{"id":"W2477455275","doi":"10.2298/tsci160510185a","title":"Particle-level simulations of flocculation in a fiber suspension flowing through a diffuser","year":2016,"lang":"en","type":"article","venue":"Thermal Science","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineering Link (Canada)","funders":"","keywords":"Mechanics; Turbulence; Flocculation; Materials science; Fiber; Inertia; Drag; Suspension (topology); Reynolds number; Physics; Classical mechanics; Composite material; Chemistry; Mathematics","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":[0.0002024019,0.00007726754,0.0001057871,0.00005458944,0.00006928248,0.00001183597,0.0001158142,0.00002382968,0.0001646768],"category_scores_gemma":[0.0001037254,0.00005302396,0.00002127913,0.0005045621,0.0001631851,0.0007002142,0.00005582854,0.00003188134,0.00005226429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007038847,"about_ca_system_score_gemma":0.0000170333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001955208,"about_ca_topic_score_gemma":0.00003568249,"domain_scores_codex":[0.9991595,0.00001574639,0.000212076,0.0001366683,0.0002578607,0.000218113],"domain_scores_gemma":[0.999557,0.0001563416,0.00001822338,0.0001713315,0.00006797945,0.00002917885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000007129131,0.00001839103,0.01717395,0.000007067488,0.000004653871,8.975312e-7,0.00161493,0.3639032,0.6101807,0.0005961865,0.000003256513,0.006489645],"study_design_scores_gemma":[0.0006656356,0.00001144786,0.6521017,0.0000651176,0.000007067291,5.553542e-7,0.00005653991,0.2529092,0.09343378,0.0004915269,0.0001042854,0.0001530893],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960682,0.00003484163,0.002046579,0.00008077496,0.00006269552,0.0001056306,0.000004041079,0.00006719237,0.001530017],"genre_scores_gemma":[0.9992149,0.000003015286,0.0006767913,0.00001306778,0.00001919806,0.000002969921,2.614713e-7,0.000008709919,0.0000610865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6349277,"threshold_uncertainty_score":0.2162254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05079903873299201,"score_gpt":0.2848640770676914,"score_spread":0.2340650383346994,"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."}}