{"id":"W3048979625","doi":"10.1371/journal.pone.0235229","title":"Dynamic modeling of dielectric elastomer actuator with conical shape","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Dielectric materials and actuators","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Young Scientists Fund; Higher Education Discipline Innovation Project; National Natural Science Foundation of China; Natural Science Foundation of Hubei Province; National Science Foundation","keywords":"Coupling (piping); Conical surface; Inertia; Actuator; Materials science; Nonlinear system; Dielectric elastomers; Viscoelasticity; Dielectric; Planar; Elastomer; Computer science; Mechanical engineering; Mechanics; Biological system; Control theory (sociology); Physics; Classical mechanics; Engineering; Composite material; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.00003230514,0.0001190444,0.0002886065,0.00004076496,0.00001525936,0.00001479718,0.0001072553,0.00004923323,0.0001949634],"category_scores_gemma":[0.00003333248,0.0001018394,0.0000266496,0.0002244454,0.00001189157,0.00006292137,0.00001535404,0.0001107991,0.00003509559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000209528,"about_ca_system_score_gemma":0.00001935239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002504214,"about_ca_topic_score_gemma":0.000001188966,"domain_scores_codex":[0.9992827,0.000007197869,0.0001867292,0.0001282822,0.00019133,0.0002037734],"domain_scores_gemma":[0.9997322,0.00002173958,0.00002516017,0.00009465085,0.00003298123,0.00009329248],"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":[0.0002993986,0.0006766851,0.0002789019,0.001382249,0.001261132,0.0000189199,0.000726401,0.03032166,0.960251,0.0003366249,0.00009949615,0.004347575],"study_design_scores_gemma":[0.0002625009,0.0001580486,0.00002756795,0.0000462863,0.00007242028,4.790629e-7,0.000006737849,0.9669088,0.03235187,0.00001459278,0.00001862792,0.0001320317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958219,0.0001681705,0.002099985,0.00008540024,0.00001426432,0.0001161274,0.000005330158,0.0001812122,0.001507594],"genre_scores_gemma":[0.9982692,0.000107295,0.001467418,0.00005855232,0.00003520906,0.00001060743,0.000004676797,0.00003715877,0.00000989504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9365872,"threshold_uncertainty_score":0.415289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01966575063465257,"score_gpt":0.1815954263115986,"score_spread":0.161929675676946,"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."}}