{"id":"W2069521720","doi":"10.1680/stbu.2010.163.6.375","title":"Effect of material properties on hollow section performance","year":2010,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Structures and Buildings","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Polytechnique Montréal; Canadian Institute of Steel Construction","keywords":"Cold forming; Section (typography); Structural engineering; Engineering; Mechanical engineering; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00110371,0.0004317599,0.0003234057,0.0005602292,0.0002719419,0.0005417113,0.000509364,0.0004599204,0.002667292],"category_scores_gemma":[0.003720415,0.0003044089,0.0002198917,0.0005769435,0.0004445897,0.0005755213,0.0004172738,0.0002616968,0.0008133081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002227345,"about_ca_system_score_gemma":0.0001837756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003963751,"about_ca_topic_score_gemma":0.001271277,"domain_scores_codex":[0.9992965,0.0001512326,0.00005692445,0.0001116119,0.0002731238,0.0001105034],"domain_scores_gemma":[0.9972075,0.001369656,0.0005138774,0.0002501524,0.000516743,0.0001420115],"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":[0.001444646,0.0001213833,0.01314576,0.0003379906,0.00004306151,0.0005433071,0.0002057102,0.02227266,0.942592,0.0003657835,0.0002980312,0.01862964],"study_design_scores_gemma":[0.00002389661,0.002998537,0.04979312,0.00004660185,0.00009499781,0.0004549613,0.0002955508,0.009914977,0.9338207,0.0001287298,0.00239534,0.00003261355],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949404,0.0003886684,0.0020852,0.00002270312,0.00001970742,0.00001087438,0.000111335,0.00006096669,0.002360182],"genre_scores_gemma":[0.9984092,0.0001227685,0.0007302751,0.00000769797,0.000003168006,0.000005230476,0.0001010832,0.00003418664,0.0005864652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002667292,"threshold_uncertainty_score":0.008922935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003105081061469112,"score_gpt":0.1738813098340793,"score_spread":0.1707762287726102,"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."}}