{"id":"W3202245793","doi":"10.1201/9780203735015-68","title":"Tests and design of butt welds and fillet welds in thin cold-formed RHS members","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Butt welding; Cold forming; Fillet (mechanics); Fillet weld; Structural engineering; Composite material; Metallurgy; Welding; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001408949,0.0003414736,0.0006368462,0.0002793987,0.00002501647,0.00003861277,0.0001106963,0.0004363827,0.0009022033],"category_scores_gemma":[0.00004643792,0.0003205318,0.00007704666,0.00007982254,0.00007478412,0.00006602144,0.00006811469,0.0003781923,0.000004542945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007083105,"about_ca_system_score_gemma":0.00002634555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002829386,"about_ca_topic_score_gemma":0.0003860029,"domain_scores_codex":[0.9988601,0.0000139415,0.0003922637,0.0003115672,0.00021138,0.0002107228],"domain_scores_gemma":[0.9992904,0.000224886,0.00006559278,0.0002827483,0.00004385557,0.00009249269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004030598,0.0001032301,0.01024059,0.01373871,0.01560846,0.001927598,0.008725555,0.2562362,0.2541063,0.3315158,0.05631781,0.0510766],"study_design_scores_gemma":[0.01547503,0.001544006,0.03647854,0.01263027,0.006392745,0.001053585,0.002315852,0.372549,0.3242598,0.05007448,0.1573726,0.01985406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04259188,0.01218568,0.001395155,0.0002309751,0.0005367775,0.001011968,0.0001022845,0.000563222,0.9413821],"genre_scores_gemma":[0.7284759,0.003208432,0.01233105,0.00007830674,0.00009598333,0.00001863959,0.0000472651,0.0001881647,0.2555563],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.685884,"threshold_uncertainty_score":0.9999247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01370019500314597,"score_gpt":0.2016603732864285,"score_spread":0.1879601782832825,"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."}}