{"id":"W1505230063","doi":"10.4271/2005-01-0092","title":"Damage and Formability of AKDQ and High Strength DP600 Steel Tubes","year":2005,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Waterloo","funders":"","keywords":"Formability; Materials science; High strength steel; Metallurgy; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006741455,0.000664097,0.000960114,0.0002430991,0.0001817762,0.0000720667,0.0005160779,0.0006684577,0.0002671026],"category_scores_gemma":[0.0004583823,0.0005909106,0.0002082593,0.0004449773,0.001009958,0.0008320701,0.0003508011,0.0008701261,0.00001419171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001669147,"about_ca_system_score_gemma":0.00002879913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003020045,"about_ca_topic_score_gemma":0.01117536,"domain_scores_codex":[0.9967576,0.00008319141,0.001173276,0.0007342506,0.0006119856,0.000639655],"domain_scores_gemma":[0.9978551,0.0005113459,0.0001121051,0.001112632,0.000090946,0.0003179178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001042911,0.0001627144,0.0005491871,0.0002125093,0.00004543338,0.000004689908,0.00004261516,0.00005832456,0.9485028,0.02619648,0.0006712054,0.02344973],"study_design_scores_gemma":[0.0006300765,0.0007159773,0.967891,0.0001654208,0.00007509727,0.00003393219,0.00004914376,0.000005131604,0.005140129,0.004598213,0.02006448,0.0006314078],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822146,0.0005470274,0.000002931369,0.000691578,0.00008226199,0.0007695124,0.0000922541,0.003113281,0.01248654],"genre_scores_gemma":[0.9861944,0.0006417113,0.01241531,0.0002829833,0.00008312873,0.0001160304,0.00003029543,0.0001088584,0.0001272904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9673418,"threshold_uncertainty_score":0.9996542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008546864259141609,"score_gpt":0.2349203735659697,"score_spread":0.2263735093068281,"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."}}