{"id":"W4399928092","doi":"10.1007/978-3-031-62888-7_64","title":"Damage Concentration and Column Flexural Demands in Steel Chevron Braced Frames Designed to Canadian Provisions","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Chevron (anatomy); Column (typography); Structural engineering; Bracing; Flexural strength; Forensic engineering; Geology; Engineering; Brace; Paleontology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001224053,0.0005357388,0.0005562347,0.0006801223,0.00003986503,0.0001641886,0.0001893093,0.0005799956,0.00009869025],"category_scores_gemma":[0.000180786,0.0005980398,0.00008539528,0.0003076722,0.00002267655,0.0001048491,0.00005212716,0.001121419,0.00001665793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009163311,"about_ca_system_score_gemma":0.00009344381,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005234095,"about_ca_topic_score_gemma":0.3305629,"domain_scores_codex":[0.9983193,0.00000768302,0.0004212268,0.0004937837,0.0002116369,0.0005463494],"domain_scores_gemma":[0.9991667,0.0002010585,0.00002868703,0.0003081404,0.00003228934,0.0002631301],"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":[0.000005719701,0.000001365151,0.000153662,0.0003433825,0.0001137015,0.0001188885,0.0008309525,0.9718216,0.02261945,0.001456197,0.00007397868,0.002461066],"study_design_scores_gemma":[0.0006166799,0.00009961378,0.00444986,0.003077914,0.0002325637,0.00003394215,0.00001506291,0.9662833,0.01019341,0.003395203,0.009405105,0.002197395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6072901,0.05647919,0.1277513,0.005961096,0.01105246,0.01300474,0.001208876,0.007980321,0.1692719],"genre_scores_gemma":[0.9967207,0.0000731425,0.001468302,0.0000777093,0.0001665181,0.00003726546,0.00006631663,0.0001733653,0.001216683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3894306,"threshold_uncertainty_score":0.9996471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005834708080220539,"score_gpt":0.1992399694446135,"score_spread":0.193405261364393,"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."}}