{"id":"W2133708447","doi":"10.1061/41171(401)30","title":"Evaluation of Wind-Induced Torsional Loads on Buildings by North American and European Codes and Standards","year":2011,"lang":"en","type":"article","venue":"Structures Congress 2011","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Building code; Terrain; Wind engineering; Structural engineering; Torsion (gastropod); Wind shear; Engineering; Civil engineering; European standard; Wind speed; Architectural engineering; Meteorology; Geography; Cartography","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":[0.0004772698,0.0001334821,0.000159173,0.00002427155,0.0001135235,0.00001201294,0.00009962811,0.00001759446,0.0005229626],"category_scores_gemma":[0.00005793267,0.000100776,0.00001862,0.00005061533,0.0004957776,0.00008223001,0.0001334109,0.00006938638,0.000004538136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000434753,"about_ca_system_score_gemma":0.00001136987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004027579,"about_ca_topic_score_gemma":0.0002028601,"domain_scores_codex":[0.9985992,0.0001176057,0.0001295996,0.0002566128,0.000752718,0.000144255],"domain_scores_gemma":[0.9996142,0.00002224658,0.0001119567,0.0001200125,0.00005951288,0.00007204727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001913684,0.00008348707,0.7219857,0.00002057793,0.0001389607,0.000005779634,0.004656469,0.00004914686,0.02320275,0.0002019622,0.01883734,0.2306265],"study_design_scores_gemma":[0.000425285,0.0003131974,0.9861475,0.00001035969,0.00005425412,0.000002181519,0.0001565298,0.00003895666,0.01103205,0.0002421554,0.001422251,0.0001552913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882334,0.00009877369,0.000002644727,0.0000213377,0.0001018319,0.0001107422,0.0001235186,0.00001198127,0.01129573],"genre_scores_gemma":[0.9996554,0.00002920007,0.0001770552,0.00006000682,0.00002440073,0.000001585366,0.000003759818,0.00000992956,0.00003872197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2641618,"threshold_uncertainty_score":0.5726073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050815944114341,"score_gpt":0.2513300894271903,"score_spread":0.2308219299860469,"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."}}