{"id":"W2793902835","doi":"10.1002/gas.22040","title":"Critical Infrastructure Protection Required on Electric Grid Continually Changing","year":2018,"lang":"en","type":"article","venue":"Natural Gas & Electricity","topic":"Islanding Detection in Power Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interconnection; Electric power transmission; Synchronization (alternating current); Electricity; Grid; George (robot); Mains electricity; Electrical engineering; Engineering; Telecommunications; Business; Computer science; Topology (electrical circuits); Geography; Voltage","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003219034,0.0003202714,0.0002992272,0.000679576,0.0003209671,0.0001207477,0.0002236948,0.0002936448,0.00005248648],"category_scores_gemma":[0.0005708512,0.0003003081,0.0001024116,0.001850364,0.00005337374,0.0002473723,0.00002378173,0.0009851181,0.0001574194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005141625,"about_ca_system_score_gemma":0.00002734885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001595563,"about_ca_topic_score_gemma":0.0000109708,"domain_scores_codex":[0.997887,0.00009208869,0.0003457973,0.0003796996,0.0004373822,0.0008580761],"domain_scores_gemma":[0.9991891,0.00009959551,0.00006283291,0.0002775892,0.000274389,0.00009650403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006345698,0.00008621998,0.0004114078,0.0002912211,0.000270582,0.00004943753,0.001448873,0.0006825469,0.8325976,0.004129351,0.04083337,0.1185648],"study_design_scores_gemma":[0.001316282,0.001905861,0.00584042,0.0002054114,0.00007703179,0.0005092364,0.00003939372,0.1951063,0.7635322,0.001869571,0.0281965,0.001401825],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453814,0.0007100854,0.02419375,0.000213001,0.0145273,0.001008586,0.000009088029,0.00279929,0.01115749],"genre_scores_gemma":[0.9964527,0.00001125471,0.0001541394,0.000119754,0.002876619,0.00005514603,0.000004815699,0.00006201051,0.000263594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1944238,"threshold_uncertainty_score":0.9999449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006191515230203291,"score_gpt":0.2274030107908102,"score_spread":0.221211495560607,"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."}}