{"id":"W2799643165","doi":"10.1139/tcsme-2016-0037","title":"HOLE PROBLEMS IN A CIRCULAR PIEZOELECTRIC PLATE","year":2016,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Numerical methods in engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piezoelectricity; Circular economy; Acoustics; Structural engineering; Geometry; Physics; Engineering; Mathematics","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":[0.0002791755,0.0001827518,0.0002398147,0.0001168171,0.0000621513,0.00001045027,0.0003166737,0.0001801163,0.00002086063],"category_scores_gemma":[0.00006559012,0.0001431944,0.0004259141,0.0006567701,0.00002453325,0.0001013114,0.000004878486,0.0002693357,0.000001771096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006807648,"about_ca_system_score_gemma":0.00006779005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008510252,"about_ca_topic_score_gemma":0.001701349,"domain_scores_codex":[0.998861,0.0000085672,0.0003009466,0.0001711757,0.0001353838,0.0005228855],"domain_scores_gemma":[0.9992938,0.0001744893,0.00001998757,0.0002915479,0.00002667204,0.0001935248],"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":[0.000001124916,0.000008709323,0.000005194709,0.0002029749,0.0001042099,3.821243e-7,0.000089263,0.8707741,0.1110183,0.0008446962,0.00003483377,0.01691618],"study_design_scores_gemma":[0.0007702772,0.00004102064,0.0001014115,0.0002629659,0.00005643844,0.000007989206,0.00001609136,0.9546561,0.03785061,0.001046444,0.004775417,0.0004152659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00666259,0.0001930719,0.9917834,0.0001984289,0.0005197612,0.0003937193,0.00004914798,0.0001665354,0.00003327956],"genre_scores_gemma":[0.9596037,0.00004328811,0.04004736,0.00002214096,0.00003235323,0.0001392476,5.762267e-7,0.00007384955,0.00003746344],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9529411,"threshold_uncertainty_score":0.5839298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200069292787099,"score_gpt":0.2050194813743016,"score_spread":0.1930187884464306,"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."}}