{"id":"W4311869331","doi":"10.2514/1.t6595","title":"Conjugate Heat Transfer Simulations of a Nozzle Flow over a Film-Cooled Plate","year":2022,"lang":"en","type":"article","venue":"Journal of Thermophysics and Heat Transfer","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ansys (Canada); Avensys (Canada)","funders":"","keywords":"Nozzle; Heat transfer; Mechanics; Plenum space; Materials science; Turbulence; Computational fluid dynamics; Aerodynamics; Polygon mesh; Fluent; Reynolds-averaged Navier–Stokes equations; Mechanical engineering; Physics; Thermodynamics; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002309069,0.0002649944,0.0005867716,0.0001642842,0.0001523044,0.0000280154,0.0002006184,0.00007877949,0.0006110116],"category_scores_gemma":[0.000001907466,0.0002490851,0.000315289,0.0002513237,0.00004550234,0.0002325292,0.00001126515,0.0005466092,0.000001704446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006437823,"about_ca_system_score_gemma":0.00006075231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001868235,"about_ca_topic_score_gemma":0.00001148855,"domain_scores_codex":[0.9983472,0.00007961006,0.0006602845,0.0001558692,0.0004476649,0.0003093701],"domain_scores_gemma":[0.9994571,0.0001010415,0.00000402868,0.0001904462,0.00008233145,0.0001650853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001998765,0.0001323944,0.00002069026,0.0001124477,0.0002721023,0.0000282912,0.002388583,0.3948044,0.6001153,0.001231633,0.00004210181,0.0006521671],"study_design_scores_gemma":[0.01037087,0.001902817,0.001389603,0.0002658111,0.0007915551,0.000198427,0.0003925414,0.6334081,0.3425007,0.004881856,0.00283635,0.001061293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927912,0.0004522379,0.07017892,0.0001583983,0.0003640161,0.0002430698,0.000365017,0.00003820595,0.0002881476],"genre_scores_gemma":[0.999252,0.0002054857,0.0001868527,0.0001324096,0.0001136569,0.000009603452,0.000008999412,0.00007821762,0.00001274613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2576145,"threshold_uncertainty_score":0.9999961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118461354700674,"score_gpt":0.210865050494632,"score_spread":0.1996804369476253,"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."}}