{"id":"W2075885413","doi":"10.4028/www.scientific.net/kem.626.347","title":"Prediction of Fracture Strains for DP980 Steel Sheets Using a Modified Lou–Huh Ductile Fracture Criterion","year":2014,"lang":"en","type":"article","venue":"Key engineering materials","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Formability; Fracture (geology); Materials science; Necking; Sheet metal; Ductility (Earth science); Shear (geology); Fracture toughness; Structural engineering; Composite material; Engineering","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":[0.0003618994,0.000293217,0.0004455308,0.0002071717,0.00004451717,0.00006570562,0.0001564102,0.0002726347,0.0001733766],"category_scores_gemma":[0.0001504858,0.0003007376,0.00008617491,0.0001073121,0.00001569459,0.0003015323,0.00002222496,0.0001109457,0.00000300964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006392456,"about_ca_system_score_gemma":0.0000102539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001381614,"about_ca_topic_score_gemma":2.349567e-7,"domain_scores_codex":[0.9987132,0.00002261671,0.0005511752,0.0002211508,0.0001922841,0.0002995576],"domain_scores_gemma":[0.9993346,0.0000650939,0.0001081666,0.0003349951,0.00008605061,0.00007109239],"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":[0.000008490151,0.000008503478,0.000003297849,0.0004996988,0.00002876629,2.389044e-7,0.0001401652,0.3571446,0.6414537,0.0003449448,0.000221396,0.000146202],"study_design_scores_gemma":[0.0003261805,0.00005977643,0.0009661335,0.0001822851,0.00004403462,0.000005642566,0.000007389107,0.2823373,0.7106075,0.0003673133,0.004850376,0.0002459869],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5969765,0.00004343059,0.4006549,0.00001105353,0.0008769492,0.0004259981,0.0001764964,0.0007561038,0.00007863865],"genre_scores_gemma":[0.9757698,0.000007918993,0.02346302,0.00002357541,0.0004261883,0.00005345546,0.0001240008,0.0001101048,0.00002190111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3787934,"threshold_uncertainty_score":0.9999444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02303949123609769,"score_gpt":0.2395726990084154,"score_spread":0.2165332077723177,"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."}}