{"id":"W4232073743","doi":"10.5383/ijtee.10.02.006","title":"A Test Device for Optimize PMU-Based Islanding Detection Technology","year":2015,"lang":"en","type":"article","venue":"International Journal of Thermal and Environmental Engineering","topic":"Islanding Detection in Power Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Islanding; Photovoltaic system; Phasor measurement unit; Computer science; Grid; Phasor; Power (physics); Distributed generation; Electronic engineering; Real-time computing; Electric power system; Engineering; Renewable energy; Electrical engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001432011,0.0001036118,0.0001163998,0.0002403856,0.00001893634,0.00003045285,0.0001277944,0.00006335459,0.000006499007],"category_scores_gemma":[0.00004491483,0.00009935482,0.00004945781,0.00004296542,0.00001593805,0.0001366395,0.00001844015,0.0001227468,0.000002944614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002040294,"about_ca_system_score_gemma":0.000004843643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001022759,"about_ca_topic_score_gemma":3.722779e-7,"domain_scores_codex":[0.9994287,0.000003647638,0.0002311343,0.00006379047,0.0001628808,0.0001097749],"domain_scores_gemma":[0.9997545,0.00005597733,0.00006523416,0.00004471742,0.00002069466,0.00005889566],"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":[0.00004392228,0.0000183296,0.001088561,0.00001747985,0.0001008066,0.00001313807,0.0001315031,0.7894486,0.2059968,0.000006969809,0.00003225058,0.003101588],"study_design_scores_gemma":[0.001860133,0.0002308879,0.0004745752,0.0001057905,0.00002955907,0.0003768651,0.0002053444,0.8797938,0.107693,0.00002387075,0.008989298,0.0002168876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7195879,0.0004861494,0.2767556,0.00007565142,0.00277806,0.00008916305,0.0000194345,0.00008768454,0.0001203783],"genre_scores_gemma":[0.9972132,0.00001371407,0.00250153,0.00001013933,0.0002098632,0.000009763023,0.00000224249,0.00002475792,0.00001473933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2776254,"threshold_uncertainty_score":0.4051572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007493030773115426,"score_gpt":0.1919093799614204,"score_spread":0.1844163491883049,"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."}}