{"id":"W2002194155","doi":"10.1021/ie0011425","title":"Permeability, Selectivity, and Testing of Hydrogen Diffusion Membranes Suitable for Use in Steam Reforming","year":2001,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydrogen; Permeation; Membrane; Chemical engineering; Permeability (electromagnetism); Steam reforming; Selectivity; Palladium; Argon; Catalysis; Methane; Materials science; Chemistry; Hydrogen production; 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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002198851,0.0002554109,0.0004776062,0.0002438685,0.00008822418,0.00003285097,0.0003056295,0.0004305087,0.00001515064],"category_scores_gemma":[0.008437192,0.0002607627,0.00008544946,0.001177258,0.00007843775,0.0003426429,0.0003705359,0.001088202,7.499958e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004893299,"about_ca_system_score_gemma":0.0001124091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001268402,"about_ca_topic_score_gemma":0.00002393654,"domain_scores_codex":[0.9974827,0.00003108685,0.0005527732,0.0004911463,0.0005513728,0.0008908833],"domain_scores_gemma":[0.9972774,0.001836701,0.00007381582,0.0003932925,0.0002216301,0.0001971705],"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":[0.00009174584,0.0000701461,0.01285143,0.0006433941,0.00002482234,0.00001184224,0.00009435017,0.004395738,0.9780199,0.000005101122,0.000001861063,0.003789696],"study_design_scores_gemma":[0.001277364,0.00004325146,0.0001365734,0.0004070875,0.000011873,0.00006737201,0.0001042837,0.06998982,0.9270808,0.00001757878,0.0006218936,0.0002420653],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989626,0.0001623759,0.00002181457,0.0000206587,0.00004431828,0.0004603067,0.00001964991,0.0001053492,0.0002028756],"genre_scores_gemma":[0.9989124,0.00002329828,0.0001136323,6.196932e-7,0.000327699,0.0000887636,0.00002223658,0.00006884063,0.0004425092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06559408,"threshold_uncertainty_score":0.9999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1267377501655495,"score_gpt":0.3310675267743708,"score_spread":0.2043297766088213,"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."}}