{"id":"W1979873903","doi":"10.1260/1369-4332.15.1.107","title":"Equivalent RHS Approach for the Design of EHS in Axial Compression or Bending","year":2012,"lang":"en","type":"article","venue":"Advances in Structural Engineering","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Buckle; Structural engineering; Bending; Compression (physics); Section (typography); Minor (academic); Engineering; Flexural strength; Materials science; Mechanical engineering; Composite material; Computer science","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":[0.0002315617,0.00023603,0.0003360199,0.0001959747,0.00003918556,0.00001647049,0.0003116325,0.00007399378,0.00001587074],"category_scores_gemma":[0.00009679753,0.0001596647,0.00007489651,0.0004276246,0.00003014353,0.000485621,0.00004677613,0.0002380796,3.428885e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001395162,"about_ca_system_score_gemma":0.000005913405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001886881,"about_ca_topic_score_gemma":0.000004527736,"domain_scores_codex":[0.9987271,0.00001850439,0.0003950891,0.0001658381,0.0001954751,0.0004979373],"domain_scores_gemma":[0.9991947,0.0004645322,0.0000532197,0.0002174399,0.0000164558,0.00005366176],"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":[0.00003364696,0.000002458029,0.001634685,0.0001970874,0.00002527434,5.442324e-7,0.000322127,0.9659483,0.02528861,0.0004429686,0.000002226159,0.006102004],"study_design_scores_gemma":[0.0004274852,0.00001736923,0.007570595,0.0000878557,0.00002467756,0.000009714136,0.000144557,0.9645635,0.02664732,0.00005885246,0.0002101588,0.0002378396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4946709,0.01532827,0.4868031,0.000009107579,0.001785328,0.0009218134,0.00002157645,0.0002567265,0.0002032161],"genre_scores_gemma":[0.9454273,0.0002707531,0.05402321,0.000002308886,0.0001615559,0.00006379986,0.000007324341,0.0000373089,0.000006420602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4507564,"threshold_uncertainty_score":0.6510937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02508602036042932,"score_gpt":0.2772677009409406,"score_spread":0.2521816805805113,"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."}}