{"id":"W2152518646","doi":"10.1002/aic.12131","title":"Gas‐solid flow distribution through identical vertical passages: Modeling and stability analysis","year":2010,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Syncrude","keywords":"Flow (mathematics); Stability (learning theory); Mechanics; Distribution (mathematics); Multiphase flow; Thermodynamics; Mathematics; Materials science; Physics; Computer science; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003638474,0.0003323,0.0003445622,0.0005688309,0.0004936316,0.0006561627,0.0006187181,0.0006179446,0.000770073],"category_scores_gemma":[0.001113065,0.0002652953,0.0003839755,0.0003440255,0.0007944363,0.0006411832,0.0005553682,0.0003169813,0.0001844645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009268955,"about_ca_system_score_gemma":0.0006426022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006854621,"about_ca_topic_score_gemma":0.001635857,"domain_scores_codex":[0.9998726,0.00002778384,0.000004826725,0.00003436229,0.00003922882,0.00002128689],"domain_scores_gemma":[0.9996738,0.0001169958,0.00008859034,0.00002785381,0.00006864782,0.00002416854],"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":[0.00006073398,0.00003568409,0.002212772,0.00001505204,0.00001052842,0.00009382697,0.00005612375,0.9731243,0.01033214,0.009786263,0.0001521605,0.004120414],"study_design_scores_gemma":[0.000001948406,0.000006199235,0.0001165145,6.10746e-7,7.530465e-7,0.000005623749,0.000002811179,0.9989625,0.0004910509,0.0003709299,0.00003982353,0.000001208272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6752173,0.0002429778,0.3162297,0.000166051,0.00002165843,0.00005136007,0.00008987329,0.0002112866,0.007769916],"genre_scores_gemma":[0.9929968,0.00005321488,0.005539203,0.0000102642,0.000006824163,0.00002255379,0.00002959036,0.00001260276,0.001329006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006854621,"threshold_uncertainty_score":0.01362944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009810507928093798,"score_gpt":0.2373110304840542,"score_spread":0.2275005225559604,"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."}}