{"id":"W3201802848","doi":"10.1002/stco.202100005","title":"Optimized design of fillet welds in RHS joints for EN 1993‐1‐8","year":2021,"lang":"en","type":"article","venue":"Steel Construction","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Brace; Fillet weld; Fillet (mechanics); Welding; Structural engineering; Materials science; 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":[0.0001339231,0.000112073,0.0002650404,0.0001457111,0.00002485239,0.00001475263,0.00006511906,0.0001014559,0.0001341064],"category_scores_gemma":[0.000133269,0.0001217731,0.00009082337,0.0002955008,0.00003612803,0.00007925869,0.00001736302,0.0001092945,0.00000427452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008197346,"about_ca_system_score_gemma":0.0000295725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000316109,"about_ca_topic_score_gemma":0.000009120997,"domain_scores_codex":[0.9992323,0.00005476075,0.0002864669,0.0001636333,0.0001042083,0.0001586118],"domain_scores_gemma":[0.9995353,0.000138985,0.00004473254,0.0001794728,0.00007133339,0.00003017512],"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":[0.0001086544,0.00001313603,0.002074966,0.0002628184,0.0003302395,0.00001166251,0.000453389,0.5975152,0.3754191,0.001480363,0.0004352788,0.02189519],"study_design_scores_gemma":[0.002751625,0.00004752569,0.006860407,0.0001341904,0.000150474,0.0001106513,0.0009760531,0.2623762,0.7238014,0.001915341,0.0004617992,0.0004142848],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8776887,0.0004047282,0.1175596,0.00009960512,0.001337641,0.0004338321,0.00004979479,0.0002393329,0.002186738],"genre_scores_gemma":[0.8395806,0.00005128622,0.1601323,0.000005746158,0.00005269066,0.00002244629,0.00002137199,0.00001928182,0.0001143284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3483823,"threshold_uncertainty_score":0.4965761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01259161190340957,"score_gpt":0.2190682071006488,"score_spread":0.2064765951972393,"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."}}