{"id":"W4415367598","doi":"10.1109/ius62464.2025.11201606","title":"A Unified AI Approach for Modeling the Properties of MEMS Ultrasonic Transducers","year":2025,"lang":"","type":"article","venue":"","topic":"Industrial Technology and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ultrasonic sensor; Transducer; Microelectromechanical systems; Encoder; Multilayer perceptron; Traverse; Residual; Fabrication; Pipeline (software)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007366724,0.000292235,0.0005624157,0.0001580838,0.0002345308,0.00004279021,0.0005589222,0.0006795509,0.00001098854],"category_scores_gemma":[0.00009003139,0.000193886,0.0002831755,0.0004644334,0.0001493421,0.00009666422,0.00002016701,0.0005752175,0.000001274344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008250732,"about_ca_system_score_gemma":0.0002067628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002702499,"about_ca_topic_score_gemma":0.00002218279,"domain_scores_codex":[0.9983003,0.00005855534,0.0007451387,0.0002984242,0.0001282847,0.0004693143],"domain_scores_gemma":[0.9992064,0.00007818984,0.00005869988,0.0004926338,0.0001372495,0.00002681637],"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":[0.0004091673,0.0000883141,0.00000851444,0.001148869,0.001263827,1.574024e-7,0.001196489,0.8014066,0.07661156,0.1084779,0.0002467823,0.009141759],"study_design_scores_gemma":[0.001650276,0.00006136766,3.708867e-7,0.0002278305,0.0002756436,0.000001451437,0.004368559,0.9237807,0.06828542,0.0006233659,0.0005296699,0.0001953812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04099595,0.007045418,0.9289222,0.002477198,0.0009995271,0.003326124,0.00001396751,0.0002974608,0.01592214],"genre_scores_gemma":[0.9969363,0.00009067731,0.0002345525,0.00007823093,0.0001070388,0.000436808,0.000002509014,0.00002852088,0.002085412],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9559403,"threshold_uncertainty_score":0.790644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03355768815675951,"score_gpt":0.2227524784193534,"score_spread":0.1891947902625938,"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."}}