{"id":"W2072304426","doi":"10.3139/217.2351","title":"Three-dimensional Finite Element Solution of the Flow in Single and Twin-Screw Extruders","year":2010,"lang":"en","type":"article","venue":"International Polymer Processing","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Finite element method; Mechanics; Rotation (mathematics); Plastics extrusion; Newtonian fluid; Flow (mathematics); Work (physics); Viscosity; Isothermal process; Extrusion; Mechanical engineering; Shear rate; Non-Newtonian fluid; Geometry; Structural engineering; Mathematics; Composite material; Engineering; Thermodynamics; Physics","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":[0.0005167279,0.0003342072,0.00059794,0.000372406,0.0003324169,0.0007683175,0.0005603154,0.001223612,0.00145684],"category_scores_gemma":[0.001086463,0.0002896457,0.0005050496,0.0002599722,0.0007480376,0.0004330443,0.0004111877,0.0004420491,0.0002059452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003899931,"about_ca_system_score_gemma":0.0007728302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003142807,"about_ca_topic_score_gemma":0.001834263,"domain_scores_codex":[0.999854,0.00003218397,0.00001045294,0.0000220061,0.00006068886,0.00002071553],"domain_scores_gemma":[0.9996954,0.0001787097,0.00003156219,0.00002328633,0.00005191526,0.00001909752],"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":[0.00006872967,0.00004501182,0.000791471,0.00004864131,0.00001001093,0.00007907954,0.0001089259,0.9677117,0.02018116,0.004293316,0.00008917662,0.006572774],"study_design_scores_gemma":[0.000007647874,0.00001186519,0.0001067538,0.0000027146,0.000001495842,0.00001089012,0.00001463235,0.9972888,0.002142349,0.0002222373,0.0001872979,0.000003230965],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4067201,0.0001868416,0.5883854,0.0001755291,0.00005610338,0.00006504756,0.0001792555,0.0003033363,0.003928374],"genre_scores_gemma":[0.8490118,0.0001408486,0.147308,0.00002662245,0.000007581735,0.00009669219,0.0001650868,0.00005977612,0.003183609],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003142807,"threshold_uncertainty_score":0.006249011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594681211402141,"score_gpt":0.2437714997452939,"score_spread":0.2278246876312725,"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."}}