{"id":"W4362606655","doi":"10.1007/s40997-023-00645-x","title":"CFD Analysis of Cross-Ventilation in Buildings with External Louvers: Impact of Slat Angles","year":2023,"lang":"en","type":"article","venue":"Iranian Journal of Science and Technology Transactions of Mechanical Engineering","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"MineSense Technologies (Canada)","funders":"","keywords":"Louver; Computational fluid dynamics; Reynolds-averaged Navier–Stokes equations; Natural ventilation; Airflow; Mechanics; Reynolds number; Ventilation (architecture); Flow (mathematics); Wind tunnel; Meteorology; Environmental science; Marine engineering; Mechanical engineering; Physics; Engineering; Turbulence","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":[0.0001599867,0.0003146599,0.0005008715,0.000418581,0.0004490005,0.0008831527,0.0004104895,0.0007231885,0.001840031],"category_scores_gemma":[0.0005233522,0.0002172335,0.0006742901,0.0003610875,0.000520827,0.0004291753,0.000350213,0.0003192782,0.0002015598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004884267,"about_ca_system_score_gemma":0.0005938448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0188673,"about_ca_topic_score_gemma":0.01062276,"domain_scores_codex":[0.9998755,0.00001746471,0.000005981035,0.00002071184,0.00003071448,0.00004958704],"domain_scores_gemma":[0.9997371,0.0001305328,0.0000231381,0.00001724012,0.00005911575,0.00003285239],"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":[0.0003535871,0.0002102423,0.03034155,0.0001233683,0.00005371663,0.000776072,0.0002231997,0.9144186,0.03725522,0.001591625,0.0006737547,0.01397902],"study_design_scores_gemma":[0.00001315789,0.00006246166,0.01503027,0.000009780883,0.00001450474,0.0000617931,0.0001507454,0.9796284,0.004417954,0.0001565607,0.0004346033,0.00001971368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875208,0.000186013,0.006411388,0.00008786315,0.00003518263,0.0000147683,0.0001563675,0.0001025387,0.005484962],"genre_scores_gemma":[0.9987642,0.00004020632,0.0005128283,0.000004857965,0.000004347266,0.00000256062,0.00005882607,0.000009573428,0.0006026346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0188673,"threshold_uncertainty_score":0.03751493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006920290944584063,"score_gpt":0.2450095999585969,"score_spread":0.2380893090140128,"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."}}