{"id":"W6963837213","doi":"10.22111/ieco.2024.48761.1569","title":"Impedance-Based Approach for Locating Short-Circuit Faults in Inverter-Based Active Distribution Networks","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Power Systems Fault Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Fault (geology); Feature (linguistics); Scheme (mathematics); Electrical impedance; Task (project management); Distributed generation; Position (finance)","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":[0.001296108,0.0004186174,0.0007059278,0.0007201814,0.0001391121,0.0008301784,0.00111569,0.0002523155,0.0001238629],"category_scores_gemma":[0.0001781209,0.0004304941,0.0002421249,0.00161487,0.00005857235,0.00169139,0.0001047019,0.0006673672,0.000003408342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008470507,"about_ca_system_score_gemma":0.0001536097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003177919,"about_ca_topic_score_gemma":0.00009429541,"domain_scores_codex":[0.9972671,0.0001773219,0.0009785197,0.0005423941,0.0004643048,0.0005703816],"domain_scores_gemma":[0.9985766,0.0004472343,0.0002071307,0.0004052766,0.0001753351,0.000188419],"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":[0.0002989463,0.0002034401,0.02807328,0.001775417,0.0003387376,0.00003574419,0.0002322434,0.6793017,0.04436338,0.00003976693,0.008441878,0.2368954],"study_design_scores_gemma":[0.0005572895,0.00001483972,0.01692709,0.001232035,0.0000637242,0.000007520487,0.00006359914,0.9437782,0.03391706,0.0001882712,0.002752057,0.0004983215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1596662,0.007264816,0.8289837,0.00001416878,0.001546397,0.001274421,0.0001926616,0.0002792588,0.0007783673],"genre_scores_gemma":[0.9984246,0.0001907428,0.0001985051,0.00003383065,0.0003022897,0.0004951768,0.0002231301,0.0001154311,0.00001630291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8387583,"threshold_uncertainty_score":0.9998147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1766820505278509,"score_gpt":0.4850247102772607,"score_spread":0.3083426597494098,"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."}}