{"id":"W4414828759","doi":"10.1016/j.compstruct.2025.119719","title":"Controlled morphing of structures using smart piezoelectric patches subject to thermo-electro-mechanical loading","year":2025,"lang":"en","type":"article","venue":"Composite Structures","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Morphing; Piezoelectricity; Nonlinear system; Stiffness; Finite element method; Smart material; Deformation (meteorology); Piezoelectric sensor","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001400994,0.0003197119,0.0006748313,0.0003797649,0.0001767443,0.00008606311,0.0002927197,0.0001587024,0.00004970785],"category_scores_gemma":[0.0001288563,0.0002883158,0.0001782241,0.0005698415,0.0000342408,0.0001385319,0.0000598788,0.0003142384,0.000001770424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001122213,"about_ca_system_score_gemma":0.00005233686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004354238,"about_ca_topic_score_gemma":0.00001156443,"domain_scores_codex":[0.9984523,0.00009287626,0.0005101209,0.0002476763,0.0002230014,0.0004739906],"domain_scores_gemma":[0.9991254,0.0003363911,0.0000865134,0.0002579606,0.00008154811,0.0001121911],"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":[0.0003885224,0.0000123897,0.0009255113,0.00009101874,0.0003536996,0.000002432326,0.0002266435,0.06734778,0.9134872,0.01292968,0.0002243246,0.004010829],"study_design_scores_gemma":[0.003472736,0.0001394981,0.006622161,0.0001239187,0.0002899326,0.00001975684,0.00006679421,0.3419816,0.6366267,0.009921464,0.0001721938,0.000563338],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6841785,0.000820742,0.3132525,0.00004127288,0.0005082951,0.0004225393,0.00001064227,0.0001781791,0.0005872676],"genre_scores_gemma":[0.9952633,0.00001027,0.00426867,0.0002183521,0.0001642587,0.00001434406,0.000007035834,0.00003562717,0.00001816425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3110847,"threshold_uncertainty_score":0.9999569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009590849711268116,"score_gpt":0.2386843087005425,"score_spread":0.2290934589892744,"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."}}