{"id":"W3114092273","doi":"10.1109/pesgm41954.2020.9282078","title":"Investigation of Frequency Oscillation Caused False Trips for Biomass Distributed Generation","year":2020,"lang":"en","type":"article","venue":"","topic":"Islanding Detection in Power Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Relay; Islanding; Low-frequency oscillation; Oscillation (cell signaling); Tripping; TRIPS architecture; Control theory (sociology); Computer science; Engineering; Power (physics); Electric power system; Distributed generation; Circuit breaker; Electrical engineering; Renewable energy; Transport engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009817618,0.00008237079,0.0001181415,0.00005959674,0.00003503148,0.00001994683,0.00004394227,0.00007451334,0.00001692668],"category_scores_gemma":[0.00007992168,0.00008307408,0.00003784871,0.0002739976,0.00001208246,0.0001201124,0.000003794728,0.00003215904,0.000008878423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005769582,"about_ca_system_score_gemma":0.0000117241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001760797,"about_ca_topic_score_gemma":0.00001754367,"domain_scores_codex":[0.9993767,0.00001954823,0.0003025888,0.0001099415,0.0001025802,0.00008861029],"domain_scores_gemma":[0.9996973,0.00002908661,0.00005725348,0.00008608271,0.00008222352,0.00004807183],"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":[0.000004013571,0.000001174478,0.002709932,0.0001427848,0.00002739525,1.446232e-7,0.0003413159,0.003934959,0.9857373,0.0007946645,0.006227843,0.00007848712],"study_design_scores_gemma":[0.0005143076,0.00007476403,0.001216604,0.00001025516,0.00001659197,7.825424e-7,0.00003368879,0.4558345,0.5407431,0.0002341132,0.001184766,0.0001366219],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3701626,0.00003537698,0.6281767,0.0001506234,0.0006464121,0.000302543,0.00007759874,0.0002937642,0.0001542585],"genre_scores_gemma":[0.9978048,0.000001591761,0.001633602,0.00001726709,0.000229847,0.00003884491,0.0002423775,0.00001746443,0.00001420699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6276422,"threshold_uncertainty_score":0.3387663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04634226233753845,"score_gpt":0.2240640787680441,"score_spread":0.1777218164305056,"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."}}