{"id":"W66385822","doi":"10.1016/b978-008044046-0.50206-2","title":"Recent progress on the modeling of complex flows in twin-screw extrusion","year":2003,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Finite element method; Finite volume method; Mechanical engineering; Flow (mathematics); Computer science; Domain (mathematical analysis); Extrusion; Plastics extrusion; Mechanics; Work (physics); Engineering drawing; Engineering; Structural engineering; Mathematics; Materials science; Physics; Mathematical analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005508964,0.0010423,0.001598867,0.0004925526,0.000329418,0.00163468,0.001913971,0.001211917,0.003615231],"category_scores_gemma":[0.0009429722,0.0006440731,0.001054667,0.001222045,0.000839134,0.002353797,0.000647022,0.0009359568,0.0007254108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004052924,"about_ca_system_score_gemma":0.0006481039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003372185,"about_ca_topic_score_gemma":0.002746586,"domain_scores_codex":[0.9997994,0.00005013737,0.00001550303,0.00003242664,0.0000893797,0.00001313046],"domain_scores_gemma":[0.9995727,0.0002394465,0.00003064766,0.00005347138,0.00008137642,0.00002232361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004273207,0.00004369248,0.0003662226,0.0002688184,0.00003351188,0.00006553166,0.00007856311,0.8975486,0.004560586,0.03144904,0.001101339,0.06444135],"study_design_scores_gemma":[0.000007194122,0.0000124159,0.0001098998,0.00001646341,0.000008040923,0.00002104034,0.000007871894,0.9844241,0.001132512,0.007563837,0.006688907,0.000007795127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.03024269,0.009554314,0.9473746,0.0003086651,0.0001888086,0.00003153714,0.0001476055,0.0009846236,0.01116715],"genre_scores_gemma":[0.4453155,0.03921982,0.4883328,0.0001575742,0.0005433194,0.0001899803,0.0009128699,0.0007320664,0.02459599],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003615231,"threshold_uncertainty_score":0.01209414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0345878446694813,"score_gpt":0.2453271865167378,"score_spread":0.2107393418472565,"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."}}