{"id":"W2071916147","doi":"10.1080/10407780701454238","title":"Turbulent Mixed-Convection Cooling of Stacked Heat-Generating Bodies in a Three-Dimensional Domain","year":2007,"lang":"en","type":"article","venue":"Numerical Heat Transfer Part A Applications","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Inlet; Turbulence; Jet (fluid); Natural convection; Mechanics; Combined forced and natural convection; Forced convection; Cooling tower; Materials science; Mechanical engineering; Heat transfer; Physics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004745185,0.0002976274,0.0004373699,0.0002137026,0.0001342596,0.00001713831,0.0001572837,0.0001862908,0.00007588519],"category_scores_gemma":[0.000004967943,0.0003188774,0.0001403802,0.0005944325,0.00007525295,0.0001179046,0.000008856125,0.0003818808,0.00003460087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727978,"about_ca_system_score_gemma":0.00004538163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001319504,"about_ca_topic_score_gemma":0.0007113382,"domain_scores_codex":[0.9977604,0.00004422514,0.0008611225,0.0003907301,0.0003601228,0.0005833681],"domain_scores_gemma":[0.9991958,0.0001868249,0.000004382202,0.0003257811,0.00007733541,0.0002098972],"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":[0.0002144552,0.0006969363,0.0007602014,0.0003817377,0.0001192375,0.00002533811,0.001534103,0.1956009,0.7776813,0.01531688,0.0001083091,0.007560542],"study_design_scores_gemma":[0.003074986,0.0004135339,0.004160027,0.000299031,0.0001201533,0.00009481439,0.0004025101,0.2449595,0.7320918,0.003646469,0.009329842,0.001407321],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3732515,0.0002512999,0.6251937,0.0001210269,0.00009734321,0.0006295334,0.00002723808,0.0002129907,0.0002154406],"genre_scores_gemma":[0.9896642,0.0000254933,0.009416441,0.00008992418,0.0001390844,0.0005318631,0.00006297003,0.00006614267,0.000003869251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6164127,"threshold_uncertainty_score":0.9999263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571473225079944,"score_gpt":0.2387598888210884,"score_spread":0.2230451565702889,"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."}}