{"id":"W4386639676","doi":"10.1002/cepa.2578","title":"Lateral torsional buckling of hot rolled channel sections – Numerical simulations and design proposal","year":2023,"lang":"en","type":"article","venue":"ce/papers","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Torsion (gastropod); Buckling; Structural engineering; Parametric statistics; Bending moment; Bending; Engineering; Mathematics","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":[0.0000611553,0.000113628,0.0001725481,0.0001672386,0.0001127665,0.00002012546,0.00006248145,0.00006440433,0.0001100507],"category_scores_gemma":[0.00004890966,0.0001058958,0.00006860247,0.0004941475,0.00003304147,0.00005672513,0.00002726957,0.0001131166,0.00001375825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003639946,"about_ca_system_score_gemma":0.00001713332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002899006,"about_ca_topic_score_gemma":0.000004923467,"domain_scores_codex":[0.9993345,0.00002202612,0.0001665185,0.0001491224,0.0001391957,0.0001886266],"domain_scores_gemma":[0.9996521,0.0001210063,0.00002164199,0.0001073482,0.00002717821,0.00007073901],"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":[0.00001316309,0.000004130563,0.0007412348,0.00002053816,0.0001111757,0.000003013704,0.0003950585,0.8757833,0.1225652,0.00005176433,0.000103867,0.0002075266],"study_design_scores_gemma":[0.0004211559,0.00003916407,0.02809417,0.00002614281,0.00008579987,0.000008373083,0.0001388282,0.95016,0.02035624,0.0002858069,0.0001538261,0.0002305132],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977148,0.00004387808,0.0006134295,0.00008228464,0.0002635481,0.000127718,0.00001469164,0.000370522,0.0007691481],"genre_scores_gemma":[0.9984539,0.000009534452,0.001097682,0.000007733617,0.00007751331,0.000008050716,0.00002050974,0.00002312203,0.0003019771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1022089,"threshold_uncertainty_score":0.4318307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359105801961129,"score_gpt":0.2243213887961099,"score_spread":0.2107303307764986,"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."}}