{"id":"W4402103223","doi":"10.23977/jeeem.2024.070219","title":"Research and Design of Power Transformer Online Monitoring System","year":2024,"lang":"en","type":"article","venue":"Journal of Electrotechnology Electrical Engineering and Management","topic":"Power Systems and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformer; Electrical engineering; Computer science; Environmental science; Engineering; Voltage","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":[0.0003576292,0.0004877887,0.0004782225,0.000695306,0.0005023314,0.0009505787,0.001165702,0.0006587753,0.005093227],"category_scores_gemma":[0.0006296485,0.0003100614,0.0003589025,0.0004173838,0.0002244887,0.001415866,0.0004439563,0.0004045794,0.001480089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005556931,"about_ca_system_score_gemma":0.0005791655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001519251,"about_ca_topic_score_gemma":0.0006521089,"domain_scores_codex":[0.9993005,0.00009983782,0.00004561607,0.0001999032,0.0002996796,0.00005443759],"domain_scores_gemma":[0.999691,0.00003298643,0.0000321841,0.00003714031,0.0001791888,0.00002744505],"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":[0.0005527872,0.0002341135,0.007873338,0.0007635316,0.00008868735,0.0007070802,0.000613228,0.02925046,0.2513856,0.02536219,0.01403453,0.6691346],"study_design_scores_gemma":[0.0002244254,0.001538056,0.007608446,0.0001588603,0.0002403645,0.002899858,0.0002356433,0.6549928,0.1975769,0.008873197,0.1255077,0.0001436891],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02705344,0.0009637488,0.9460015,0.0004909988,0.0002578462,0.0003725635,0.0001216983,0.004603395,0.02013473],"genre_scores_gemma":[0.7963606,0.001382023,0.1779616,0.0003482854,0.0002950531,0.0004803849,0.0003789717,0.0001589946,0.02263407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005093227,"threshold_uncertainty_score":0.01703852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01597963117747879,"score_gpt":0.2501930749295371,"score_spread":0.2342134437520583,"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."}}