{"id":"W2095370916","doi":"10.1080/19942060.2009.11015250","title":"Numerical and Experimental Study of 3D Turbulent Airflow in a Full Scale Heated Ventilated Room","year":2009,"lang":"en","type":"article","venue":"Engineering Applications of Computational Fluid Mechanics","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec; Université de Sherbrooke","funders":"","keywords":"Airflow; Turbulence; Computational fluid dynamics; Scale (ratio); Scale model; Mechanics; Mechanical engineering; Aerospace engineering; Materials science; Environmental science; Marine engineering; Engineering; Physics","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":[0.00007337838,0.00009553804,0.000155761,0.0000607324,0.00003507724,0.0000044932,0.00009206222,0.00002645319,0.00002076376],"category_scores_gemma":[0.000004432841,0.000101706,0.00002062543,0.0003173988,0.00001023368,0.00004714698,0.00004062591,0.00005670057,0.000004408088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004444652,"about_ca_system_score_gemma":0.00000469349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002313488,"about_ca_topic_score_gemma":0.000001526969,"domain_scores_codex":[0.9992573,0.00000960237,0.000256143,0.0001748085,0.0002003973,0.0001017719],"domain_scores_gemma":[0.9997795,0.0000282749,0.00004100385,0.00009928751,0.00001414188,0.0000378237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001395541,0.0009578817,0.0002079163,0.000005450728,0.000009907612,6.675668e-7,0.0005477881,0.9648152,0.03221999,0.0002173729,0.00002614111,0.0009777462],"study_design_scores_gemma":[0.0006900831,0.0005466109,0.01947563,0.00002250356,0.00001171323,0.000006938867,0.0002365038,0.9670302,0.01121515,0.0005192957,0.00008565289,0.0001597532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537602,0.0001184968,0.04565424,0.0000654016,0.00001371308,0.0003366429,0.000003070855,0.00002826472,0.0000199549],"genre_scores_gemma":[0.9910117,0.000002832635,0.00889981,0.00001199032,0.000008446465,0.00004618625,0.000008610515,0.000006487215,0.000003932722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03725149,"threshold_uncertainty_score":0.4147449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004710095491040956,"score_gpt":0.2154425782393257,"score_spread":0.2107324827482848,"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."}}