{"id":"W4220680720","doi":"10.3389/fbuil.2022.829533","title":"Design Wind Speed for Buildings and Facilities With Non-Standard Design Life in Canadian Wind Climates","year":2022,"lang":"en","type":"article","venue":"Frontiers in Built Environment","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"Environment and Climate Change Canada","keywords":"Wind speed; Return period; Reliability (semiconductor); Engineering; Wind engineering; Wind power; Eurocode; Meteorology; Civil engineering; Structural engineering; Geography; Power (physics)","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0007389032,0.0002732956,0.0003631299,0.0001569437,0.000385964,0.00003491399,0.0002533899,0.00005589829,0.0005261164],"category_scores_gemma":[0.00002833825,0.0002608885,0.00003407589,0.0001527222,0.0003553313,0.0001638352,0.0002226164,0.0001989501,0.000007917961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001417657,"about_ca_system_score_gemma":0.0000688511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01758306,"about_ca_topic_score_gemma":0.002611545,"domain_scores_codex":[0.9979281,0.000100042,0.0002824981,0.0005587509,0.0003706162,0.0007599771],"domain_scores_gemma":[0.999368,0.00007075226,0.00006845313,0.000199001,0.000001497519,0.0002923039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004354174,0.00007784836,0.64444,0.0000249114,0.00003816179,0.00004182572,0.005298979,0.3251611,0.0003799545,0.000006761648,0.02220025,0.001894797],"study_design_scores_gemma":[0.01222195,0.004461581,0.4576942,0.0001366766,0.0001410163,0.00003547106,0.04513394,0.045686,0.002677796,0.004501275,0.4240846,0.003225529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616746,0.001110358,0.03235153,0.001663051,0.000324956,0.002218275,0.0002063357,0.00002150277,0.0004294043],"genre_scores_gemma":[0.93709,0.0002166853,0.06129197,0.0003861176,0.0000257032,0.0001078058,0.00001181289,0.00004009439,0.0008298063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4018843,"threshold_uncertainty_score":0.9999843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01332324799855357,"score_gpt":0.1951423670557142,"score_spread":0.1818191190571607,"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."}}