{"id":"W2792785881","doi":"10.1088/1361-665x/aab92e","title":"A phase field approach for the fully coupled thermo-electro-mechanical dynamics of nanoscale ferroelectric actuators","year":2018,"lang":"en","type":"article","venue":"Smart Materials and Structures","topic":"Ferroelectric and Piezoelectric Materials","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"National Natural Science Foundation of China","keywords":"Ferroelectricity; Actuator; Materials science; Phase boundary; Boundary value problem; Context (archaeology); Nanoscopic scale; Thermal; Electric field; Field (mathematics); Voltage; Phase (matter); Mechanics; Mechanical engineering; Condensed matter physics; Nanotechnology; Optoelectronics; Engineering; Physics; Electrical engineering; Thermodynamics; Dielectric","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":[0.000317761,0.0006193736,0.000641013,0.0003920014,0.0003574062,0.0005827928,0.001067322,0.001113062,0.003549275],"category_scores_gemma":[0.0004931652,0.0003994603,0.0007068315,0.0002622983,0.0007664699,0.0009919726,0.0007001798,0.0006787934,0.0004190313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006391765,"about_ca_system_score_gemma":0.0005535315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001786195,"about_ca_topic_score_gemma":0.001565759,"domain_scores_codex":[0.999877,0.00004096557,0.000004569096,0.000017016,0.00004566685,0.00001479425],"domain_scores_gemma":[0.9998686,0.00006515867,0.00001607781,0.00001702733,0.00002297584,0.00001012876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004571168,0.00007819799,0.0001563644,0.0001423017,0.00003819033,0.0001445097,0.00006420183,0.7741355,0.02521692,0.1933104,0.0006457712,0.006021888],"study_design_scores_gemma":[0.000005423643,0.000009569006,0.00002573036,0.000002358161,0.000001563134,0.000006153599,0.000002491052,0.994188,0.0002401117,0.005183558,0.0003321293,0.000003033306],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04427737,0.001187059,0.9334165,0.0005864563,0.0001926475,0.000124407,0.0001467356,0.0001657117,0.01990304],"genre_scores_gemma":[0.8500066,0.001611725,0.1233746,0.0004148837,0.000192019,0.0007490518,0.0001404303,0.0001895775,0.02332104],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003549275,"threshold_uncertainty_score":0.01187354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167924822245476,"score_gpt":0.2569125277324094,"score_spread":0.2452332795099546,"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."}}