{"id":"W2314019286","doi":"10.1061/40616(281)1","title":"The Canadian Highway Bridge Design Code Approach to the Design of Composite Beams and Girders","year":2002,"lang":"en","type":"article","venue":"","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Alberta","funders":"Ministry of Food and Drug Safety","keywords":"Girder; Structural engineering; Moment (physics); Flexural strength; Composite number; Stress (linguistics); Bridge (graph theory); Building code; Yield (engineering); Engineering; Materials science; Composite material; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002292784,0.0001267497,0.000138971,0.00007275516,0.0002622557,0.00009477508,0.0002704298,0.00004586625,0.00001913191],"category_scores_gemma":[0.00002341231,0.00007344601,0.00003547421,0.0002707854,0.00006439416,0.0000354882,0.000019468,0.000113299,0.00002038221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007569552,"about_ca_system_score_gemma":0.00001023164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03819791,"about_ca_topic_score_gemma":0.01914992,"domain_scores_codex":[0.999236,0.00006101364,0.0001505915,0.0001360694,0.0001423224,0.0002740403],"domain_scores_gemma":[0.9993297,0.0001819403,0.00001621992,0.0002984992,0.00002978679,0.0001437822],"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":[0.00000558493,0.00000445127,0.0003032555,0.0000143172,0.0002532145,0.000001558724,0.001204118,0.956095,0.007063178,0.0007736593,0.0294271,0.004854497],"study_design_scores_gemma":[0.0001458768,0.0000241154,0.009958669,0.000007293449,0.00007021489,0.00001388883,0.00009732412,0.9712417,0.01492191,0.00006066229,0.003237186,0.0002211711],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08606932,0.003603137,0.8483859,0.005013108,0.0004798553,0.002229827,0.00005126632,0.0007597946,0.0534078],"genre_scores_gemma":[0.9867532,0.00003805178,0.01259287,0.0001073411,0.00002279979,0.00001353279,0.00000134228,0.00002042539,0.0004504359],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9006839,"threshold_uncertainty_score":0.9987481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0348852297106326,"score_gpt":0.1937672390492544,"score_spread":0.1588820093386218,"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."}}