{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001844614,0.0002962044,0.0002164136,0.0001599103,0.0001348532,0.0004593059,0.0004118289,0.0003676663,0.001510062],"category_scores_gemma":[0.000239173,0.0002003926,0.0002137842,0.0001469938,0.0001808844,0.0002280872,0.0003379293,0.0001626664,0.0003486819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001925311,"about_ca_system_score_gemma":0.0003792931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000333396,"about_ca_topic_score_gemma":0.0003803555,"domain_scores_codex":[0.9998405,0.00001848462,0.00001076129,0.00003478181,0.00007684589,0.00001858274],"domain_scores_gemma":[0.9998915,0.00001833882,0.00004406431,0.00001057641,0.00002796129,0.000007405443],"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":[0.0001598732,0.00005674841,0.00141066,0.0003011227,0.00006309521,0.0002044887,0.0001045375,0.1272056,0.7523367,0.01079017,0.0005914943,0.1067754],"study_design_scores_gemma":[0.00008186567,0.001093715,0.002794249,0.00003385798,0.00006623024,0.0004534771,0.00006718794,0.8446825,0.1370186,0.00110425,0.01257486,0.00002919512],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1584967,0.0005326976,0.8286921,0.0001618207,0.00004480787,0.0001747391,0.00007401884,0.0003306335,0.01149254],"genre_scores_gemma":[0.7957351,0.0002639616,0.1994313,0.00004274904,0.0000132377,0.0001595452,0.0000427585,0.00002093231,0.004290423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001510062,"threshold_uncertainty_score":0.005051613,"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."}}