{"id":"W2749582141","doi":"10.1061/ajrua6.0000916","title":"Fragility Assessment of Roof-to-Wall Connection Failures for Wood-Frame Houses in High Winds","year":2017,"lang":"en","type":"article","venue":"ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems Part A Civil Engineering","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Fujita scale; Roof; Low-rise; Fragility; Wind engineering; Environmental science; Tornado; Meteorology; Wind tunnel; Structural engineering; Wind speed; Engineering; Geography; Aerospace engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001136405,0.00025301,0.0006410733,0.0002189963,0.0001028482,0.00007587699,0.000282882,0.0001094156,0.000007005832],"category_scores_gemma":[0.0004900373,0.0002278788,0.0001108396,0.0001473618,0.00003968387,0.0003041973,0.0001050716,0.0003423105,6.135172e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002481449,"about_ca_system_score_gemma":0.00001918895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001752777,"about_ca_topic_score_gemma":0.001008137,"domain_scores_codex":[0.9983401,0.00003106943,0.0007197779,0.0002369871,0.0003017155,0.0003703839],"domain_scores_gemma":[0.9989282,0.0002831863,0.0003543256,0.0002643379,0.00003935663,0.0001306235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00001995835,0.00004580725,0.1203239,0.0001638124,0.00004445463,0.00000932529,0.0003909297,0.8775007,0.0008603064,0.0001644115,0.00006864785,0.0004078137],"study_design_scores_gemma":[0.001684395,0.0002702564,0.6843911,0.001234216,0.00004777204,0.00003010244,0.0002916377,0.306544,0.0001802603,0.00004721694,0.004884647,0.0003944303],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837738,0.0003183145,0.01459341,0.0001175495,0.0008204766,0.0002891466,0.00001979206,0.00002190547,0.00004561901],"genre_scores_gemma":[0.9983258,0.0001533387,0.001266428,0.000004607463,0.000175882,0.00003668762,0.000001045027,0.00002604009,0.00001017784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5709567,"threshold_uncertainty_score":0.9292628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008145395763321949,"score_gpt":0.2337270494732941,"score_spread":0.2255816537099722,"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."}}