{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005748171,0.0007145907,0.0005692412,0.0006943704,0.0005504938,0.0009250037,0.0008857066,0.0008685478,0.003450102],"category_scores_gemma":[0.001465916,0.0004348358,0.0006819636,0.0004364467,0.0002509819,0.0007999102,0.0005864539,0.0005904999,0.0005680624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007235249,"about_ca_system_score_gemma":0.0008650672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01045847,"about_ca_topic_score_gemma":0.01200023,"domain_scores_codex":[0.9997829,0.00005330308,0.00001777801,0.00002971886,0.00008734108,0.00002896748],"domain_scores_gemma":[0.9994777,0.0002281932,0.00003845018,0.00008864512,0.0001333062,0.00003372183],"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":[0.00004832616,0.0001015142,0.005042898,0.00005646441,0.00002016383,0.00008955486,0.00008956673,0.9781687,0.005945103,0.0007049674,0.0005913581,0.009141441],"study_design_scores_gemma":[0.0000190401,0.00003441268,0.001318762,0.000008970057,0.000004983318,0.000009371475,0.00004171729,0.9963368,0.001285413,0.0003094835,0.0006215532,0.000009517139],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7770194,0.0001699761,0.1868115,0.0002595838,0.00010426,0.001050823,0.004722191,0.003489345,0.02637284],"genre_scores_gemma":[0.9510032,0.0001269838,0.04536898,0.00003328841,0.00001113821,0.0004535011,0.001249629,0.0001705529,0.001582795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01045847,"threshold_uncertainty_score":0.02079517,"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."}}