{"id":"W4391520425","doi":"10.1007/s00289-024-05157-5","title":"Modeling and optimization of piezoelectric and dielectric properties of poled PVDF/BT nanocomposites","year":2024,"lang":"en","type":"article","venue":"Polymer Bulletin","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Piezoelectricity; Dielectric; Nanocomposite; Materials science; Composite material; Materials processing; Optoelectronics; Process engineering; Engineering","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":[0.00004928603,0.00009947812,0.0001633436,0.0001240766,0.00002211988,0.00002229298,0.00003155631,0.00003973217,0.0000170696],"category_scores_gemma":[0.00001681176,0.00008735028,0.00001661187,0.000123602,0.00002146948,0.00003669201,0.00001423293,0.00004276991,9.693711e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006525281,"about_ca_system_score_gemma":0.000004934864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006983197,"about_ca_topic_score_gemma":4.405074e-7,"domain_scores_codex":[0.9994974,0.00001477463,0.0001968246,0.0001102356,0.00005894791,0.0001218077],"domain_scores_gemma":[0.9998594,0.00002327748,0.00001517432,0.00005900097,0.00001861212,0.00002453892],"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":[0.00001047246,0.000004283055,0.000008524364,0.0003288742,0.00002152215,6.699484e-7,0.0001119201,0.3987625,0.5979664,0.0001833732,0.000005723729,0.002595812],"study_design_scores_gemma":[0.00006607024,0.0000197464,0.000002375415,0.0001015854,0.00001566491,0.000005479214,0.000007263558,0.5421764,0.4574856,0.00001174326,0.00003868366,0.00006947288],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9216609,0.04209869,0.03566518,0.00005804314,0.00007505125,0.00006579629,0.000003584767,0.0001539018,0.000218858],"genre_scores_gemma":[0.9965345,0.0009694828,0.002273038,0.000005849626,0.00002850444,0.000005797137,0.000001727005,0.000027385,0.0001537025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1434139,"threshold_uncertainty_score":0.3562041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009019682384917913,"score_gpt":0.1885880413771659,"score_spread":0.179568358992248,"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."}}