{"id":"W3100115875","doi":"","title":"Confined flow of suspensions modelled by a frictional rheology","year":2016,"lang":"en","type":"article","venue":"","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Rheology; Mechanics; Laminar flow; Plug flow; Materials science; Hagen–Poiseuille equation; Open-channel flow; Flow (mathematics); Dimensionless quantity; Pipe flow; Constitutive equation; Shear stress; Turbulence; Thermodynamics; Physics; Composite material","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":[0.0003117179,0.0007331689,0.0007604158,0.0007685284,0.0003588519,0.001078329,0.0007799419,0.001345786,0.0004153381],"category_scores_gemma":[0.001334226,0.0002899305,0.0007227524,0.0003361209,0.001165568,0.000914611,0.0008999573,0.0004869637,0.0001127608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008816507,"about_ca_system_score_gemma":0.0003936671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00547148,"about_ca_topic_score_gemma":0.001765326,"domain_scores_codex":[0.9998565,0.00003529522,0.0000100038,0.000042931,0.00002219669,0.00003315711],"domain_scores_gemma":[0.9995875,0.0001876566,0.0001038871,0.00003276781,0.00003200075,0.00005616922],"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":[0.0001445912,0.0001375386,0.00237609,0.0001315046,0.00005810216,0.0006060773,0.0001528069,0.9449838,0.03466112,0.01458508,0.000125978,0.002037213],"study_design_scores_gemma":[0.00001333728,0.00003100619,0.0003095105,0.000004437386,0.000006622869,0.00002260684,0.000009331997,0.997617,0.0009771812,0.0009111085,0.00008991906,0.000007987821],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8725867,0.0005953257,0.1230779,0.0001891231,0.00004186596,0.00006612761,0.0001452413,0.0001160994,0.003181693],"genre_scores_gemma":[0.9941483,0.0002098927,0.004221468,0.0000266397,0.00002161855,0.00004567617,0.00006918497,0.00001430669,0.001243076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00547148,"threshold_uncertainty_score":0.01087922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005225989280356554,"score_gpt":0.171265737125186,"score_spread":0.1660397478448295,"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."}}