{"id":"W2064106315","doi":"10.1115/ipc2004-0438","title":"Evolution of the Bauschinger Effect During Fabrication of Micro-Alloyed Pipeline Steels","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bauschinger effect; Fabrication; Materials science; Yield (engineering); Pipeline (software); Metallurgy; Yield surface; Finite element method; Composite material; Structural engineering; Mechanical engineering; Engineering; Constitutive equation; Plasticity","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002068343,0.0001616644,0.0002255757,0.0001850229,0.0000459456,0.00002100122,0.0002559329,0.00008972199,0.00006904494],"category_scores_gemma":[0.0001593507,0.0001318923,0.00009352804,0.0001686722,0.00008487318,0.0001976652,0.00005746978,0.0001443437,0.000005629724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001167704,"about_ca_system_score_gemma":0.00004269648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001011756,"about_ca_topic_score_gemma":0.00002228697,"domain_scores_codex":[0.9988998,0.00002981174,0.0004955498,0.000163112,0.0002823901,0.000129301],"domain_scores_gemma":[0.9992086,0.00003816384,0.0001697429,0.0002118765,0.00033474,0.00003692876],"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":[0.0002157091,0.0002588892,0.07175884,0.001017108,0.0002566147,0.000002230771,0.001040859,0.07836805,0.7946136,0.02919252,0.001549279,0.02172633],"study_design_scores_gemma":[0.002831906,0.0001123607,0.1100466,0.0007567995,0.0001023697,0.00002029189,0.00007505989,0.1398512,0.7323581,0.0113738,0.001981077,0.0004904147],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9410246,0.0003945211,0.05590228,0.00007997121,0.0004865488,0.0002712836,0.00004117533,0.0001190532,0.001680537],"genre_scores_gemma":[0.9975918,0.00007253699,0.001158484,0.000009177789,0.0001245151,0.00001220472,0.00002576217,0.00001881362,0.0009866999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06225551,"threshold_uncertainty_score":0.537841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006132790262145108,"score_gpt":0.2222486548036167,"score_spread":0.2161158645414716,"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."}}