{"id":"W4417249328","doi":"10.1109/epdc67173.2025.11278330","title":"Thermal Analysis of New Generation of Distribution Transformers: Experimental Validation","year":2025,"lang":"","type":"article","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computational fluid dynamics; Thermography; Thermal; Temperature measurement; Thermal analysis","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":[0.0006246741,0.0005445477,0.0003326921,0.0003874774,0.0002924975,0.0003157462,0.0004875817,0.0003838798,0.001303427],"category_scores_gemma":[0.0009756219,0.000159765,0.0002592818,0.0003109085,0.0005255034,0.0004736737,0.0004176045,0.0003687014,0.0003780859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004824041,"about_ca_system_score_gemma":0.0002581275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001208786,"about_ca_topic_score_gemma":0.0016971,"domain_scores_codex":[0.9996345,0.0000576637,0.00001705137,0.00007320508,0.000178147,0.00003942871],"domain_scores_gemma":[0.9994069,0.0001316889,0.0000668655,0.0001341035,0.0002235598,0.00003698489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009295493,0.0009887201,0.02347162,0.0006444544,0.0000503836,0.0004999287,0.0007982836,0.1116772,0.7949126,0.001861734,0.002207538,0.06195803],"study_design_scores_gemma":[0.00008331064,0.00193474,0.01545738,0.00003401389,0.00004051379,0.0003059733,0.0003247754,0.2230639,0.7531374,0.0006069542,0.004964308,0.00004672814],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529593,0.0001506674,0.043338,0.00006166724,0.0000442461,0.0001203874,0.0005571615,0.0004269706,0.002341724],"genre_scores_gemma":[0.9926217,0.00008278758,0.006239259,0.000007747057,0.000004721633,0.00005677029,0.0001646161,0.00002387623,0.0007984937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001303427,"threshold_uncertainty_score":0.004360437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036416251886845,"score_gpt":0.2646130741557088,"score_spread":0.2442489116368403,"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."}}