{"id":"W4416963907","doi":"10.1109/ecce58356.2025.11259740","title":"Integrated Induction Machine Eccentricity Modeling for Linear Amplifier Based Emulation","year":2025,"lang":"","type":"article","venue":"","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Emulation; Eccentricity (behavior); Amplifier; Stator; Induction motor; Rotor (electric); Control theory (sociology); Inductance","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000503423,0.0004028369,0.0005311045,0.0005307473,0.0002458778,0.0002068978,0.0001544535,0.0004071194,0.000403042],"category_scores_gemma":[0.0001977339,0.0003945797,0.0002701814,0.0008835654,0.00001523945,0.0003598557,0.00002021704,0.0003105467,0.00004056249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003903412,"about_ca_system_score_gemma":0.0001473366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007686937,"about_ca_topic_score_gemma":0.0000641673,"domain_scores_codex":[0.997694,0.000108658,0.001048969,0.0004778011,0.0002335288,0.0004370385],"domain_scores_gemma":[0.9986681,0.000191291,0.0001134578,0.0003911266,0.0005177635,0.0001182588],"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":[0.0002111879,0.00006825692,0.0002785454,0.0002472469,0.0001419182,2.542633e-7,0.00004529312,0.9713898,0.001720146,0.002452181,0.0001951925,0.02324994],"study_design_scores_gemma":[0.003101069,0.00003899456,0.00008696684,0.0001853497,0.0001352919,3.751554e-7,0.00009291166,0.9900013,0.0008888603,0.0003964418,0.004733309,0.0003391907],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01561296,0.0003699657,0.9736915,0.0003864947,0.001916194,0.001739326,0.00004520117,0.0004246119,0.005813784],"genre_scores_gemma":[0.9926938,0.00001697842,0.003796038,0.0001772277,0.0002778065,0.00008247377,0.0002915936,0.00005201784,0.002612094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9770808,"threshold_uncertainty_score":0.9998506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02403367939015306,"score_gpt":0.2690614987916619,"score_spread":0.2450278194015088,"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."}}