{"id":"W4313904409","doi":"10.2316/j.2022.201-0209","title":"FAULT ANALYSIS OF TRANSMISSION LINE BASED ON BIG DATA ALGORITHM, 216-223.","year":2022,"lang":"en","type":"article","venue":"Mechatronic systems and control","topic":"Power Systems and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Algorithm; Fault (geology); Line (geometry); Big data; Data mining; Mathematics; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005360699,0.0001779512,0.0005829741,0.000382654,0.0001019954,0.00002643267,0.0004062926,0.00008116129,0.00002712591],"category_scores_gemma":[0.000009006033,0.0001510656,0.0001054676,0.0005322404,0.00001646918,0.00004381544,0.00005883945,0.0001868276,0.00000103412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007162082,"about_ca_system_score_gemma":0.00002706297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003268713,"about_ca_topic_score_gemma":0.00001937709,"domain_scores_codex":[0.9986539,0.000074294,0.0003979229,0.0003021436,0.0003196822,0.0002520184],"domain_scores_gemma":[0.9989669,0.00007857921,0.00008944756,0.0007897051,0.00002238333,0.00005298785],"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":[0.00006333924,0.000159563,0.0003064423,0.0003004512,0.002422203,0.00002587837,0.0001154857,0.5129833,0.003608736,0.001363204,0.0007161218,0.4779353],"study_design_scores_gemma":[0.001377127,0.0001712494,0.00007688163,0.00003152674,0.000412856,0.000003073413,0.0002807677,0.9624156,0.0001319862,0.00001393582,0.03493111,0.0001538943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00762381,0.01660645,0.9723589,0.0001548114,0.0009916844,0.0005238461,0.00105295,0.0004039172,0.0002836438],"genre_scores_gemma":[0.9994366,0.00006562102,0.0001272663,0.00001642816,0.00006690784,0.0001026754,0.00008714083,0.00002257101,0.00007478108],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9918128,"threshold_uncertainty_score":0.6160277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01782279591356848,"score_gpt":0.2105823468770331,"score_spread":0.1927595509634646,"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."}}