{"id":"W2753590869","doi":"10.1115/power-icope2017-3406","title":"Experimental Investigation of a Simplified Model of a Transformer Cooling System","year":2017,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Thermosiphon; Transformer; Working fluid; Control theory (sociology); Water cooling; Computer science; Engineering; Mechanics; Mechanical engineering; Electrical engineering; Voltage; Physics; Heat exchanger","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":[0.0003414185,0.0003726594,0.0005897282,0.0001933554,0.0003920986,0.0004735838,0.0009212194,0.0004665956,0.003356352],"category_scores_gemma":[0.000813169,0.00021672,0.0003467565,0.0001722295,0.0004645736,0.000523337,0.0003932873,0.0004545343,0.0003618068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005744439,"about_ca_system_score_gemma":0.0006412761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003233786,"about_ca_topic_score_gemma":0.00232348,"domain_scores_codex":[0.9996777,0.00007159542,0.00001757194,0.00008350929,0.0001100839,0.00003959085],"domain_scores_gemma":[0.9996046,0.0001419034,0.00003388273,0.00009195054,0.00009729962,0.00003036904],"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":[0.001148461,0.0008374125,0.005067709,0.000601025,0.00005234996,0.0006361273,0.0004558999,0.3395748,0.6312053,0.002499348,0.001472966,0.01644853],"study_design_scores_gemma":[0.0002663729,0.003091767,0.006141441,0.00002797531,0.00005198692,0.0001465483,0.0002138013,0.7538388,0.2314716,0.0004636276,0.004222326,0.00006364926],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704094,0.00005221244,0.02588809,0.00008414554,0.00004633192,0.000155168,0.000395374,0.0004223247,0.002546854],"genre_scores_gemma":[0.9949036,0.00003914134,0.00395243,0.00001377918,0.000004211173,0.00009988792,0.0001289713,0.00001696485,0.0008410501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003356352,"threshold_uncertainty_score":0.01122808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04308480686233623,"score_gpt":0.2544036805917502,"score_spread":0.211318873729414,"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."}}