{"id":"W4295883513","doi":"10.3390/act11090261","title":"Electromechanical Natural Frequency Analysis of an Eco-Friendly Active Sandwich Plate","year":2022,"lang":"en","type":"article","venue":"Actuators","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Auxetics; Composite material; Piezoelectricity; Cantilever; Nanocomposite; Actuator; Natural frequency; Nanowire; Brittleness; Nanotechnology; Acoustics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002264296,0.0001503889,0.0003150331,0.0005110037,0.0001093999,0.00001334122,0.0003929718,0.0000441324,0.0009618895],"category_scores_gemma":[0.00005894067,0.0001549514,0.0001257494,0.001539666,0.0000299785,0.0001582388,0.0001128925,0.0005310763,0.000008795746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003714399,"about_ca_system_score_gemma":0.00005534824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007202489,"about_ca_topic_score_gemma":0.00003608596,"domain_scores_codex":[0.9985582,0.00007266051,0.0002385001,0.000239704,0.0004849654,0.0004059754],"domain_scores_gemma":[0.9993033,0.0001361042,0.00004409708,0.0003512954,0.0000442133,0.0001210049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005875745,0.0008847979,0.001841372,0.0001658683,0.02051152,0.0002743586,0.00836192,0.2022174,0.6397851,0.01459964,0.001877755,0.1088927],"study_design_scores_gemma":[0.0009548889,0.0009703726,0.01001464,0.000004441094,0.001145036,0.0000180875,0.00274405,0.9488008,0.02985851,0.004307954,0.0003672503,0.0008139812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947562,0.00007344094,0.003702377,0.00001855324,0.0001309177,0.000129221,0.0001068102,0.0001898216,0.0008926359],"genre_scores_gemma":[0.9986789,0.000007345932,0.00106411,0.00001555915,0.0000327875,0.00003703846,0.00008662351,0.00004681546,0.0000308107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7465834,"threshold_uncertainty_score":0.9999514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00636975549338261,"score_gpt":0.2403189516586581,"score_spread":0.2339491961652755,"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."}}