{"id":"W2913758002","doi":"10.1017/jfm.2019.43","title":"Application of the compressible -dependent rheology to chute and shear flow instabilities","year":2019,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Compressibility; Instability; Mechanics; Rheology; Shear flow; Compressible flow; Inclined plane; Shear (geology); Plane (geometry); Physics; Flow (mathematics); Classical mechanics; Materials science; Geometry; Thermodynamics; 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":[0.0002680735,0.00008139994,0.0002128218,0.0000734787,0.00002079879,0.000009188588,0.0001802984,0.00006601356,0.00002221064],"category_scores_gemma":[0.00001841605,0.0000587695,0.00006586913,0.00009589221,0.000009642074,0.0000736976,0.0000512121,0.0001456444,0.000007446864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002966292,"about_ca_system_score_gemma":0.00002063187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002776078,"about_ca_topic_score_gemma":0.00000271199,"domain_scores_codex":[0.9993173,0.0000257364,0.0002994932,0.00006365269,0.0001807145,0.0001130305],"domain_scores_gemma":[0.9995633,0.00003157298,0.00005745955,0.0002013935,0.00009073312,0.00005555763],"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":[0.00004022546,0.00002422919,0.0003754626,0.000119234,0.00004703074,8.736129e-7,0.0004621968,0.02077113,0.9666486,0.007357488,0.000313725,0.003839842],"study_design_scores_gemma":[0.001038603,0.0002756016,0.0006539056,0.00009312814,0.00005687208,0.0001124378,0.0002471267,0.5971181,0.3924066,0.001975862,0.005856422,0.0001652393],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8757392,0.0008440546,0.1221558,0.0001281763,0.0007327686,0.0001935484,0.000007143949,0.00001406319,0.0001853283],"genre_scores_gemma":[0.997734,0.0001410331,0.001972056,0.00005265987,0.00004739216,0.000002472058,3.876951e-7,0.0000136775,0.0000363589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5763471,"threshold_uncertainty_score":0.2396551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004266506781985883,"score_gpt":0.1857891975982671,"score_spread":0.1815226908162812,"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."}}