{"id":"W3213851373","doi":"10.1109/wf-iot51360.2021.9594925","title":"Device Synchronization for Fault Localization in Electrical Distribution Grids","year":2021,"lang":"en","type":"article","venue":"","topic":"Power Systems Fault Detection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Synchronizing; Synchronization (alternating current); Fault (geology); Computer science; Grid; Real-time computing; Time synchronization; Electronic engineering; Engineering; Transmission (telecommunications); Telecommunications; Geology","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":[0.00009342135,0.00008191813,0.00009950563,0.00004944832,0.00003162312,0.00002969409,0.00003413009,0.0001055522,0.00001889245],"category_scores_gemma":[0.0001240308,0.00009228555,0.00002642264,0.0006249814,0.000003945311,0.0001469121,0.000005968682,0.00006080255,0.00002006942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003944804,"about_ca_system_score_gemma":0.0000269107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001940509,"about_ca_topic_score_gemma":0.0002431662,"domain_scores_codex":[0.9993586,0.00002502737,0.0002140802,0.0001377584,0.00009477244,0.0001697607],"domain_scores_gemma":[0.9997156,0.00003571736,0.00001537108,0.00009593567,0.0001071836,0.00003024033],"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":[0.00004895678,0.0001921812,0.006939689,0.0008310486,0.00009159824,0.00002469518,0.0003447111,0.769861,0.02782165,0.009441914,0.02574736,0.1586552],"study_design_scores_gemma":[0.000319105,0.00001408583,0.000357213,0.00002012338,0.000006114189,0.00001103187,0.00001952703,0.9262644,0.03105863,0.00008290196,0.04173655,0.0001102804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01094068,0.0002084485,0.9872666,0.00003119808,0.0004399658,0.0002075546,0.00001188064,0.0002706651,0.0006230234],"genre_scores_gemma":[0.9988086,0.00001984699,0.0004071578,0.00002669772,0.00008938578,0.00006076524,0.000458605,0.00001867808,0.0001102416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.987868,"threshold_uncertainty_score":0.3763295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006779034488200439,"score_gpt":0.229728537170027,"score_spread":0.2229495026818265,"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."}}