{"id":"W4220669083","doi":"10.4271/2022-01-0241","title":"Identification of the Plane Strain Yield Strength of Anisotropic Sheet Metals Using Inverse Analysis of Notch Tests","year":2022,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Sheet metal; Materials science; Anisotropy; Identification (biology); Plane (geometry); Inverse; Composite material; Yield (engineering); Plane stress; Finite element method; Structural engineering; Geometry; Physics; Mathematics; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003964682,0.0003704071,0.0002759813,0.001104059,0.0001305061,0.0004517512,0.0004420004,0.000360344,0.0006668612],"category_scores_gemma":[0.001246666,0.0002180854,0.0002813267,0.0005218088,0.0004186448,0.0003413829,0.0002715132,0.0002157348,0.0002532172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002326121,"about_ca_system_score_gemma":0.0001903681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008411879,"about_ca_topic_score_gemma":0.001496278,"domain_scores_codex":[0.9995685,0.00002853065,0.00001942614,0.00007583675,0.0002817368,0.00002593614],"domain_scores_gemma":[0.9993308,0.0001601003,0.0001203736,0.00009457565,0.0002734083,0.00002085072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002806047,0.00007306356,0.02287347,0.0001759525,0.00003254322,0.0004967701,0.0003562973,0.02578252,0.8791835,0.001763513,0.0002410625,0.0687407],"study_design_scores_gemma":[0.00001350919,0.0003126115,0.07563841,0.00002939735,0.00005992446,0.0007574905,0.0002863893,0.4873819,0.4325908,0.00100955,0.001853815,0.00006637829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9118824,0.000162955,0.08231755,0.00002814164,0.000009586562,0.00004041366,0.0001943515,0.0002430204,0.005121644],"genre_scores_gemma":[0.9883704,0.00005984429,0.01101117,0.000007120678,0.000003543776,0.00001303827,0.00008477795,0.00002191903,0.0004281537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001104059,"threshold_uncertainty_score":0.002230883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127428377187287,"score_gpt":0.2629429141316044,"score_spread":0.2416686303597315,"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."}}