{"id":"W2026997414","doi":"10.1016/j.buildenv.2010.01.001","title":"A novel approach to enhance outdoor air quality: Pedestrian ventilation system","year":2010,"lang":"en","type":"article","venue":"Building and Environment","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Concordia University","keywords":"Environmental science; Urban heat island; Pedestrian; Ventilation (architecture); Meteorology; Air quality index; Atmospheric instability; Wind speed; Urbanization; Thermal comfort; Atmospheric sciences; Environmental engineering; Civil engineering; Geography; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003376201,0.0001478639,0.0001545689,0.00002157194,0.0002400446,0.00002544076,0.0001176442,0.00005671942,0.00004592934],"category_scores_gemma":[0.00001534393,0.0001306494,0.00003998743,0.00005915188,0.00008924338,0.00008149152,0.0002260469,0.0001232246,0.0001619558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007777794,"about_ca_system_score_gemma":0.000001920955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002000842,"about_ca_topic_score_gemma":0.00001286589,"domain_scores_codex":[0.9988703,0.00001720309,0.0001938987,0.0004213168,0.000252199,0.000245081],"domain_scores_gemma":[0.9995588,0.00002024127,0.00005864371,0.0002247045,0.000001036343,0.0001365819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004886419,0.0004923712,0.04230136,0.0001157594,0.00003901403,0.000002553716,0.001968655,0.006342511,0.8788819,0.001673671,0.0009994664,0.06713393],"study_design_scores_gemma":[0.0006418618,0.0001271678,0.8292873,0.00006298342,0.000053213,0.00003134021,0.001205454,0.002104671,0.02391613,0.0001073178,0.1416173,0.0008453315],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729041,0.00002602785,0.02147467,0.0003745356,0.0001534448,0.0002190117,0.00000715929,0.00004911909,0.004791878],"genre_scores_gemma":[0.9729334,0.00001030599,0.0261146,0.0001055792,0.0001095863,0.00004729891,0.00000255991,0.00001258974,0.000664128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8549657,"threshold_uncertainty_score":0.5327728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586114427155387,"score_gpt":0.2487632135177711,"score_spread":0.2329020692462172,"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."}}