{"id":"W4401944790","doi":"10.2139/ssrn.4937577","title":"Validation of urban airflow measurements through a combined field test and wind tunnel study","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Wind tunnel; Airflow; Field (mathematics); Environmental science; Meteorology; Marine engineering; Engineering; Aerospace engineering; Physics; Mechanical engineering; Mathematics","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":[0.001391483,0.0009853184,0.0006509664,0.000729103,0.0005792839,0.0004997348,0.0006993392,0.000933731,0.001106196],"category_scores_gemma":[0.0009694105,0.0002392243,0.0004010579,0.0005591817,0.0003982693,0.000769866,0.0004534128,0.0003381981,0.0005113215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002121419,"about_ca_system_score_gemma":0.0006313427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00274412,"about_ca_topic_score_gemma":0.005945035,"domain_scores_codex":[0.9990929,0.0002674782,0.00006838844,0.0002136536,0.000246676,0.0001109381],"domain_scores_gemma":[0.998738,0.0003263776,0.00009215996,0.0002431055,0.0005145106,0.00008589442],"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":[0.002141938,0.004291583,0.09207089,0.0004073219,0.0001847423,0.0003892459,0.0006536218,0.03154511,0.8006721,0.0003204432,0.00108561,0.06623741],"study_design_scores_gemma":[0.0007467692,0.01845142,0.3663235,0.0001322195,0.0004511076,0.0008020846,0.001430617,0.165221,0.4393727,0.000399845,0.006492875,0.0001759403],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813379,0.00005006268,0.01607911,0.00002056129,0.00003713526,0.0001440576,0.0006497855,0.0003338122,0.001347587],"genre_scores_gemma":[0.9918789,0.00003075388,0.006797263,0.00001652028,0.000006658456,0.0001275005,0.0005929133,0.00002387919,0.0005257574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00274412,"threshold_uncertainty_score":0.007358968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01707296838733642,"score_gpt":0.2469905261432082,"score_spread":0.2299175577558718,"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."}}