{"id":"W3097733633","doi":"10.3390/fluids5040180","title":"Coating Flow Near Channel Exit. A Theoretical Perspective","year":2020,"lang":"en","type":"article","venue":"Fluids","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mechanics; Surface tension; Materials science; Coating; Boundary layer; Inertia; Capillary number; Turbulence; Jet (fluid); Capillary action; Open-channel flow; Free surface; Pipe flow; Pressure gradient; Physics; Classical mechanics; Composite material; Thermodynamics","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":[0.00005887409,0.0001462654,0.0001535627,0.00003424802,0.00006552919,0.00005905446,0.000133405,0.00007087965,0.0003418953],"category_scores_gemma":[0.00007155193,0.0001423793,0.00007441656,0.0002397882,0.00007460861,0.00005868047,0.00004662308,0.0001968551,0.000279647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003804787,"about_ca_system_score_gemma":0.00001157598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006134457,"about_ca_topic_score_gemma":6.932212e-7,"domain_scores_codex":[0.9992718,0.00001409377,0.0001365492,0.0001870743,0.000138805,0.0002517467],"domain_scores_gemma":[0.9996458,0.0000307652,0.000005881283,0.0001301893,0.00003957002,0.0001478282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004670055,0.00004790099,0.0001175841,0.0001210817,0.000158342,0.00009048876,0.01242709,0.4309565,0.0112663,0.5184649,0.0249899,0.001313205],"study_design_scores_gemma":[0.0002341756,0.00005627835,0.00004594334,0.00001217535,0.00001076716,0.000003471258,0.0001151564,0.994957,0.0003420471,0.002324049,0.001727386,0.0001715755],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5504324,0.003234239,0.1999922,0.007424749,0.002420498,0.0009816625,0.0002036309,0.003694134,0.2316165],"genre_scores_gemma":[0.9963377,0.0000399159,0.002661334,0.0005073012,0.0003546981,0.00001261116,0.000008826263,0.00004972961,0.00002787493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5640004,"threshold_uncertainty_score":0.5806058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008751520735287318,"score_gpt":0.2033700369191253,"score_spread":0.194618516183838,"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."}}