{"id":"W4409343711","doi":"10.1016/j.ijhydene.2025.04.022","title":"Equilibrium and dynamic adsorption characteristics of zeolite 5A, LiX, 13X and MOF UTSA-16 adsorbents for hydrogen purification","year":2025,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"National Key Research and Development Program of China; Ministry of Science and Technology of the People's Republic of China; National Natural Science Foundation of China","keywords":"Adsorption; Zeolite; Chemistry; Hydrogen; Chemical engineering; Metal-organic framework; Organic chemistry; Catalysis","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":[0.0002087945,0.0002604299,0.0002499386,0.0004194106,0.0001807835,0.0002430789,0.0002411732,0.0002791444,0.0008346762],"category_scores_gemma":[0.0003338668,0.0001489273,0.0003982974,0.0003619598,0.0001630135,0.0002811733,0.0001596365,0.0002079977,0.0001774611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004052739,"about_ca_system_score_gemma":0.0001717852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004729826,"about_ca_topic_score_gemma":0.00497719,"domain_scores_codex":[0.9998771,0.00001230375,0.00001275877,0.00001894852,0.00004340565,0.00003546736],"domain_scores_gemma":[0.9999233,0.00002424323,0.00001490739,0.000004552528,0.00002493565,0.000008057816],"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":[0.0003866049,0.00004888316,0.004028748,0.0001445675,0.00003342595,0.00006786767,0.0000602474,0.004595173,0.9863434,0.0001999482,0.0001012331,0.003989868],"study_design_scores_gemma":[0.00002197168,0.0004610116,0.02643777,0.000009185069,0.000033484,0.00006272738,0.0001393313,0.03581831,0.9355817,0.00009585475,0.001308759,0.00002995684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987161,0.0002426719,0.0005321458,0.0000105877,0.000003586054,0.000005263292,0.0001846705,0.00001398609,0.0002910061],"genre_scores_gemma":[0.9985669,0.0001929474,0.0005080451,0.000005503164,0.000001631068,0.000008731073,0.0001933398,0.000004517524,0.0005183718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004729826,"threshold_uncertainty_score":0.0094046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007843799411725647,"score_gpt":0.2682417374868418,"score_spread":0.2603979380751161,"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."}}