{"id":"W4411506305","doi":"10.1016/j.fuel.2025.136023","title":"Extending simplified local density model for surface roughness: Gas adsorption in confined pores with step-groove structures","year":2025,"lang":"en","type":"article","venue":"Fuel","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Groove (engineering); Adsorption; Materials science; Surface (topology); Surface roughness; Surface finish; Composite material; Chemical engineering; Mechanics; Geometry; Chemistry; Physical chemistry; Mathematics; Physics; Metallurgy","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":[0.000399535,0.0008760635,0.001741014,0.0007085507,0.0007170389,0.00117752,0.003278874,0.002591922,0.002692203],"category_scores_gemma":[0.001326476,0.0006386252,0.001552612,0.0006414225,0.001196039,0.00227577,0.001121651,0.001042559,0.0006432242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035321,"about_ca_system_score_gemma":0.0009984486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01210301,"about_ca_topic_score_gemma":0.005713758,"domain_scores_codex":[0.9997029,0.00005198948,0.00001446499,0.00006294628,0.00009044394,0.00007731877],"domain_scores_gemma":[0.9994743,0.0001541476,0.00004698767,0.0001302146,0.0001357088,0.00005863157],"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":[0.00007421058,0.0002068414,0.001079882,0.0002562858,0.00009448393,0.0004717229,0.00009889919,0.8696179,0.0247297,0.0976589,0.001437815,0.004273417],"study_design_scores_gemma":[0.000005553533,0.000005764004,0.000101539,0.000001697765,0.000004358208,0.00001429732,0.000006570538,0.9968388,0.0003471586,0.002534308,0.0001327306,0.000007079935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3197072,0.002005292,0.6463757,0.001222475,0.0004563263,0.0002463161,0.0008768858,0.0009240665,0.0281857],"genre_scores_gemma":[0.9645569,0.0008806876,0.02123968,0.0003313807,0.0001587176,0.0002551628,0.0003152373,0.0002548695,0.01200734],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01210301,"threshold_uncertainty_score":0.02406514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01255050528012034,"score_gpt":0.2405660487128133,"score_spread":0.228015543432693,"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."}}