{"id":"W3159355787","doi":"10.3390/en14092450","title":"Hydrogen Purification Performance Optimization of Vacuum Pressure Swing Adsorption on Different Activated Carbons","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Wuhan University of Technology; Wuhan University; Natural Science Foundation of Liaoning Province; National Natural Science Foundation of China","keywords":"Hydrogen; Adsorption; Pressure swing adsorption; Hydrogen purifier; Chemistry; Hydrogen production; Chromatography; Activated carbon; Materials science; Chemical engineering; Organic chemistry; Engineering","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":[0.0002282064,0.0003087423,0.0003139311,0.0003033931,0.0002224745,0.0003187666,0.0003350942,0.0003438691,0.0005002267],"category_scores_gemma":[0.0003306214,0.0001687115,0.0004685956,0.0004471564,0.0001418316,0.0003577525,0.0002202718,0.0002834833,0.0001118481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004118026,"about_ca_system_score_gemma":0.0002430759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002694018,"about_ca_topic_score_gemma":0.00367047,"domain_scores_codex":[0.9998026,0.0000210892,0.00001345773,0.00003687878,0.00009568291,0.00003021033],"domain_scores_gemma":[0.9999255,0.00002137406,0.00001139328,0.000006135194,0.00002895506,0.000006538957],"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":[0.0002486819,0.0001245428,0.001108756,0.0003492995,0.00003776228,0.000111159,0.00003900024,0.02347354,0.9545366,0.000388283,0.0001917957,0.01939062],"study_design_scores_gemma":[0.00001539527,0.0003664042,0.00291051,0.0000076519,0.00003087267,0.00003913413,0.00003519662,0.09588693,0.8996196,0.00009197323,0.0009807775,0.00001554263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929213,0.000560444,0.005065817,0.00003694552,0.00001298359,0.0000132673,0.00007534909,0.00007036313,0.001243424],"genre_scores_gemma":[0.9941196,0.000400527,0.004761332,0.00001555315,0.000002874778,0.00001578356,0.00008854589,0.00001206714,0.0005838078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002694018,"threshold_uncertainty_score":0.005356669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007854910570912907,"score_gpt":0.183676526696805,"score_spread":0.1758216161258921,"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."}}