{"id":"W4299608326","doi":"10.1109/tec.2022.3196850","title":"Induction Machine Emulation For Open Circuit and Short Circuit Grid Faults","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Energy Conversion","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Emulation; Robustness (evolution); Fault (geology); Computer science; Engineering; Stuck-at fault; Grid; Fault detection and isolation; Electronic engineering; Control engineering; Electrical engineering","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":[0.0001705551,0.0001620933,0.0001935166,0.0002039892,0.0004675986,0.00005603063,0.0001514829,0.00007716774,0.0002680829],"category_scores_gemma":[0.000001331072,0.0001858747,0.00008015302,0.0002000143,0.0000145652,0.0003490044,0.000003452277,0.0001513425,0.000005300725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200817,"about_ca_system_score_gemma":0.00001849316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000274933,"about_ca_topic_score_gemma":0.00003922488,"domain_scores_codex":[0.9990313,0.00006233738,0.0002506401,0.0002699774,0.0002105154,0.0001751959],"domain_scores_gemma":[0.9995775,0.00006651202,0.00003597802,0.0001964175,0.00004015896,0.00008342753],"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":[0.0001314301,0.00006684191,0.00003352624,0.00003399055,0.00009254948,0.000001692626,0.0002310663,0.9182778,0.009682857,0.0004701178,0.0004324476,0.07054571],"study_design_scores_gemma":[0.002116441,0.0002202174,0.0002966636,0.00001626238,0.00006675848,0.00002369756,0.0002480603,0.9575642,0.007358104,0.0001819131,0.03157132,0.0003363279],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04564255,0.00009702201,0.9473045,0.00007806386,0.003809861,0.0006679889,0.0001332086,0.0003083957,0.00195837],"genre_scores_gemma":[0.9983736,0.00003403912,0.00002364029,0.00008384364,0.00008328559,0.000247886,0.00009082074,0.00004007353,0.001022869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.952731,"threshold_uncertainty_score":0.757975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0232026950151196,"score_gpt":0.2276863995967062,"score_spread":0.2044837045815866,"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."}}