{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000127075,0.0004366065,0.000241485,0.0002145489,0.0001177189,0.0003366924,0.0005395437,0.0004596096,0.002229983],"category_scores_gemma":[0.0003635915,0.0001568325,0.0003266967,0.00014003,0.000186898,0.000434692,0.0002769323,0.0003542994,0.0009049506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002311917,"about_ca_system_score_gemma":0.0001865261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129818,"about_ca_topic_score_gemma":0.001246151,"domain_scores_codex":[0.9999148,0.00001951012,0.000004835444,0.00001427513,0.000037754,0.000008751191],"domain_scores_gemma":[0.9998957,0.00003460969,0.00002033778,0.00001696217,0.00002894719,0.000003390421],"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":[0.00007026374,0.00004554936,0.0007056192,0.0001063595,0.00001982846,0.000146664,0.0001265384,0.9075782,0.04766212,0.006192941,0.0005166247,0.03682933],"study_design_scores_gemma":[0.000002282825,0.00002674569,0.0001274179,0.000004219913,0.000003762235,0.00002861859,0.000006724541,0.9941903,0.004032667,0.0003378942,0.001236973,0.000002403694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0270469,0.0000951637,0.9665965,0.00002567329,0.00001233692,0.00004038968,0.00005033955,0.0008195417,0.005313029],"genre_scores_gemma":[0.9086021,0.0002944379,0.08175521,0.00002494513,0.00001318606,0.0001359265,0.0001447878,0.0001286347,0.008900743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002229983,"threshold_uncertainty_score":0.007460058,"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."}}