{"id":"W2018207159","doi":"10.1016/j.jmatprotec.2007.11.102","title":"Analysis of 3D rolling forming with generalized rigid-plastic boundaries approach","year":2007,"lang":"en","type":"article","venue":"Journal of Materials Processing Technology","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Plasticity; Boundary (topology); Flow (mathematics); Stream function; Metal forming; Field (mathematics); Function (biology); Mechanics; Power (physics); Vector field; Materials science; Geometry; Mathematics; Mathematical analysis; Physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.001029939,0.000193341,0.0008384392,0.001413667,0.0001308996,0.0001140957,0.000265453,0.0002195233,0.00003762437],"category_scores_gemma":[0.00009435739,0.0001457236,0.00006557107,0.0009482268,0.000196678,0.0003169249,0.00003499583,0.0001528224,7.937932e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000505616,"about_ca_system_score_gemma":0.00007380771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000529561,"about_ca_topic_score_gemma":0.000007472668,"domain_scores_codex":[0.9983632,0.00001549275,0.000952647,0.0001184634,0.0002244855,0.0003257229],"domain_scores_gemma":[0.9989621,0.00003517223,0.0006035038,0.0001492946,0.0002034167,0.00004653545],"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":[0.000494996,0.00005645043,0.0003132975,0.0007445704,0.001361472,0.00005312128,0.0004740768,0.02157,0.9646881,0.001368139,0.000006988459,0.008868844],"study_design_scores_gemma":[0.0007909216,0.0001784457,0.0001967468,0.0002347295,0.001360201,0.0003285506,0.0002733585,0.004041846,0.9905918,0.0007010696,0.001029828,0.0002725113],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8215278,0.0003917076,0.1773764,0.000008446006,0.0003993142,0.00004867068,0.000003118035,0.0001081679,0.00013626],"genre_scores_gemma":[0.9292007,0.00002856807,0.07062884,0.000005053534,0.0000927557,0.000002372633,0.000004278372,0.00002947359,0.000007922678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1076729,"threshold_uncertainty_score":0.5942436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009275905870713877,"score_gpt":0.2311826605611575,"score_spread":0.2219067546904437,"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."}}