{"id":"W2084959951","doi":"10.1016/j.jnnfm.2010.12.003","title":"Static wall layers in plane channel displacement flows","year":2010,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Reynolds number; Mechanics; Bingham plastic; Displacement (psychology); Newtonian fluid; Viscosity; Plane (geometry); Inclined plane; Laminar flow; Flow (mathematics); Yield (engineering); Materials science; Rheology; Physics; Geometry; Mathematics; Composite material; Turbulence","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":[0.0006947315,0.0002652816,0.0005208185,0.000259821,0.00006949493,0.00001884354,0.0003733605,0.0002267398,0.00009478259],"category_scores_gemma":[0.0002041393,0.0002312871,0.0001509634,0.0001952269,0.00002494408,0.000159839,0.00009359577,0.001044216,0.00003766953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001201411,"about_ca_system_score_gemma":0.00008586412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001735098,"about_ca_topic_score_gemma":0.000173835,"domain_scores_codex":[0.9982218,0.00002829018,0.000757327,0.0001959711,0.0003259293,0.0004707539],"domain_scores_gemma":[0.9990779,0.0001497967,0.0002223742,0.0002321999,0.0001226859,0.0001950076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002527554,0.0002361479,0.0001829764,0.00009681656,0.00021346,0.000276489,0.001337995,0.01549878,0.9733184,0.007005797,0.001099179,0.0004812317],"study_design_scores_gemma":[0.001585811,0.0002337445,0.0001580371,0.0001100469,0.00005138138,0.0001498921,0.000185414,0.9884622,0.007004851,0.00139045,0.0004117117,0.0002564856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7050061,0.0002498461,0.2882514,0.002587204,0.003009729,0.0002786301,0.00002263684,0.00004047163,0.0005540207],"genre_scores_gemma":[0.9846294,0.0003880179,0.01331504,0.0003665008,0.0002628645,0.0000100358,0.000006600204,0.00005026128,0.0009713095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9729634,"threshold_uncertainty_score":0.9431614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006492876147185014,"score_gpt":0.2279918338174939,"score_spread":0.2214989576703089,"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."}}