{"id":"W2046377907","doi":"10.1115/1.2931152","title":"Orientation and Path Dependence of Formability in the Stress- and the Extended Stress-Based Forming Limit Curves","year":2008,"lang":"en","type":"article","venue":"Journal of Engineering Materials and Technology","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Formability; Stress path; Materials science; Isotropy; Hardening (computing); Limit (mathematics); Strain hardening exponent; Stress (linguistics); Principal stress; Composite material; Plasticity; Mathematical analysis; Mathematics; Physics; Shear stress; Optics","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":[0.0005382402,0.00008814939,0.0002328254,0.0001605277,0.00003005716,0.00001242501,0.00009873007,0.00007025843,0.000002540066],"category_scores_gemma":[0.000200516,0.00005357388,0.00001550201,0.0001251774,0.0001044606,0.0001509116,0.00002251774,0.0001217864,2.315571e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009623455,"about_ca_system_score_gemma":0.000007606124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005361956,"about_ca_topic_score_gemma":0.000002036792,"domain_scores_codex":[0.9993491,0.00001960756,0.0003798391,0.00005709658,0.000100023,0.00009436785],"domain_scores_gemma":[0.9995704,0.0001424443,0.0001201661,0.0001052695,0.00004784281,0.0000138354],"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":[0.000525372,0.0003058287,0.09900937,0.01254223,0.0003273376,0.0001750249,0.004863224,0.02327264,0.7640325,0.07113613,0.00007348036,0.02373686],"study_design_scores_gemma":[0.002992916,0.0004351188,0.1114638,0.001707266,0.0000845364,0.0006131085,0.0004138849,0.02288387,0.8497868,0.009225599,0.00007060728,0.0003225216],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956253,0.001598081,0.002413988,0.0001058304,0.00006375645,0.0001429369,0.000007769995,0.00003701665,0.000005289578],"genre_scores_gemma":[0.9965684,0.001480491,0.00191556,0.000006516947,0.00001214199,0.00000815622,9.255461e-7,0.000007426105,3.805762e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08575425,"threshold_uncertainty_score":0.218468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008294688527973318,"score_gpt":0.2228668899836149,"score_spread":0.2145722014556416,"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."}}