{"id":"W2063189052","doi":"10.1088/1009-1963/14/6/022","title":"New equation of turbulent fibre suspensions and its solution and application to the pipe flow","year":2005,"lang":"en","type":"article","venue":"Chinese Physics","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Turbulence; Mechanics; Drag; Materials science; Reynolds number; Newtonian fluid; Reynolds stress; Flow (mathematics); Pipe flow; Pressure drop; Suspension (topology); Physics; Thermodynamics; Classical mechanics; 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":[0.00006692209,0.0000598777,0.00007479767,0.00001636327,0.0001429283,0.00001403326,0.0001314218,0.00002605421,5.500796e-7],"category_scores_gemma":[0.0000242886,0.00003914251,0.00001260545,0.0001848047,0.00002040254,0.0001325547,0.0001516958,0.00004923328,0.000006815824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007560099,"about_ca_system_score_gemma":0.0000119219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001095105,"about_ca_topic_score_gemma":0.0000416261,"domain_scores_codex":[0.9996349,0.00001064506,0.00007667366,0.0001368211,0.00007243396,0.00006848866],"domain_scores_gemma":[0.9996648,0.00004131566,0.00003642825,0.0001924563,0.00004114215,0.00002382719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008283742,0.00005227027,0.0007797833,0.00001797983,0.00002338816,2.207014e-7,0.009893283,0.002540694,0.007976265,0.2084888,0.003724686,0.7664943],"study_design_scores_gemma":[0.0002651831,0.00005659456,0.02637288,0.00001550693,0.00001193851,0.000005485923,0.00002534084,0.872688,0.002528325,0.09429704,0.00359644,0.0001372574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1725567,0.0003772153,0.8138034,0.01297146,0.00003563464,0.0001428956,6.655021e-7,0.00003938387,0.00007263807],"genre_scores_gemma":[0.9907051,0.00003425692,0.008890852,0.0001948507,0.0001120438,0.000008768764,0.000001550936,0.000001959823,0.00005064046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8701473,"threshold_uncertainty_score":0.1596185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01485831510795786,"score_gpt":0.2473444057727483,"score_spread":0.2324860906647904,"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."}}