{"id":"W2043369153","doi":"10.1063/1.4704225","title":"Heat transfer study in oil channels of a transformer ODAF cooling system based on numerical modeling","year":2012,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Environmental and Sediment Control","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Icon; Citation; Computer science; Download; Information retrieval; Transformer; Search engine; Search engine optimization; World Wide Web; Engineering; Electrical engineering; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004683958,0.0002513159,0.0003594049,0.00007650895,0.00007762935,0.00002545462,0.0002343568,0.00008623473,0.0004170828],"category_scores_gemma":[0.000008729367,0.0002144927,0.00007779341,0.0002236662,0.00007145177,0.0004317702,0.00002532069,0.0002173532,0.00007702286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149551,"about_ca_system_score_gemma":0.000009933879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003564263,"about_ca_topic_score_gemma":0.000008050981,"domain_scores_codex":[0.9981217,0.00002387181,0.0004224324,0.0003625944,0.000541598,0.0005278492],"domain_scores_gemma":[0.9996689,0.00002770819,0.00001718695,0.0001016319,0.000010278,0.000174303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000893876,0.0036125,0.7771277,0.0002504436,0.00004178061,0.000005959676,0.02428962,0.01619154,0.1698162,0.0003945518,0.0000152392,0.007360662],"study_design_scores_gemma":[0.001955417,0.0005539829,0.009240406,0.0001801598,0.00004384664,0.000003084146,0.005234549,0.9778625,0.004537086,0.000009489137,0.00003561055,0.0003438128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833827,0.00001705724,0.01009146,0.000139549,0.00009655456,0.0003948465,0.000003444792,0.00004096713,0.005833403],"genre_scores_gemma":[0.9995229,0.000006566338,0.0000842086,0.0001530984,0.00003759316,0.0001332085,0.000001882809,0.00002147627,0.00003907423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.961671,"threshold_uncertainty_score":0.8746758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02101851762099922,"score_gpt":0.2228250554505282,"score_spread":0.201806537829529,"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."}}