{"id":"W4405737963","doi":"10.3390/wind4040021","title":"A Comparison of ASCE/SEI 7–22 Tornado-Induced Load Provisions for Residential Low-Rise Buildings to Those Evaluated Using Physical Simulation","year":2024,"lang":"en","type":"article","venue":"Wind","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; McGill University; Western University","funders":"Institute for Catastrophic Loss Reduction","keywords":"Tornado; Low-rise; Engineering; Environmental science; Architectural engineering; Civil engineering; Forensic engineering; Structural engineering; Meteorology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006605158,0.000445871,0.0004368275,0.0003943835,0.0004428806,0.0006900771,0.0006141721,0.0003550783,0.001420056],"category_scores_gemma":[0.001919371,0.0002053524,0.0003066284,0.000430417,0.0004074498,0.0005728648,0.0003618929,0.0002707317,0.0002038514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091757,"about_ca_system_score_gemma":0.0008670742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02495724,"about_ca_topic_score_gemma":0.04794925,"domain_scores_codex":[0.9996285,0.0001045517,0.0000196049,0.00003630707,0.0001563293,0.00005460738],"domain_scores_gemma":[0.9992112,0.000238302,0.0000651095,0.0001437314,0.0002907253,0.00005088502],"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":[0.0003721367,0.0002959167,0.04650247,0.00009963353,0.00003076036,0.0002507112,0.0001696204,0.9210398,0.01166347,0.0009241636,0.0008596687,0.01779168],"study_design_scores_gemma":[0.00008285836,0.0005898249,0.06150282,0.00002217431,0.00003014179,0.00006593009,0.0005623825,0.9223522,0.01250807,0.0002445679,0.001998114,0.00004093373],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928185,0.00002332778,0.002902968,0.00003474368,0.00001110752,0.0000385462,0.0001755509,0.0001276356,0.00386763],"genre_scores_gemma":[0.9986203,0.00001558523,0.0009591503,0.000003574917,0.000001230183,0.00001216964,0.0001382751,0.00001446391,0.0002352459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02495724,"threshold_uncertainty_score":0.04962397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05690822355579495,"score_gpt":0.3946401536595933,"score_spread":0.3377319301037984,"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."}}