{"id":"W4392590540","doi":"10.1016/j.ijhydene.2023.12.258","title":"Design of a novel tubular membrane reactor with a middle annular injector for enhancement of dry reforming towards high hydrogen purity: CFD analysis","year":2024,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor; Memorial University of Newfoundland","funders":"","keywords":"Injector; Computational fluid dynamics; Hydrogen; Membrane reactor; Hydrogen production; Materials science; Nuclear engineering; Membrane; Chemical engineering; Chemistry; Process engineering; Mechanics; Thermodynamics; Engineering; Physics; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005155582,0.00041428,0.0007507384,0.0002939905,0.0005958292,0.00071318,0.001119487,0.0008835723,0.0009159314],"category_scores_gemma":[0.0002232892,0.0003592897,0.0006790422,0.0001684695,0.0003273964,0.000443236,0.0003765338,0.000316887,0.000418352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006209692,"about_ca_system_score_gemma":0.001267712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001240829,"about_ca_topic_score_gemma":0.00105633,"domain_scores_codex":[0.9998136,0.00001768701,0.00001035916,0.0000570492,0.00007381786,0.00002751063],"domain_scores_gemma":[0.9998757,0.0000214668,0.0000333373,0.00001118309,0.0000351138,0.00002310681],"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":[0.0006419334,0.0001433187,0.00181092,0.0003100885,0.00004877257,0.0002069081,0.00007110283,0.04061784,0.9300182,0.002350897,0.0003656803,0.02341433],"study_design_scores_gemma":[0.0001438165,0.001344303,0.004419439,0.00002141491,0.00009575352,0.0003217843,0.00005605103,0.3449382,0.6395251,0.0005000107,0.008552172,0.00008197258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4522288,0.0009120517,0.5404277,0.0003062771,0.0001335096,0.0003116276,0.0003721687,0.001921026,0.003386645],"genre_scores_gemma":[0.857858,0.0003421246,0.1387384,0.00003730825,0.00002375941,0.0001862782,0.0001570225,0.00006832385,0.002588792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001240829,"threshold_uncertainty_score":0.004505515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01988234912723159,"score_gpt":0.2533453876129447,"score_spread":0.2334630384857131,"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."}}