{"id":"W2001121416","doi":"10.1016/j.cep.2015.02.003","title":"Liquid backmixing in an inclined rotating tubular fixed bed reactor – Augmenting liquid residence time via flow regime adjustment","year":2015,"lang":"en","type":"article","venue":"Chemical Engineering and Processing - Process Intensification","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Deutsche Forschungsgemeinschaft","keywords":"Residence time (fluid dynamics); Mechanics; Flow (mathematics); Liquid flow; Residence time distribution; Chemistry; Materials science; Physics; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005688838,0.0003724113,0.0003862929,0.0002227658,0.00006505005,0.0001298307,0.0002434552,0.0002294744,0.000003663206],"category_scores_gemma":[0.0006011201,0.0004082131,0.00003749388,0.0004809105,0.00004546935,0.0006930042,0.00006475039,0.0004682151,0.000007145941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972314,"about_ca_system_score_gemma":0.00006644097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001146183,"about_ca_topic_score_gemma":0.000001262224,"domain_scores_codex":[0.9979848,0.00002041291,0.0006433273,0.0005458705,0.0002968678,0.0005087449],"domain_scores_gemma":[0.9989066,0.00006849746,0.0001130139,0.0002732034,0.00036465,0.0002740709],"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":[0.0001349568,0.00003857281,0.00004317913,0.0006974731,0.00001472785,0.000007445898,0.002642398,0.06101798,0.9259269,0.00001549124,0.0000199811,0.009440899],"study_design_scores_gemma":[0.0003999218,0.00008751135,0.00003619113,0.0008529284,0.00002191597,0.00002023386,0.0001614063,0.8551445,0.1427798,0.00004788261,0.00002669635,0.0004209592],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968456,0.001742392,0.02852138,0.00008807078,0.0001787654,0.0002442242,0.000003253765,0.0006869827,0.00007897326],"genre_scores_gemma":[0.9821312,0.00002686555,0.01726923,0.00004103264,0.0002129798,0.00008677183,0.0001112393,0.000106324,0.00001434873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7941265,"threshold_uncertainty_score":0.999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455741619580391,"score_gpt":0.235648694159073,"score_spread":0.2210912779632691,"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."}}