{"id":"W3099068701","doi":"10.1139/cjce-2020-0151","title":"Design of built-up steel beam-columns composed of two-channel sections","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Structural engineering; Parametric statistics; Finite element method; Beam (structure); Nonlinear system; Channel (broadcasting); Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000149254,0.0001840601,0.000477462,0.0004747637,0.00003715218,0.00002282667,0.0003138288,0.00007382935,0.00009306238],"category_scores_gemma":[0.0001422757,0.0002094383,0.0001829436,0.0006014872,0.00003336363,0.0001508634,0.0000112405,0.0003506469,0.000002141784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001469378,"about_ca_system_score_gemma":0.000198865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137239,"about_ca_topic_score_gemma":0.007325202,"domain_scores_codex":[0.9988067,0.00001508874,0.0005808322,0.0000983942,0.0001953172,0.000303652],"domain_scores_gemma":[0.9988425,0.00008695715,0.0001408797,0.0001646667,0.0001829798,0.0005819761],"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":[0.000003775999,0.000001312088,0.0001848564,0.00009451754,0.0002257401,0.00001792726,0.0005854063,0.8374388,0.1610244,0.00002388657,0.0003670191,0.00003232844],"study_design_scores_gemma":[0.001149826,0.0002084224,0.003871589,0.0003518777,0.0003192358,0.0001534457,0.0002739725,0.7895689,0.2031003,0.00009065165,0.0004216993,0.0004900572],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7103459,0.002045606,0.2847377,0.0001940159,0.001680778,0.0002166805,0.00006989606,0.0001184681,0.00059101],"genre_scores_gemma":[0.9984624,0.0000162924,0.001275072,0.00001370282,0.000168703,0.000001285513,0.000001694062,0.00004885575,0.00001203639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2881165,"threshold_uncertainty_score":0.8540645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01882740441161156,"score_gpt":0.1915746749517215,"score_spread":0.1727472705401099,"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."}}