{"id":"W4252948741","doi":"10.32920/ryerson.14655291","title":"Study of Curvature Effects in Composite Steel I-Girder Bridges Using the V-Load Method","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Curvature; Structural engineering; Torsion (gastropod); Finite element method; Girder; Bridge (graph theory); Box girder; Engineering; Mathematics; Geometry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005206217,0.0002839026,0.0002240331,0.000519342,0.0001386196,0.0002303327,0.0004155694,0.0003842595,0.0008172718],"category_scores_gemma":[0.001642039,0.0001709663,0.0003185676,0.0003647787,0.0003275759,0.0003178592,0.0003170584,0.0001967848,0.0001817902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002037861,"about_ca_system_score_gemma":0.0002685766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002247489,"about_ca_topic_score_gemma":0.002137662,"domain_scores_codex":[0.9997132,0.0001036029,0.00000864854,0.00003414593,0.0001087419,0.00003165418],"domain_scores_gemma":[0.9990367,0.0005281844,0.0001386972,0.00008155462,0.0001847841,0.00003003332],"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":[0.000518694,0.0001640616,0.01919735,0.0002160907,0.00004436223,0.0006271527,0.0006612453,0.5546724,0.3499705,0.006678468,0.0005547233,0.06669503],"study_design_scores_gemma":[0.000007030635,0.0001381522,0.005535476,0.000009368885,0.000007950875,0.00006743326,0.00006897547,0.9750136,0.01860674,0.0002306603,0.0002977651,0.00001690422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9051244,0.0002056509,0.08940141,0.00003815455,0.00001318991,0.00003710533,0.00003175819,0.0001383354,0.005010025],"genre_scores_gemma":[0.9903081,0.00007876936,0.008847879,0.000008674267,0.000002683659,0.00001284001,0.00001917229,0.00001649085,0.0007053287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002247489,"threshold_uncertainty_score":0.004468858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422964209784774,"score_gpt":0.2725787289512053,"score_spread":0.2583490868533576,"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."}}