{"id":"W2072107820","doi":"10.1016/j.seppur.2007.12.017","title":"Optimization of PSA process for producing enriched hydrogen from plasma reactor gas","year":2008,"lang":"en","type":"article","venue":"Separation and Purification Technology","topic":"Plasma Applications and Diagnostics","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Pressure swing adsorption; Hydrogen; Chemistry; Adsorption; Langmuir adsorption model; Hydrogen production; Activated carbon; Materials science; Process engineering; Nuclear engineering; Chromatography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007220587,0.0000912574,0.000187212,0.0002078589,0.00009154736,0.00000436615,0.00005784195,0.0001888503,0.00001408817],"category_scores_gemma":[0.0003683283,0.00008948822,0.0000236554,0.0003500098,0.0001073282,0.00007372279,0.000007881361,0.0000704418,0.000006795851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000197779,"about_ca_system_score_gemma":0.00009446747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007737075,"about_ca_topic_score_gemma":0.000003003771,"domain_scores_codex":[0.9992282,0.000008928233,0.0003004671,0.0002719295,0.00009111835,0.00009938006],"domain_scores_gemma":[0.9991003,0.00008070614,0.0002010603,0.0002711027,0.0003047235,0.00004208483],"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":[0.0006403748,0.001143181,0.03152488,0.0002783375,0.0001757527,0.000003271107,0.002747648,0.004870922,0.9130475,0.02442724,0.002952395,0.01818849],"study_design_scores_gemma":[0.001781018,0.0002963875,0.003875692,0.00003187358,0.0001222072,0.00006691073,0.0002906651,0.09208149,0.8935332,0.002910282,0.004821324,0.0001889992],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470919,0.0001813778,0.04893864,0.002408701,0.00002639076,0.0008776704,0.00003600019,0.0001702172,0.0002690373],"genre_scores_gemma":[0.9805313,0.0003410713,0.0180584,0.00005040933,0.00004338066,0.0003202518,0.0005541579,0.00001240238,0.00008867767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08721057,"threshold_uncertainty_score":0.3649223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651506222096444,"score_gpt":0.3001962019645844,"score_spread":0.27368113974362,"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."}}