{"id":"W158138366","doi":"10.1016/b978-008044637-0/50031-7","title":"Nonlinear Analysis of Inelastic Steel Frames","year":2005,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Structural engineering; Nonlinear system; Flexural strength; Stiffness; Stiffness matrix; Materials science; Yield (engineering); Flexural rigidity; Engineering; Composite material; Physics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009489452,0.0005411327,0.00134644,0.001088476,0.00003721411,0.00003106311,0.0003753553,0.0004409733,0.001033675],"category_scores_gemma":[0.00002226829,0.0005241442,0.0009050639,0.0001297791,0.0001076953,0.00003435378,0.00008390877,0.0005886536,0.0001170048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281374,"about_ca_system_score_gemma":0.00003043008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001782312,"about_ca_topic_score_gemma":0.00009381483,"domain_scores_codex":[0.998107,0.00001144214,0.0007527946,0.0003899065,0.0004392479,0.0002996352],"domain_scores_gemma":[0.9986346,0.0001132938,0.0002044788,0.0008068362,0.0001154401,0.0001253975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008589196,0.000005341175,0.00006837623,0.0002787983,0.01550203,0.00002018493,0.0002288823,0.01444008,0.00148624,0.0009343414,0.00006072718,0.9669664],"study_design_scores_gemma":[0.000273784,0.00004617571,0.0004755711,0.0003736745,0.01708852,0.00000619512,0.00001139621,0.03578869,0.00255556,0.0007816706,0.9413012,0.001297535],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003415978,0.001831691,0.00002527797,0.000007079293,0.0002148774,0.0001506605,0.0001875078,0.0002537559,0.9939132],"genre_scores_gemma":[0.02963812,0.0001402508,0.002338761,0.00003706645,0.0003932149,0.000008616239,0.0001085354,0.0001573945,0.967178],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9656689,"threshold_uncertainty_score":0.9998795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00915020590926513,"score_gpt":0.215548222796619,"score_spread":0.2063980168873539,"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."}}