{"id":"W4401871355","doi":"10.1016/j.atmosenv.2024.120783","title":"Multiscale CFD analysis of urban air pollution dome and ventilation enhancement via an urban chimney","year":2024,"lang":"en","type":"article","venue":"Atmospheric Environment","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"","keywords":"Chimney (locomotive); Environmental science; Computational fluid dynamics; Dome (geology); Air pollution; Ventilation (architecture); Meteorology; Environmental engineering; Geology; Engineering; Aerospace engineering; Geography; Smoke","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":[0.0001178606,0.0003949602,0.0003394188,0.0003385786,0.0003509685,0.0006473609,0.0002838244,0.0005475362,0.001024816],"category_scores_gemma":[0.0002653365,0.0001369112,0.0005238126,0.0002809512,0.0004302635,0.0003016255,0.0004796402,0.0002827368,0.0001012228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005236829,"about_ca_system_score_gemma":0.0005776514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01419195,"about_ca_topic_score_gemma":0.006793699,"domain_scores_codex":[0.9999268,0.00001173499,0.00000320466,0.0000172065,0.00002015511,0.00002094282],"domain_scores_gemma":[0.9999059,0.00003480181,0.00001192891,0.000007059043,0.0000222719,0.00001797821],"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":[0.00007388083,0.00006451397,0.009894351,0.0000544708,0.00002947286,0.0005304046,0.00007698526,0.9530941,0.02771851,0.002227527,0.0004434484,0.005792324],"study_design_scores_gemma":[0.000005225668,0.00001728814,0.002880096,0.000002848621,0.000005783449,0.00001798278,0.00003290231,0.9955785,0.001019639,0.0001778066,0.0002544996,0.000007515531],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9387311,0.0002921071,0.05192668,0.0002457289,0.00006330774,0.00006006193,0.0003494544,0.0003315659,0.007999853],"genre_scores_gemma":[0.9942405,0.00008244468,0.004581859,0.00001790123,0.000008018649,0.00001712814,0.00008722322,0.00001517244,0.0009497437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01419195,"threshold_uncertainty_score":0.02821869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00443242092333792,"score_gpt":0.2013264533008258,"score_spread":0.1968940323774879,"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."}}