{"id":"W2315546280","doi":"10.1061/9780784479315.028","title":"Rapid Assessment of Snow Drifting Conditions Using Physical Model Simulations","year":2015,"lang":"en","type":"article","venue":"","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"","keywords":"Snow; Roof; Serviceability (structure); Aerodynamics; Environmental science; Building code; Civil engineering; Marine engineering; Meteorology; Engineering; Aerospace engineering; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.00005615607,0.00005634898,0.00008966107,0.00001222387,0.00009762015,0.000006574278,0.00005328467,0.00001298726,0.0002085437],"category_scores_gemma":[0.000019439,0.00004614084,0.00003281667,0.00009620042,0.00009559649,0.0001381425,0.00009880141,0.0000382436,0.00001557043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005332143,"about_ca_system_score_gemma":0.00001476828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006096635,"about_ca_topic_score_gemma":0.00001023181,"domain_scores_codex":[0.9995058,0.00001329023,0.00009627976,0.0001040252,0.0001762339,0.0001044068],"domain_scores_gemma":[0.999778,0.00003931899,0.00003406712,0.00008677234,0.00001039452,0.00005138872],"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":[3.422271e-7,0.0001091455,0.01732779,0.00000115635,0.000007613638,2.358974e-7,0.0004400969,0.9698648,0.009929696,0.0009681904,0.0008066053,0.000544338],"study_design_scores_gemma":[0.0001478688,0.00001459603,0.006640339,0.000004803852,0.00001181108,3.756367e-7,0.0002724173,0.9899096,0.001031695,0.001804006,0.00009985434,0.00006266175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9333193,0.000002498304,0.02246394,0.0001060743,0.00002552508,0.00006227224,0.00001332179,0.00002021026,0.04398688],"genre_scores_gemma":[0.9876378,3.635516e-7,0.01205794,0.00004888655,0.00002887716,0.000001663391,0.000004177511,0.000004163086,0.000216157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05431849,"threshold_uncertainty_score":0.2283407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0665792105219607,"score_gpt":0.3357796595653729,"score_spread":0.2692004490434122,"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."}}