{"id":"W2977098242","doi":"10.18280/jesa.520302","title":"A Novel Automatic Detection Model for Single Line-to-ground Fault","year":2019,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Power Systems Fault Detection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Southern Power Grid","keywords":"Line (geometry); Computer science; Fault (geology); Fault detection and isolation; Geology; Artificial intelligence; Seismology; Mathematics; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004025944,0.0006409208,0.0006915976,0.000565949,0.0004918526,0.0007652416,0.001058861,0.0009014751,0.002158543],"category_scores_gemma":[0.0009061102,0.0002968156,0.0006187491,0.0003205955,0.0004781863,0.001045497,0.0004803396,0.0007296876,0.000350586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007511539,"about_ca_system_score_gemma":0.0007768146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01368591,"about_ca_topic_score_gemma":0.007849229,"domain_scores_codex":[0.9997138,0.00003349931,0.00001731856,0.000118399,0.00007537906,0.00004146629],"domain_scores_gemma":[0.9996809,0.000115895,0.00005613254,0.0000156285,0.0001179479,0.00001356342],"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":[0.000144688,0.00005773123,0.001885908,0.0001368207,0.00004395984,0.0002258961,0.0001555282,0.9187077,0.008923912,0.00660716,0.0009994456,0.06211118],"study_design_scores_gemma":[0.00000298352,0.00001480296,0.0001494107,0.00000206728,0.00000536647,0.00002140641,0.000003015368,0.9988855,0.0003210945,0.0004653797,0.000125622,0.000003455845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0401018,0.0003067275,0.9538339,0.0001846179,0.00006871321,0.00006168452,0.00008170828,0.0008909326,0.004469802],"genre_scores_gemma":[0.9630942,0.0002299091,0.03167849,0.00005855354,0.00003220403,0.0001264287,0.00009044687,0.00003716424,0.00465283],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01368591,"threshold_uncertainty_score":0.0272125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02684746275095104,"score_gpt":0.257738464020913,"score_spread":0.230891001269962,"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."}}