{"id":"W4247672534","doi":"10.1115/pvp2004-2756","title":"Limit Load of Anisotropic Components Using the M-Beta Multiplier Method","year":2004,"lang":"en","type":"article","venue":"","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Isotropy; Limit load; Plasticity; Multiplier (economics); Anisotropy; Finite element method; Limit (mathematics); Mathematics; Compressibility; Yield surface; Mathematical analysis; Structural engineering; Materials science; Mechanics; Physics; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001225233,0.00008808068,0.0001269256,0.00004070503,0.00003294165,0.000009606796,0.0001314716,0.00004535694,0.0002223321],"category_scores_gemma":[0.00001778689,0.00006211878,0.00005325948,0.0001138431,0.00002091252,0.00007950756,0.00003033079,0.00007436422,0.00001391809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007734563,"about_ca_system_score_gemma":0.000009991478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000935701,"about_ca_topic_score_gemma":0.000005306078,"domain_scores_codex":[0.9994419,0.00001535264,0.0001967852,0.00007518832,0.0001591661,0.0001115649],"domain_scores_gemma":[0.9996137,0.00006250982,0.00003015037,0.0002287913,0.00004190086,0.00002297029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008360098,0.00005752789,0.0005094951,0.0001050068,0.0001263433,0.000002147754,0.0005981874,0.4098996,0.5549504,0.02394981,0.000364267,0.009428892],"study_design_scores_gemma":[0.0004975552,0.0000245986,0.00251924,0.00005431358,0.00003350546,0.000007086634,0.00003835344,0.2212808,0.7642527,0.004957512,0.006129596,0.0002048328],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4265268,0.00006002697,0.5686145,0.00002768717,0.00009931863,0.0001789012,0.000007942239,0.0003640544,0.004120721],"genre_scores_gemma":[0.7331383,0.000003561689,0.2667321,0.000019953,0.00001380712,0.00000264599,0.000002602144,0.00001485169,0.00007222087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3066115,"threshold_uncertainty_score":0.253313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04384535203895941,"score_gpt":0.2997249368974618,"score_spread":0.2558795848585024,"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."}}