{"id":"W2174168317","doi":"10.1016/j.ultras.2015.11.004","title":"Coupled circuit based representation of piezoelectric structures modeled using the finite volume method","year":2015,"lang":"en","type":"article","venue":"Ultrasonics","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Finite volume method; Finite element method; Representation (politics); Volume (thermodynamics); Circuit extraction; Equivalent circuit; Computer science; Electronic circuit; RC circuit; Algorithm; Short circuit; Voltage; Mechanics; Electrical engineering; Physics; Engineering; Structural 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":[0.0002127262,0.0001080889,0.000175855,0.00006066213,0.00005279736,0.00003163343,0.0001335277,0.00007718283,0.00004143803],"category_scores_gemma":[0.0004673697,0.00008908017,0.0000583839,0.000359748,0.00002217188,0.0001132016,0.000005731676,0.0001475953,0.000004257949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005561382,"about_ca_system_score_gemma":0.00008661728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004016247,"about_ca_topic_score_gemma":0.00001103847,"domain_scores_codex":[0.9991963,0.00007799153,0.0002319943,0.0001124087,0.000219324,0.0001619788],"domain_scores_gemma":[0.9990768,0.0004579981,0.00007022671,0.0002145752,0.0001250155,0.00005536696],"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":[0.00001362492,0.00000721968,0.0003916315,0.00001228958,0.00003086898,4.345074e-7,0.0002678449,0.9894029,0.00768892,0.000708496,0.000125801,0.001349991],"study_design_scores_gemma":[0.0005422741,0.00002722483,0.0001819002,0.00000568423,0.00005601584,0.000002609637,0.00008921548,0.9933754,0.004621777,0.0008872099,0.0001158616,0.00009481598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06393606,0.0001643095,0.9352699,0.00003391623,0.0001462662,0.0001647916,0.0000135377,0.00008828242,0.000182925],"genre_scores_gemma":[0.9808004,0.000006320516,0.01900722,0.00005559846,0.0000627818,0.000006848847,0.00001754574,0.00002058999,0.00002265766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9168644,"threshold_uncertainty_score":0.3632584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04743040988959015,"score_gpt":0.2767712873258895,"score_spread":0.2293408774362994,"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."}}