{"id":"W3126734372","doi":"10.1109/ias44978.2020.9334879","title":"Algorithm to Prevent Breaker-Failure Protection Mal-operation Due to Subsidence Current","year":2020,"lang":"en","type":"article","venue":"","topic":"Power Systems Fault Detection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Circuit breaker; Current transformer; Relay; Protective relay; Computer science; Transformer; Fault (geology); Overcurrent; Reliability engineering; Control theory (sociology); Electrical engineering; Engineering; Current (fluid); Voltage; Geology; Power (physics); Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001115402,0.0001681459,0.0001540474,0.00008613771,0.00005227466,0.00007616489,0.0001095014,0.00006527013,0.00009517168],"category_scores_gemma":[0.00003780401,0.000170461,0.00004081275,0.0004020402,0.000003004437,0.0002379604,0.00003543771,0.0001643904,0.00136167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001804204,"about_ca_system_score_gemma":0.0000153647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008167893,"about_ca_topic_score_gemma":0.0002132846,"domain_scores_codex":[0.9989591,0.00003540713,0.0002587639,0.0002902574,0.0002375758,0.0002189061],"domain_scores_gemma":[0.999491,0.000006126043,0.00001780166,0.0001771939,0.00005605458,0.0002518099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001557425,0.00003804764,0.00001687341,0.0002144656,0.00003152042,0.00001132002,0.00193173,0.03898258,0.09617554,0.00002932376,0.01432772,0.8482253],"study_design_scores_gemma":[0.0002467652,0.000363803,0.0006954639,0.000147675,0.00001593747,0.00008354581,0.0001610621,0.3537502,0.2785171,0.00001918843,0.3654038,0.0005954921],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02218528,0.00006971104,0.9725826,0.001564632,0.001120993,0.001384595,0.000007904518,0.0008429516,0.0002413612],"genre_scores_gemma":[0.9893859,0.000003571896,0.009192228,0.0001574609,0.0005793662,0.0004853907,0.000005397544,0.00004361167,0.0001470709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9672006,"threshold_uncertainty_score":0.9994159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01360911367290729,"score_gpt":0.2309657129132798,"score_spread":0.2173565992403725,"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."}}