{"id":"W4388207676","doi":"10.1109/ccece58730.2023.10288844","title":"Data-Driven Approaches for Distribution Transformer Health Monitoring: A Review","year":2023,"lang":"en","type":"review","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Distribution transformer; Computer science; Transformer; Engineering; Electrical engineering; Voltage","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":[0.001348231,0.001172504,0.001425197,0.003003662,0.0002652715,0.001343745,0.00129988,0.001263211,0.003524594],"category_scores_gemma":[0.002499208,0.0004505794,0.0009732475,0.004051376,0.0004440357,0.00202632,0.0007003199,0.001146565,0.001572386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005160519,"about_ca_system_score_gemma":0.001537387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001655235,"about_ca_topic_score_gemma":0.001774911,"domain_scores_codex":[0.999507,0.00008471305,0.00008110587,0.0001075838,0.0001918214,0.0000277179],"domain_scores_gemma":[0.9977204,0.001592586,0.0001680848,0.00006196333,0.0004096208,0.0000473788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005450887,0.000101894,0.0003969947,0.03139906,0.0001753293,0.0001836006,0.0001228913,0.001595854,0.001300122,0.00772128,0.01269944,0.9442491],"study_design_scores_gemma":[0.00001833598,0.0002177613,0.001567702,0.01720825,0.0005875553,0.001313102,0.0002075299,0.002028335,0.001663571,0.007119554,0.9679787,0.00008973802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002331067,0.9957675,0.002296844,0.0002268262,0.0001641217,0.00001544697,0.00004520385,0.00002363373,0.001227345],"genre_scores_gemma":[0.002054674,0.9950209,0.002113056,0.0001418451,0.0001678495,0.00001536968,0.0000742893,0.000006105683,0.0004058993],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003524594,"threshold_uncertainty_score":0.01179099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3060045317368502,"score_gpt":0.3841276079534454,"score_spread":0.0781230762165952,"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."}}