{"id":"W2117221877","doi":"10.1002/pen.20070","title":"Study of particle trajectories, residence times and flow behavior in kneading discs of intermeshing co‐rotating twin‐screw extruders","year":2004,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mixing (physics); Materials science; Tracking (education); Flow (mathematics); Mechanics; Discretization; Particle (ecology); Rheology; Mechanical engineering; Residence time (fluid dynamics); Composite material; Mathematics; Engineering; Physics; Mathematical analysis","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":[0.0004518629,0.0002528114,0.0003692133,0.0003049948,0.0002406858,0.00044349,0.0003934807,0.0004132842,0.0002718867],"category_scores_gemma":[0.001070882,0.0002115775,0.000303252,0.0001654321,0.0003569569,0.0004115023,0.0001728761,0.000258456,0.0001019004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004532818,"about_ca_system_score_gemma":0.0002473987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0019278,"about_ca_topic_score_gemma":0.00105591,"domain_scores_codex":[0.9998838,0.00002152665,0.000008721617,0.00002767155,0.00004123069,0.00001707112],"domain_scores_gemma":[0.9996276,0.0002056536,0.00005937515,0.0000384459,0.00004488552,0.00002403218],"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":[0.0007458066,0.0002709425,0.0148404,0.00008233033,0.00003728628,0.000342872,0.0003883504,0.4373378,0.5220953,0.001131635,0.00007741038,0.02264984],"study_design_scores_gemma":[0.00002417824,0.0002089382,0.005534493,0.000003915089,0.00001008084,0.00004350058,0.00003628981,0.8957258,0.09810343,0.0001037534,0.0001940922,0.00001161089],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915789,0.00003290937,0.00821098,0.000005329772,0.000001352277,0.00000523285,0.00001571469,0.00002437765,0.0001251408],"genre_scores_gemma":[0.9934228,0.00004495236,0.006210337,0.000001652552,9.478354e-7,0.000007786766,0.00005644697,0.000009539717,0.0002454733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0019278,"threshold_uncertainty_score":0.003833115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226275104425136,"score_gpt":0.2533315569438486,"score_spread":0.2410688058995972,"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."}}