{"id":"W2071711316","doi":"10.1134/s0036029507040076","title":"Stampability parameters of automotive steel","year":2007,"lang":"en","type":"article","venue":"Russian Metallurgy (Metally)","topic":"Heat Transfer and Numerical Methods","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Metals (Canada)","funders":"","keywords":"Materials science; Plasticity; Anisotropy; Strain hardening exponent; Sheet metal; Hardening (computing); Exponent; Metallurgy; Composite material; Metal forming; Deformation (meteorology); Physics","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":[0.001695529,0.0003684246,0.0007588584,0.0002532174,0.00004927465,0.00002220511,0.0003355744,0.0001988323,0.0005080767],"category_scores_gemma":[0.0001941021,0.000329199,0.0004038673,0.0007293385,0.000219534,0.0002099262,0.00003321388,0.0003805366,0.00006796191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009567581,"about_ca_system_score_gemma":0.00003826161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004668841,"about_ca_topic_score_gemma":0.00001991317,"domain_scores_codex":[0.9975044,0.0001845981,0.000829671,0.0003796827,0.0004173603,0.0006842474],"domain_scores_gemma":[0.9984809,0.0004612756,0.00004442018,0.0005719893,0.00005889863,0.0003825579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007548467,0.002087552,0.004405062,0.002634465,0.005533128,0.0003954942,0.005235462,0.03282624,0.2533717,0.0591864,0.0002605675,0.6333091],"study_design_scores_gemma":[0.003038078,0.001026187,0.2955267,0.0001807014,0.0008413259,0.00006013633,0.000640259,0.01611693,0.6452287,0.009901918,0.02476938,0.002669615],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3866151,0.0003221334,0.5610351,0.0000781347,0.0005998393,0.0003360937,0.00001960059,0.0004682169,0.05052575],"genre_scores_gemma":[0.9052358,0.00004134733,0.09441183,0.00006723873,0.00004251796,0.00001212983,0.000007259186,0.00006305737,0.0001188471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6306395,"threshold_uncertainty_score":0.999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412158377327346,"score_gpt":0.252492777293237,"score_spread":0.2383711935199635,"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."}}