{"id":"W7084767662","doi":"10.1109/tia.2025.3618232","title":"An Improved Analytical Model for Power-Hardware-in-the-Loop Emulation of Induction Machine Stator Inter-Turn Faults","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Industry Applications","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Emulation; Stator; Induction motor; Fault (geology); Torque; Control theory (sociology); Controller (irrigation); Power (physics); Inverter","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":[0.0002437693,0.0001605597,0.0001541552,0.0001690401,0.0002108246,0.00002245205,0.0002858791,0.0003006328,0.0002799674],"category_scores_gemma":[0.000005510395,0.0001378078,0.0001112223,0.0007371563,0.0001559714,0.0002343233,0.000002670896,0.0005060588,0.00002219542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000169844,"about_ca_system_score_gemma":0.00004003261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007042034,"about_ca_topic_score_gemma":0.0001687681,"domain_scores_codex":[0.9987725,0.00005251803,0.0004288444,0.0003575454,0.0001917154,0.0001968477],"domain_scores_gemma":[0.9992822,0.00006042584,0.000117636,0.000431039,0.00003293385,0.0000757552],"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":[0.0007748511,0.005320634,0.001460872,0.00006841323,0.0001308973,8.059592e-7,0.001556456,0.6527485,0.1912562,0.005811819,0.001449911,0.1394206],"study_design_scores_gemma":[0.0008128379,0.0001504752,0.001988723,0.000016961,0.0000689661,0.000005437931,0.000488111,0.9840778,0.008940242,0.00107972,0.002168702,0.0002020738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1435251,0.000002029815,0.8534321,0.0009901221,0.00008169715,0.0009472941,0.000300912,0.00004928677,0.0006714239],"genre_scores_gemma":[0.9962106,0.000003247889,0.001277719,0.0002823523,0.0000161266,0.0003757357,0.00003009484,0.00001153115,0.001792585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8526855,"threshold_uncertainty_score":0.5619637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981593073555241,"score_gpt":0.3039831658821645,"score_spread":0.2841672351466121,"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."}}