{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005399229,0.0001213834,0.0002180138,0.00004080393,0.0001385423,0.0001540658,0.00009218216,0.0001116045,0.00009092555],"category_scores_gemma":[0.0001746404,0.0001087603,0.0001242879,0.0001994766,0.00003970025,0.000257252,0.00003727981,0.0006987046,0.000005448764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005760677,"about_ca_system_score_gemma":0.00001616203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001214643,"about_ca_topic_score_gemma":0.00008061292,"domain_scores_codex":[0.9989922,0.00002617626,0.0003703327,0.0001336022,0.0001971321,0.000280565],"domain_scores_gemma":[0.9995365,0.00005068339,0.00001587295,0.0001625053,0.00007614111,0.0001583272],"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":[0.00007452053,0.000259835,0.04283655,0.0001392732,0.002509214,0.000122857,0.002023086,0.702845,0.2318659,0.006673677,0.0008932218,0.009756851],"study_design_scores_gemma":[0.0001767086,0.00001256702,0.002293879,0.000007294149,0.0002810607,0.00005265342,0.00005260717,0.9940235,0.0008171737,0.002087328,0.00007167648,0.0001235289],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.55554,0.00008072046,0.4439777,0.00008294154,0.0001906711,0.00001995863,0.000007683182,0.00003083082,0.00006957376],"genre_scores_gemma":[0.9955553,0.0001721415,0.004047483,0.0000183682,0.0001737354,0.00000149785,0.00001609097,0.00001350725,0.000001855842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4400153,"threshold_uncertainty_score":0.4435117,"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."}}