{"id":"W2954743502","doi":"10.1002/stco.201900010","title":"Optimized design of fillet welds for CHS joints according to EN 1993‐1‐8","year":2019,"lang":"en","type":"article","venue":"Steel Construction","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Dalhousie University","funders":"","keywords":"Fillet (mechanics); Brace; Welding; Fillet weld; Structural engineering; Finite element method; Engineering; Mechanical engineering","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":[0.0001658579,0.000147733,0.000314423,0.0002135036,0.00003705805,0.00002330773,0.000122838,0.00009866807,0.0001320554],"category_scores_gemma":[0.00008482072,0.0001505264,0.0001127852,0.0002524657,0.00002101415,0.0001182548,0.00002794443,0.00009696433,0.00004238952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009143804,"about_ca_system_score_gemma":0.00001485213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003074667,"about_ca_topic_score_gemma":8.974184e-7,"domain_scores_codex":[0.9991496,0.00003047928,0.0002780842,0.0001995762,0.0001357895,0.000206454],"domain_scores_gemma":[0.9994287,0.0001441243,0.00005917563,0.0002420992,0.00007014508,0.00005571271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001335908,0.000003478048,0.002413017,0.0001659784,0.0002766988,5.120092e-7,0.0002516914,0.5224568,0.4569666,0.0006031409,0.0003221755,0.01640639],"study_design_scores_gemma":[0.003080541,0.0002607166,0.005045316,0.0002203024,0.0002848755,0.00006277079,0.002215424,0.3273727,0.6587886,0.0008033144,0.001032188,0.000833257],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8930654,0.00003668484,0.1033798,0.00003988023,0.00126376,0.0006305568,0.00002414173,0.000222538,0.001337209],"genre_scores_gemma":[0.8550931,0.000008076191,0.1446027,0.000009441945,0.00007754267,0.00002579934,0.000008976252,0.00002696661,0.0001473701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.201822,"threshold_uncertainty_score":0.6138288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103892088835939,"score_gpt":0.218372755206572,"score_spread":0.2079835463229781,"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."}}