{"id":"W1989552414","doi":"10.1177/1045389x12464530","title":"A unified multiphysics finite element model of the polypyrrole trilayer actuation mechanism","year":2012,"lang":"en","type":"article","venue":"Journal of Intelligent Material Systems and Structures","topic":"Conducting polymers and applications","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Multiphysics; Actuator; Finite element method; Polypyrrole; Materials science; Mechanism (biology); Deformation (meteorology); Mechanical engineering; Conductive polymer; Range (aeronautics); Computer science; Polymer; Structural engineering; Composite material; Engineering; Physics","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":[0.0003764319,0.0001009933,0.0002119162,0.00003949447,0.0001071623,0.00006742249,0.0001616388,0.00004895965,0.00006033344],"category_scores_gemma":[0.00002792802,0.00005782504,0.00006629926,0.00004736672,0.00003624398,0.0001218515,0.00005050118,0.00005865404,9.93345e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002391954,"about_ca_system_score_gemma":0.00003521652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001194797,"about_ca_topic_score_gemma":0.000002087062,"domain_scores_codex":[0.9989772,0.00005484284,0.0005069706,0.00007063356,0.0002451329,0.0001451999],"domain_scores_gemma":[0.9990182,0.00003384567,0.0006375975,0.0001443827,0.00010333,0.00006266555],"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":[0.00003961775,0.0000213551,0.00004096994,0.00002976435,0.00001460644,6.374067e-8,0.0009363792,0.001942068,0.9837607,0.01284965,0.00004886658,0.0003159583],"study_design_scores_gemma":[0.000131296,0.00003691007,0.0001411428,0.0000379951,0.000038428,0.0000141867,0.0005575042,0.001516964,0.9947157,0.002486632,0.0002542103,0.00006901369],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868064,0.0001838984,0.01092822,0.00005774679,0.001784774,0.0001626146,0.00004773394,0.000004396387,0.00002422203],"genre_scores_gemma":[0.9990215,0.00002345494,0.0004694206,0.00002032802,0.0003910039,0.000003937593,0.000001057184,0.000007924545,0.00006135879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01221512,"threshold_uncertainty_score":0.2358037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03596486432049541,"score_gpt":0.2666103754682162,"score_spread":0.2306455111477208,"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."}}