{"id":"W2023615385","doi":"10.1007/s00170-012-4243-8","title":"Global stiffness and natural frequency analysis of distributed compliant mechanisms with embedded actuators with a general-purpose finite element system","year":2012,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Piezoelectric Actuators and Control","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Donghua University","keywords":"Actuator; Finite element method; Stiffness; Mechanism (biology); Compliant mechanism; Natural frequency; Engineering; Lead zirconate titanate; Vibration; Control engineering; Servomechanism; Computer science; Mechanical engineering; Structural engineering; Acoustics; Electrical engineering","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":[0.000347028,0.0003991235,0.0003212187,0.0003833974,0.0001942426,0.0002564376,0.0004904173,0.0006724015,0.001065971],"category_scores_gemma":[0.0006352009,0.0002700651,0.0004538145,0.0001892919,0.00056224,0.0004851991,0.0004998703,0.0002611923,0.00012709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001216638,"about_ca_system_score_gemma":0.0002597173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007337344,"about_ca_topic_score_gemma":0.0009202067,"domain_scores_codex":[0.9998953,0.00002623355,0.000004772048,0.00001799905,0.00004511688,0.00001052679],"domain_scores_gemma":[0.9997684,0.0001141481,0.00003485381,0.00003339138,0.00003692287,0.00001223901],"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":[0.00008194747,0.00004765052,0.0008910325,0.00005290563,0.00002378565,0.0001287895,0.0001084928,0.9429849,0.03700816,0.005028991,0.00009968979,0.01354375],"study_design_scores_gemma":[0.000003047548,0.00002448745,0.0003001789,0.000001966339,0.000002878891,0.00001531537,0.000008408975,0.9981638,0.0009126038,0.0004729134,0.00009071029,0.000003712679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2727607,0.0001190985,0.723954,0.00006138084,0.00001560062,0.00002742949,0.0000274115,0.0001334492,0.002900935],"genre_scores_gemma":[0.9640687,0.00006395859,0.03378056,0.000009768684,0.00000500748,0.0000369601,0.00002530793,0.00002683911,0.001982828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001065971,"threshold_uncertainty_score":0.003566027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003291452035306823,"score_gpt":0.2046190661102145,"score_spread":0.2013276140749077,"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."}}