{"id":"W2567295735","doi":"10.1016/j.fuproc.2016.12.002","title":"Numerical study of methane steam reforming and methane combustion over the segmented and continuously coated layers of catalysts in a plate reactor","year":2016,"lang":"en","type":"article","venue":"Fuel Processing Technology","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada","funders":"Ministère de la Défense Nationale","keywords":"Steam reforming; Methane; Methane reformer; Catalysis; Catalytic combustion; Combustion; Hydrogen; Hydrogen production; Endothermic process; Materials science; Chemical engineering; Catalytic reforming; Chemistry; Organic chemistry; Engineering","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":[0.0005301373,0.0002097671,0.0005931444,0.0004724528,0.00002264509,0.000003704753,0.0002293194,0.0002383913,0.000002627261],"category_scores_gemma":[0.0005879907,0.000126664,0.00002990144,0.0008077899,0.0002428797,0.0001922508,0.0002072942,0.0002974153,4.59061e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009341316,"about_ca_system_score_gemma":0.00003338977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00052047,"about_ca_topic_score_gemma":0.00005753311,"domain_scores_codex":[0.9984988,0.00004358799,0.0006001191,0.0003372677,0.0002160739,0.0003041305],"domain_scores_gemma":[0.9989703,0.0001692254,0.0003970905,0.0003222874,0.0000951489,0.00004590103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001502215,0.0001474474,0.007322194,0.0002986036,0.00007873261,0.00001127261,0.001217645,0.00000535039,0.9658283,0.00003093858,5.509475e-7,0.02490874],"study_design_scores_gemma":[0.003476,0.0003068208,0.001437578,0.0005493911,0.0001053636,0.00009508328,0.002547365,0.0009265835,0.9901313,0.0001746054,0.00002947972,0.000220423],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981497,0.0008579389,0.0003129173,0.0001323262,0.00003021856,0.0003486782,0.000006195705,0.0001366939,0.00002534739],"genre_scores_gemma":[0.9996737,0.00002544687,0.0001943924,0.000004114935,0.000008896351,0.00003182553,0.000004311058,0.00003161048,0.00002573701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02468832,"threshold_uncertainty_score":0.5165208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01145699782897847,"score_gpt":0.2553895723084946,"score_spread":0.2439325744795162,"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."}}