{"id":"W4386432457","doi":"10.1007/978-981-19-9822-5_226","title":"Numerical Investigation of Wind-Driven Cross-Ventilation on a Low-Rise Residential Building","year":2023,"lang":"en","type":"book-chapter","venue":"Environmental science and engineering","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Reynolds-averaged Navier–Stokes equations; Natural ventilation; Computational fluid dynamics; Turbulence; Ventilation (architecture); Environmental science; Meteorology; Wind speed; Indoor air quality; Marine engineering; Wind direction; Airflow; CFD in buildings; Engineering; Aerospace engineering; Geography; Mechanical 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":[0.0001966242,0.0003960225,0.0008074378,0.0004797765,0.000917299,0.0009786083,0.001060061,0.001875404,0.004812321],"category_scores_gemma":[0.0008606345,0.0003821529,0.0007096495,0.0005488587,0.001025037,0.0004706005,0.0006992015,0.0006064262,0.0002684212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007321038,"about_ca_system_score_gemma":0.000797719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03132528,"about_ca_topic_score_gemma":0.0208025,"domain_scores_codex":[0.9998612,0.00003086985,0.000006924709,0.00002222116,0.00002894832,0.00004975981],"domain_scores_gemma":[0.9996091,0.0002212887,0.00003165456,0.00002085247,0.00005047475,0.00006661518],"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":[0.0001160146,0.0001226148,0.003188121,0.0000391402,0.00002077702,0.0004389364,0.0000570975,0.9903829,0.002429194,0.0009901868,0.0003030623,0.001912105],"study_design_scores_gemma":[0.00001656132,0.0000526502,0.002054363,0.000004816059,0.00000728987,0.00003532479,0.0000860853,0.997115,0.000335653,0.0001675545,0.0001170123,0.000007715294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760404,0.0001942223,0.005072656,0.0001879975,0.00004528553,0.0000372357,0.0002990727,0.0001074724,0.01801571],"genre_scores_gemma":[0.9966222,0.00004380065,0.0008795708,0.00001973339,0.000006712948,0.000009885753,0.00008133012,0.0000138244,0.002322871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03132528,"threshold_uncertainty_score":0.0622859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008634000357229204,"score_gpt":0.2028892995599729,"score_spread":0.1942552992027437,"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."}}