{"id":"W4394909170","doi":"10.32370/ia_2024_01_8","title":"Further Development of Innovative Applications Based on the Inverse Piezoelectric Effect","year":2024,"lang":"en","type":"article","venue":"Intellectual Archive","topic":"Engineering Applied Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piezoelectricity; Inverse; Development (topology); Engineering physics; Computer science; Materials science; Engineering; Mathematics; Composite material; Mathematical analysis; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002694027,0.0001532799,0.0001213657,0.0003810681,0.00004825829,0.00002260327,0.0002261351,0.00003504525,0.0001655998],"category_scores_gemma":[0.0001515295,0.0001044472,0.00004092027,0.001332141,0.00007319478,0.00001560014,0.00003444742,0.0004697838,0.0005320251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008968289,"about_ca_system_score_gemma":0.00009102935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001656123,"about_ca_topic_score_gemma":0.000005305898,"domain_scores_codex":[0.9991794,0.00003875,0.0001831417,0.0001614009,0.0002118361,0.0002254921],"domain_scores_gemma":[0.9967416,0.002973877,0.000008523121,0.0002052375,0.00003229461,0.00003846612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001232792,0.0001133641,0.00002721281,0.001110432,0.0006740864,0.00001298315,0.03133882,0.2061914,0.1202435,0.00749037,0.03820468,0.5944699],"study_design_scores_gemma":[0.000100266,0.0001261294,0.00003711757,0.0001167158,0.000005997624,0.000001652456,0.00007083226,0.7935894,0.1687152,0.0004128108,0.03664817,0.000175741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05592236,0.0001399362,0.9109841,0.00009664086,0.00009583687,0.0008125951,0.00001915228,0.0004728133,0.03145656],"genre_scores_gemma":[0.9970086,0.000006658613,0.002264078,0.00002436331,0.00004325601,0.0005037412,0.00001291526,0.00004670239,0.00008965252],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9410863,"threshold_uncertainty_score":0.6838283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163613511662596,"score_gpt":0.2334051182771583,"score_spread":0.2217689831605324,"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."}}