{"id":"W2131407680","doi":"10.1002/cjce.5450840506","title":"Direct Numerical Simulations of Three-Layer Viscosity-Stratified Flow","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hagen–Poiseuille equation; Viscosity; Amplitude; Instability; Stratified flow; Mechanics; Perturbation (astronomy); Materials science; Flow (mathematics); Stratified flows; Physics; Thermodynamics; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003831999,0.0004446588,0.0006990196,0.000466365,0.0005500435,0.0008440796,0.001236985,0.00127466,0.002043856],"category_scores_gemma":[0.001584639,0.0003254321,0.0005065775,0.0005910756,0.0006538763,0.0004588738,0.0007179654,0.0009174817,0.0001459707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069546,"about_ca_system_score_gemma":0.0008835933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01372553,"about_ca_topic_score_gemma":0.006849452,"domain_scores_codex":[0.9998518,0.00002687292,0.000009896416,0.00001978288,0.00004599297,0.00004564189],"domain_scores_gemma":[0.9992237,0.0004105659,0.00008389843,0.00005566398,0.0001161625,0.0001100464],"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":[0.0002522958,0.0002565924,0.003844477,0.00008826483,0.00003919826,0.0001805083,0.0001667279,0.9805555,0.006942603,0.004145329,0.0003369532,0.003191542],"study_design_scores_gemma":[0.00003709705,0.00003352759,0.0005267313,0.0000036047,0.000003980724,0.000009428751,0.00001585873,0.9979659,0.000974078,0.0002694209,0.0001546262,0.000005632447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978864,0.0001246368,0.01317237,0.0002040756,0.00005036789,0.00008681835,0.0006204773,0.0001781524,0.006699015],"genre_scores_gemma":[0.986187,0.00008689641,0.01140308,0.00006368332,0.000009657706,0.0001433698,0.000389039,0.00003642233,0.001680903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01372553,"threshold_uncertainty_score":0.02729124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185779482939276,"score_gpt":0.1808792964026462,"score_spread":0.1690215015732534,"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."}}