{"id":"W4412455471","doi":"10.1016/j.jweia.2025.106155","title":"Validation of urban airflow measurements through a combined field test and wind tunnel study","year":2025,"lang":"en","type":"article","venue":"Journal of Wind Engineering and Industrial Aerodynamics","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Airflow; Wind tunnel; Field (mathematics); Environmental science; Meteorology; Engineering; Marine engineering; Aerospace engineering; Geography; Mechanical engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001589112,0.0008965006,0.0004952888,0.0007157595,0.0006116649,0.0004607335,0.0006668434,0.0004693041,0.001135244],"category_scores_gemma":[0.001053416,0.0002186887,0.0002508737,0.0005608168,0.0004279113,0.0005620908,0.0005593968,0.0003450272,0.000264469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000417272,"about_ca_system_score_gemma":0.0006770377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006896094,"about_ca_topic_score_gemma":0.02065706,"domain_scores_codex":[0.9992273,0.0001883057,0.00004962247,0.000181611,0.0002459103,0.0001072939],"domain_scores_gemma":[0.9988934,0.0002342762,0.00009892821,0.0001607441,0.0005289598,0.00008364672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001361354,0.004399917,0.09026601,0.0004471181,0.0001068829,0.0007645414,0.001024945,0.04581134,0.7827553,0.0005757933,0.001178561,0.07130838],"study_design_scores_gemma":[0.0005399688,0.02012487,0.3946151,0.0001428689,0.0001640106,0.0007481422,0.002070341,0.1499288,0.4236793,0.000420132,0.00737231,0.0001941754],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981711,0.00004466007,0.01577539,0.00001677051,0.00002006424,0.0003319115,0.0005566992,0.0002674072,0.001276132],"genre_scores_gemma":[0.9868578,0.00004795554,0.01151435,0.00002037113,0.000005350896,0.0002501758,0.000583216,0.00002521735,0.0006955847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006896094,"threshold_uncertainty_score":0.01371193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02069520525096114,"score_gpt":0.2220481487787488,"score_spread":0.2013529435277877,"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."}}