{"id":"W1972600992","doi":"10.1061/(asce)st.1943-541x.0000505","title":"Branch Plate-to-Circular Hollow Structural SectionConnections. I: Experimental Investigation and Finite-Element Modeling","year":2012,"lang":"en","type":"article","venue":"Journal of Structural Engineering","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Connection (principal bundle); Structural engineering; Finite element method; Deformation (meteorology); Compression (physics); Stiffening; Parametric statistics; Plate theory; Tension (geology); Engineering; Materials science; Mathematics; Composite material","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":[0.0001778641,0.0003073653,0.0003707582,0.0004560559,0.000131294,0.00009891792,0.0001429912,0.0001029574,0.00004688749],"category_scores_gemma":[0.00008407491,0.0002848009,0.0001424014,0.0003842128,0.00001796771,0.0008430613,0.00004334243,0.0004182135,0.000002900806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003126777,"about_ca_system_score_gemma":0.00001276263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002963255,"about_ca_topic_score_gemma":0.000001528065,"domain_scores_codex":[0.9984602,0.00001804259,0.0005977556,0.0001496562,0.0003523857,0.0004219447],"domain_scores_gemma":[0.9992309,0.000052049,0.0001014461,0.0001456893,0.00009173146,0.0003781776],"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":[0.000007422209,8.799901e-7,0.002570266,0.00003851351,0.0001394686,0.00000229075,0.0008742879,0.7785206,0.2174558,0.00005236383,0.000008443369,0.0003296765],"study_design_scores_gemma":[0.0004765275,0.00005773913,0.01398408,0.00007193026,0.00008538841,0.0004198552,0.0002723327,0.8620716,0.1220343,0.00009727999,0.00004538521,0.0003836227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859781,0.001766172,0.01028356,0.00003089284,0.001692841,0.0001044185,0.000004608396,0.0001243842,0.00001498485],"genre_scores_gemma":[0.9917439,0.00001484107,0.00738876,0.00002187397,0.000765037,0.000004471376,0.000004818369,0.00005167859,0.000004617582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09542147,"threshold_uncertainty_score":0.9999604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287248320145613,"score_gpt":0.2216175975722935,"score_spread":0.2087451143708373,"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."}}