{"id":"W140262983","doi":"10.1007/978-94-007-1359-8_16","title":"The Canadian Urban Dispersion Modeling (CUDM) System: Prototype Evaluation over Vancouver 2010","year":2011,"lang":"en","type":"book-chapter","venue":"NATO science for peace and security series. C, Environmental security","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Defence Research and Development Canada; University of Waterloo; Environment and Climate Change Canada","funders":"","keywords":"Turbulence; Meteorology; Environmental science; Scale (ratio); Cascade; Summit; Dispersion (optics); Computational fluid dynamics; Scale model; Flow (mathematics); Geography; Aerospace engineering; Engineering; Mechanics; Cartography; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001858643,0.0006295549,0.0004362608,0.0001140551,0.004280897,0.0002335888,0.0007794735,0.0004236989,0.0008275575],"category_scores_gemma":[0.00004417844,0.0004989872,0.0002025051,0.0001080789,0.002608019,0.001039561,0.0006453347,0.0006275984,0.0001354228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002378898,"about_ca_system_score_gemma":0.0002008112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01657622,"about_ca_topic_score_gemma":0.245703,"domain_scores_codex":[0.9955676,0.00004652311,0.0004920691,0.001273484,0.001669885,0.0009504363],"domain_scores_gemma":[0.9984449,0.00003966124,0.0002655216,0.0006495862,0.00003520883,0.0005651422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004958864,0.001886678,0.05423632,0.002892458,0.001458049,0.0002336952,0.1600031,0.001459416,0.004427699,0.2850659,0.4030419,0.08033592],"study_design_scores_gemma":[0.001512441,0.0008523013,0.001652194,0.000294576,0.0004023651,0.0000391018,0.00255641,0.05310199,0.0003096226,0.03445515,0.9024072,0.002416608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.333207,0.01043112,0.00006250187,0.001053431,0.006248492,0.01906746,0.001944021,0.0002930877,0.6276929],"genre_scores_gemma":[0.981663,0.001071638,0.00004597097,0.0001148552,0.0001919375,0.0002295201,0.00006483308,0.00006106792,0.0165572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.648456,"threshold_uncertainty_score":0.9997462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01416573855332714,"score_gpt":0.2117976510067505,"score_spread":0.1976319124534234,"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."}}