{"id":"W1977365706","doi":"10.1017/s0022112004000801","title":"Roll waves in mud","year":2004,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Reynolds number; Mechanics; Free surface; Physics; Compressibility; Herschel–Bulkley fluid; Instability; Lubrication theory; Reynolds equation; Classical mechanics; Fluid dynamics; Lubrication; Thermodynamics; 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":[0.0002752914,0.00009904609,0.0001923638,0.0001708861,0.00001403646,0.00002078838,0.0001610264,0.00007806405,0.00001865039],"category_scores_gemma":[0.00003129305,0.00008985551,0.00008794628,0.0001563112,0.000003610586,0.0001404786,0.00001652308,0.0002641422,0.00001404756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345134,"about_ca_system_score_gemma":0.00003958065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005256068,"about_ca_topic_score_gemma":0.00001512428,"domain_scores_codex":[0.9992238,0.00000736136,0.0003643536,0.00005229695,0.0001809217,0.0001712603],"domain_scores_gemma":[0.9997113,0.00001282993,0.00004563343,0.0001059877,0.00004841866,0.00007577951],"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":[0.00002367645,0.00007723303,0.00001876783,0.00004344523,0.00005784585,0.0002867837,0.0004303422,0.7144382,0.1801689,0.1026397,0.0003919866,0.001423183],"study_design_scores_gemma":[0.002546981,0.0002896915,0.0001843278,0.0002339556,0.00002964286,0.0003249732,0.000133643,0.8142465,0.03488381,0.1443358,0.002465948,0.0003246745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9272774,0.002052304,0.06586912,0.0001977602,0.00241538,0.00007998587,0.000004806398,0.00004992314,0.002053322],"genre_scores_gemma":[0.9939058,0.0006920606,0.005180061,0.00006025158,0.000112489,5.62991e-7,5.598474e-7,0.00002517824,0.00002306711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1452851,"threshold_uncertainty_score":0.3664201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006063021337993258,"score_gpt":0.1920545151149775,"score_spread":0.1859914937769842,"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."}}