{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003142156,0.0002796361,0.0003064654,0.0002817003,0.0002595695,0.000286807,0.0002602234,0.0003029026,0.0007498601],"category_scores_gemma":[0.001131118,0.0003343538,0.0002169181,0.0003047144,0.0003328812,0.0003249224,0.0002115127,0.0003209741,0.0001661078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004409382,"about_ca_system_score_gemma":0.0003045869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001614666,"about_ca_topic_score_gemma":0.003113871,"domain_scores_codex":[0.9995862,0.0000371532,0.00001713531,0.00006037806,0.0002195203,0.00007969591],"domain_scores_gemma":[0.9993557,0.0002362103,0.0001851161,0.00006978822,0.0001220365,0.00003117032],"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":[0.0001853784,0.00002981369,0.001630912,0.00005791407,0.000009620264,0.0001590322,0.0002318523,0.0103928,0.9793001,0.00015697,0.00006773366,0.007778014],"study_design_scores_gemma":[0.000008974684,0.0004948751,0.009636859,0.000004709873,0.00001044522,0.0001208082,0.00008583823,0.01795797,0.9706675,0.00005782444,0.0009383223,0.00001575696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950739,0.0001858137,0.003871452,0.00001862523,0.000009351877,0.00001059682,0.00003285964,0.0001374062,0.0006599557],"genre_scores_gemma":[0.995145,0.00008896106,0.003894643,0.000009567691,0.000002355648,0.000005462372,0.00004073179,0.00003203316,0.000781186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001614666,"threshold_uncertainty_score":0.003210604,"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."}}