{"id":"W2031067553","doi":"10.1177/1045389x04044450","title":"Dual-Stack Piezoelectric Device with Bidirectional Actuation and Improved Performance","year":2004,"lang":"en","type":"article","venue":"Journal of Intelligent Material Systems and Structures","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"Pennsylvania State University","keywords":"Actuator; Stack (abstract data type); Piezoelectricity; Mechanical engineering; Materials science; Engineering; Acoustics; Structural engineering; Computer science; Electrical engineering","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":[0.0001772969,0.0004159794,0.0002818755,0.000322781,0.0001578733,0.0003069622,0.0006031653,0.0004313294,0.0009660089],"category_scores_gemma":[0.0002086968,0.0002112679,0.0002322283,0.0002469697,0.0001382065,0.0006449331,0.0004364586,0.000419355,0.0004230699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002000665,"about_ca_system_score_gemma":0.0002360008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003200013,"about_ca_topic_score_gemma":0.0007949049,"domain_scores_codex":[0.9998226,0.000008996736,0.00001246454,0.00004005043,0.00009143161,0.0000245492],"domain_scores_gemma":[0.999877,0.0000223141,0.0000342165,0.00001237772,0.00003731666,0.00001677905],"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":[0.00003581453,0.00001965327,0.0002154009,0.0001003943,0.000006360408,0.00004518137,0.00002591358,0.0002604088,0.9870403,0.0005111488,0.000249264,0.01149026],"study_design_scores_gemma":[0.00003383119,0.0003774036,0.002129297,0.00002163831,0.00003996086,0.0005857551,0.00004958178,0.01701117,0.968617,0.0001744708,0.0109171,0.00004280033],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8087442,0.003977683,0.1693207,0.0004571915,0.0003888309,0.0001107923,0.0004981057,0.0007493893,0.0157531],"genre_scores_gemma":[0.8791723,0.00126433,0.1126634,0.00009783771,0.00006764467,0.00008668503,0.0002328918,0.00004210055,0.006372924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009660089,"threshold_uncertainty_score":0.003231645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007152081211969199,"score_gpt":0.1953254994882564,"score_spread":0.1881734182762872,"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."}}