{"id":"W2014173745","doi":"10.1016/j.cej.2007.06.024","title":"Staged-separation membrane reactor for steam methane reforming","year":2007,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Membrane Reactor Technologies (Canada)","funders":"","keywords":"Membrane reactor; Steam reforming; Membrane; Hydrogen production; Methane; Hydrogen; Chemical engineering; Membrane technology; Chemistry; Materials science; Waste management; Engineering; 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":[0.0002391999,0.0003744515,0.0008302515,0.0003032919,0.0005513445,0.0005072141,0.0009374857,0.0007403028,0.003714781],"category_scores_gemma":[0.0002459808,0.0003429881,0.0005404977,0.0002598139,0.0002282967,0.0007800735,0.0005546956,0.0008414004,0.001756825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007032306,"about_ca_system_score_gemma":0.0008722537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001281281,"about_ca_topic_score_gemma":0.002205335,"domain_scores_codex":[0.9997972,0.00001922598,0.00001316584,0.00003937315,0.0000891232,0.00004201508],"domain_scores_gemma":[0.9999344,0.00001327034,0.000007742254,0.00001043139,0.00001909923,0.00001508601],"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":[0.0004293768,0.0001011224,0.0003566297,0.0001553035,0.00001801173,0.0000644406,0.00002568024,0.0005303497,0.9915276,0.0006941168,0.000500427,0.005597004],"study_design_scores_gemma":[0.00006119099,0.0003385583,0.001518614,0.000003601116,0.00001624091,0.00006930945,0.00001028037,0.005759559,0.9890615,0.0001319606,0.003014957,0.00001423911],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699239,0.001212702,0.02188216,0.0003233495,0.0002319123,0.0001086229,0.0007518707,0.0007611527,0.004804343],"genre_scores_gemma":[0.9858489,0.0004749304,0.007678944,0.00006564375,0.0000392773,0.00004286015,0.000494796,0.00003487757,0.005319756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003714781,"threshold_uncertainty_score":0.01242715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0142495510184337,"score_gpt":0.2752322898575695,"score_spread":0.2609827388391358,"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."}}