{"id":"W3212358949","doi":"10.1115/imece2001/ad-23733","title":"On the Finite Element Modeling of Smart Structures","year":2001,"lang":"en","type":"article","venue":"","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"Finite element method; Actuator; Simple (philosophy); Computer science; Piezoelectricity; Work (physics); Mechanical engineering; Structural engineering; Engineering; Artificial intelligence; Electrical 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":[0.00002717873,0.00004564823,0.00005240969,0.00002409245,0.00002164844,0.00000783766,0.00004791254,0.00001349677,0.0008629774],"category_scores_gemma":[0.000008228094,0.00002434243,0.00002998247,0.00008406999,0.000003653492,0.00001875923,0.000005428109,0.00003006291,0.0000031526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006976747,"about_ca_system_score_gemma":9.673548e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001708915,"about_ca_topic_score_gemma":0.00001683699,"domain_scores_codex":[0.9997285,0.0000042006,0.00009710025,0.00003981596,0.00007315355,0.00005722378],"domain_scores_gemma":[0.9998567,0.00002400146,0.000008748705,0.00008472624,0.00001619163,0.000009639378],"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":[0.000001802202,6.825196e-7,0.00006916616,0.000001623473,0.00001585328,9.060837e-8,0.0000234277,0.9905406,0.00009647231,0.008302214,0.0001270144,0.0008210744],"study_design_scores_gemma":[0.00003541531,0.000007082285,0.0001138155,0.000002386735,0.000007010416,2.062245e-7,0.00003179593,0.9952631,0.001058807,0.003366359,0.00008050186,0.00003350356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7631378,0.00005638031,0.2198781,0.0001497461,0.00007755295,0.00006197829,0.000001482493,0.00006135406,0.01657561],"genre_scores_gemma":[0.9990578,0.00004765942,0.0007284598,0.00006369999,0.00001657223,0.00000127502,0.000002718652,0.000004331146,0.00007744126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2359201,"threshold_uncertainty_score":0.9448997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01374151061467151,"score_gpt":0.202160008285154,"score_spread":0.1884184976704825,"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."}}