{"id":"W2047318609","doi":"10.1021/ie001089k","title":"Oxygen-Free Methane Aromatization in a Catalytic Membrane Reactor","year":2001,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Zeolite Catalysis and Synthesis","field":"Chemistry","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aromatization; Catalysis; Chemistry; Methane; Benzene; Hydrogen; Hydrogen production; Membrane reactor; Permeation; Oxygen; Membrane; Atmospheric temperature range; Chemical engineering; Inorganic chemistry; Thermodynamics; Organic chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00132889,0.0002865595,0.0004365167,0.0002207876,0.00005506279,0.0001096974,0.0008932471,0.0005772928,0.001581374],"category_scores_gemma":[0.005014894,0.0003060249,0.0001247265,0.001296399,0.00007181484,0.0001671294,0.0002427793,0.00128484,0.00004871071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000510272,"about_ca_system_score_gemma":0.0001963851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003469137,"about_ca_topic_score_gemma":0.00000970966,"domain_scores_codex":[0.9970173,0.00003680699,0.0005728277,0.0005691001,0.0009401354,0.0008638788],"domain_scores_gemma":[0.9977559,0.0006124403,0.00007603061,0.001120127,0.0001461607,0.0002892964],"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":[0.00007108346,0.00009675819,0.000768713,0.0001717814,0.00005476992,0.0001187152,0.0001035311,0.0005226707,0.9959341,0.00001442051,0.0004364081,0.001707072],"study_design_scores_gemma":[0.001243552,0.000006983641,0.00007296206,0.0002402409,0.0000175265,0.00004203967,0.0001531917,0.003290359,0.9806345,0.00002894944,0.01396114,0.0003086007],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843507,0.0001909824,0.000004712641,0.0003618993,0.0000649862,0.0001211577,0.00004371835,0.0001459603,0.01471586],"genre_scores_gemma":[0.9949613,0.00009408022,0.00002515184,0.000003375814,0.0009776235,0.00009177076,0.0002062392,0.00006842681,0.003572071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01529962,"threshold_uncertainty_score":0.9999392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08638065544553124,"score_gpt":0.3082027591168628,"score_spread":0.2218221036713316,"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."}}