{"id":"W2130841486","doi":"10.1680/stbu.2008.161.2.103","title":"Static design of elliptical hollow section end-connections","year":2008,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Structures and Buildings","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Parametric statistics; Finite element method; Section (typography); Tension (geology); Structural engineering; Scale (ratio); Work (physics); Current (fluid); Mechanical engineering; Computer science; Engineering; Materials science; Mathematics; Physics; Compression (physics); Composite material; Electrical 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":[0.0001182255,0.0001920929,0.0003334437,0.000242889,0.0001166846,0.00001231248,0.0001925556,0.0001158465,0.00002069395],"category_scores_gemma":[0.0001724212,0.0001500546,0.0001298001,0.0005233373,0.0003289962,0.0002204069,0.00003926501,0.0002087505,1.343819e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005264817,"about_ca_system_score_gemma":0.00002334695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007377979,"about_ca_topic_score_gemma":0.000003246031,"domain_scores_codex":[0.9989559,0.00000421707,0.0003957089,0.0001633685,0.000299778,0.0001810392],"domain_scores_gemma":[0.9994586,0.00005233628,0.0001530751,0.00009533437,0.0001827375,0.00005796781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003199874,0.00001054538,0.001326474,0.0004605516,0.0002193552,3.567343e-7,0.0007620758,0.2848915,0.6943834,0.01718386,0.0004553754,0.0002745471],"study_design_scores_gemma":[0.0005707025,0.0001149119,0.01411828,0.0001887489,0.0002638744,0.0001574069,0.0002431629,0.05039648,0.9297974,0.003450681,0.0003847983,0.0003135994],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912797,0.0002018588,0.00734414,0.00004669479,0.0003560962,0.0001651945,0.00001151895,0.0000897607,0.000505058],"genre_scores_gemma":[0.9944538,0.0001866531,0.005245233,0.000006291083,0.00006644451,0.000005064219,0.000001016355,0.00001739405,0.00001808671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.235414,"threshold_uncertainty_score":0.6119049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108295232315112,"score_gpt":0.1944937406857222,"score_spread":0.183410788362571,"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."}}