813,0.0001011835,0.0001066663,0.000001564621,0.00003032593,0.9908014,0.0001630548,0.0009070435,0.00125959,0.006596883],"study_design_scores_gemma":[0.000216375,0.00003647898,0.000009961287,0.00004437223,0.00004485673,0.00000101421,0.000008345455,0.9979038,0.0002962122,0.001234194,0.0000553243,0.0001491023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003924137,0.0001639906,0.9982935,0.00005620598,0.000204437,0.0004225711,0.000008578033,0.0002226083,0.0002357102],"genre_scores_gemma":[0.9394836,0.0004507792,0.05958702,0.00002286307,0.00004014268,0.0001026797,0.00002782138,0.00004786521,0.0002371773],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9390913,"threshold_uncertainty_score":0.5932193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02701399676632141,"score_gpt":0.2329999702815323,"score_spread":0.2059859735152109,"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."}}