{"id":"W4402160834","doi":"10.1063/5.0222314","title":"Computational study of Newtonian laminar annular horizontal displacement flows with rotating inner cylinder","year":2024,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"SINTEF Industri","keywords":"Mechanics; Physics; Laminar flow; Instability; Annulus (botany); Streamlines, streaklines, and pathlines; Buoyancy; Classical mechanics; Cylinder; Newtonian fluid; Reynolds number; Rotation (mathematics); Turbulence; Geometry; Materials science","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":[0.00008294816,0.0001452468,0.0001956787,0.00005246995,0.0000285886,0.00002503528,0.0001008555,0.00002616234,0.000009114486],"category_scores_gemma":[0.000002046111,0.0001287237,0.00004560721,0.0002302051,0.00002506447,0.0001280414,0.00003512357,0.0001196704,0.000004515288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002741565,"about_ca_system_score_gemma":0.0000252548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004331992,"about_ca_topic_score_gemma":0.0000146704,"domain_scores_codex":[0.999159,0.00001223593,0.0002395827,0.0001540198,0.0002979822,0.0001371936],"domain_scores_gemma":[0.9996979,0.0000380465,0.00001904535,0.0001466824,0.00006477656,0.00003361417],"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":[0.00001931643,0.0003118934,0.002456996,0.0003308835,0.0003746678,0.0000159527,0.004743565,0.9649208,0.009155826,0.01218907,0.0001006211,0.005380433],"study_design_scores_gemma":[0.0004309634,0.0004578509,0.001674249,0.0001024858,0.00004507339,0.000001527486,0.0003724273,0.995352,0.0005589538,0.0008175371,0.000041902,0.0001450841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9378214,0.0001770433,0.06104339,0.00001210852,0.0001657421,0.0002043605,0.00003577144,0.00007156452,0.0004685932],"genre_scores_gemma":[0.9944987,0.000003373997,0.005312443,0.000002888074,0.00007170194,0.0000157069,0.00003480582,0.00004060129,0.00001979481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05667726,"threshold_uncertainty_score":0.5249199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00677668194451992,"score_gpt":0.2181765224851276,"score_spread":0.2113998405406077,"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."}}