{"id":"W2031477190","doi":"10.1016/j.engstruct.2009.06.011","title":"Finite element study of steel beams reinforced while under load","year":2009,"lang":"en","type":"article","venue":"Engineering Structures","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Structural engineering; Welding; Flange; Finite element method; Beam (structure); Materials science; Preload; Ultimate load; Reduction (mathematics); Composite material; Engineering; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008949209,0.0003326083,0.0004033729,0.0002239705,0.00004672848,0.00004341657,0.0002986953,0.00009599164,0.0001133267],"category_scores_gemma":[0.00004925073,0.00031665,0.0001107708,0.0004183962,0.00001256989,0.0001116925,0.00003396884,0.0002745702,0.000005359067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001479901,"about_ca_system_score_gemma":0.00001378123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005485366,"about_ca_topic_score_gemma":0.000002813215,"domain_scores_codex":[0.9984516,0.00001144896,0.0004547317,0.0002470932,0.0004589581,0.0003761593],"domain_scores_gemma":[0.9992126,0.00006025468,0.00005863711,0.0005070977,0.00006449984,0.00009697488],"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":[0.000006591157,0.000006900884,0.00004661436,0.00003280573,0.0001911942,0.000004249936,0.0006155694,0.9661924,0.03140521,0.0006914535,0.0001314501,0.0006756],"study_design_scores_gemma":[0.002357387,0.0007067044,0.1529909,0.00009853603,0.0003380301,0.00001717428,0.00105429,0.6367902,0.2026358,0.0005859263,0.0009975227,0.001427529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889687,0.0002904077,0.008758598,0.00001848337,0.000413815,0.0002753618,0.00000985182,0.0006368147,0.0006279197],"genre_scores_gemma":[0.9968787,0.000009507925,0.002794788,0.00002472436,0.0001197581,0.000007819312,0.00001035465,0.00004194479,0.0001123308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3294022,"threshold_uncertainty_score":0.9999285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007435765077040075,"score_gpt":0.2082414668677707,"score_spread":0.2008057017907307,"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."}}