{"id":"W1994020939","doi":"10.1115/ht2009-88581","title":"On the Reduction of Wall Temperature Non-Uniformity of a Three-Dimensional Experimental Apparatus","year":2009,"lang":"en","type":"article","venue":"Volume 1: Heat Transfer in Energy Systems; Thermophysical Properties; Heat Transfer Equipment; Heat Transfer in Electronic Equipment","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Enclosure; Materials science; Boundary value problem; Heat transfer; Natural convection; Thermal resistance; Thermal; Mechanics; Reduction (mathematics); Temperature measurement; Boundary (topology); Thermodynamics; Mathematics; Engineering; Physics; Geometry; Mathematical analysis; Electrical engineering","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":[0.001627625,0.0005270414,0.0005641779,0.0004101932,0.0004606839,0.0006096796,0.0007642384,0.0003119302,0.0006680443],"category_scores_gemma":[0.005280518,0.0003389344,0.0003819415,0.0002008521,0.0005886719,0.0005772716,0.0004641956,0.0005336153,0.0001730493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006221083,"about_ca_system_score_gemma":0.0005978181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003467033,"about_ca_topic_score_gemma":0.0003877593,"domain_scores_codex":[0.9986358,0.0002527453,0.0001122833,0.0001897732,0.0007228699,0.00008652927],"domain_scores_gemma":[0.9962006,0.001679245,0.0006235213,0.0007683327,0.0006725418,0.00005580775],"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":[0.000407236,0.0001287629,0.002140801,0.0003132034,0.00001910182,0.00009527006,0.0001099938,0.06846539,0.899031,0.003288422,0.0001205588,0.02588033],"study_design_scores_gemma":[0.00003104333,0.000810956,0.004887818,0.00001636984,0.00002707389,0.00008282122,0.00002602033,0.1206825,0.8713911,0.0003193327,0.001692438,0.00003233708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6011406,0.0001952559,0.395251,0.00009543147,0.00005035014,0.0001890587,0.00008633257,0.0004785261,0.002513404],"genre_scores_gemma":[0.9028335,0.00007483659,0.09637394,0.00002070349,0.00001146135,0.0001401772,0.00007831738,0.00006189769,0.0004051937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001627625,"threshold_uncertainty_score":0.008607805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200784823936068,"score_gpt":0.2031901523766946,"score_spread":0.1911823041373339,"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."}}