{"id":"W3213361939","doi":"10.32920/ryerson.14646090.v1","title":"Intermittent Arc Fault Detection And Location For Aircraft Power Distribution System","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Fault (geology); Power (physics); Arc (geometry); Electric power system; Voltage; Engineering; Control theory (sociology); Computer science; Electrical engineering; Electronic engineering; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001365818,0.000342993,0.0002541722,0.000737451,0.0001757881,0.0003504546,0.0003827706,0.0003370471,0.000785673],"category_scores_gemma":[0.0009513941,0.0001374537,0.0001694148,0.0004308714,0.0001346304,0.0004948638,0.0002078579,0.0003019244,0.0002449878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003720039,"about_ca_system_score_gemma":0.0003180932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002820405,"about_ca_topic_score_gemma":0.002430475,"domain_scores_codex":[0.9997631,0.00003704711,0.00001064855,0.00005901128,0.0001135636,0.00001666901],"domain_scores_gemma":[0.999693,0.00008575415,0.00007390213,0.00003127384,0.0001046471,0.00001139437],"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":[0.0002095783,0.00008973377,0.007048449,0.0002457005,0.00003953691,0.000220028,0.0002050365,0.1704473,0.07115273,0.003778068,0.002655238,0.7439086],"study_design_scores_gemma":[0.00001186926,0.00006130572,0.002220667,0.00001127123,0.00001439362,0.0001356906,0.00003633889,0.9828849,0.01225496,0.0009914167,0.001367365,0.000009802538],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09434349,0.0004882188,0.9019376,0.000119965,0.00003881767,0.00003528624,0.00007326715,0.001181104,0.001782282],"genre_scores_gemma":[0.8584713,0.0003383424,0.1392681,0.00003452982,0.00002193311,0.0000306563,0.0001177716,0.00002705925,0.001690348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002820405,"threshold_uncertainty_score":0.005608022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008096798441551525,"score_gpt":0.221268891748371,"score_spread":0.2131720933068195,"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."}}