{"id":"W2131414037","doi":"10.1109/repcon.2008.4520130","title":"Application of digital radio for distribution pilot protection","year":2008,"lang":"en","type":"article","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"General Electric (Canada)","funders":"","keywords":"Relay; Blocking (statistics); Digital radio; Computer science; Transmission (telecommunications); Metering mode; Telecommunications; Installation; Transfer (computing); Engineering; Computer network","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":[],"consensus_categories":[],"category_scores_codex":[0.00003737249,0.00005915457,0.00007015981,0.00003708152,0.00006098897,0.000006390676,0.00002767466,0.00004373975,0.000005535808],"category_scores_gemma":[0.00002717548,0.00005773237,0.000037854,0.0002228825,0.00001369912,0.0001222122,0.000002103103,0.00005891556,0.00001207676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006046798,"about_ca_system_score_gemma":0.000004476793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001258233,"about_ca_topic_score_gemma":0.000001642531,"domain_scores_codex":[0.9996256,0.000003999646,0.0001373698,0.0000801573,0.00006593276,0.0000870047],"domain_scores_gemma":[0.9998174,0.00001477614,0.00002117357,0.00007101742,0.00005004273,0.0000255546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003743568,0.0002087327,0.0004626586,0.0002862017,0.00007117391,3.076776e-7,0.00006826349,0.0143567,0.4231449,0.003134769,0.002381342,0.5555106],"study_design_scores_gemma":[0.0006983659,0.0007675085,0.00187377,0.000004740987,0.000009248761,0.000044914,0.000005806935,0.4581415,0.5008044,0.001515447,0.03593094,0.0002033345],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04046436,0.00002209844,0.9577768,0.00002669083,0.00007527712,0.0005921522,0.00001652226,0.0003553866,0.0006706732],"genre_scores_gemma":[0.9992219,0.00001134453,0.000244674,0.000002244709,0.00006116913,0.0002585297,0.0000423421,0.00001024944,0.000147579],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9587575,"threshold_uncertainty_score":0.2354258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749924122992421,"score_gpt":0.214835624682484,"score_spread":0.1973363834525598,"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."}}