{"id":"W4408970179","doi":"10.1016/j.ijhydene.2025.03.233","title":"H2 and CH4 adsorption on coal: Insights from experiment and mathematical model","year":2025,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Adsorption; Coal; Thermodynamics; Chemistry; Environmental science; Physical chemistry; Physics; 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":[0.00003892041,0.00009153112,0.0001097257,0.00001597681,0.00002630657,0.00002162699,0.0001449947,0.00004315195,0.0001016933],"category_scores_gemma":[0.000006814451,0.00007450618,0.00003623471,0.00002228722,0.0001046151,0.0001259496,0.0001391893,0.00006446783,0.000003687909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000154282,"about_ca_system_score_gemma":0.000005790468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004921351,"about_ca_topic_score_gemma":0.000005778893,"domain_scores_codex":[0.9992737,0.00001666245,0.0002194865,0.0001233693,0.0002985048,0.00006834248],"domain_scores_gemma":[0.9997377,0.00003056791,0.00009987869,0.00006147169,0.000005356969,0.00006505485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003942806,0.0008576489,0.006881038,0.000003826173,0.000409148,0.00009188822,0.0010225,0.8412603,0.08492484,0.0347463,0.0006731169,0.02873518],"study_design_scores_gemma":[0.001221468,0.000189355,0.00449729,0.00009111503,0.00004582067,0.00007418094,0.0002275235,0.8792792,0.02144763,0.08669548,0.006016184,0.0002147432],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565103,0.0002040099,0.04002772,0.0002891416,0.00008476285,0.00001877078,0.000001407737,0.000004435494,0.002859422],"genre_scores_gemma":[0.99422,0.000284336,0.004380529,0.0005609241,0.0000354447,0.000002156754,0.000003194463,0.000006487986,0.0005069787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06347721,"threshold_uncertainty_score":0.3038274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006331753368557715,"score_gpt":0.2235818758993181,"score_spread":0.2172501225307604,"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."}}