{"id":"W4313854301","doi":"10.1016/j.ijhydene.2022.12.270","title":"Impact of experimentally measured relative permeability hysteresis on reservoir-scale performance of underground hydrogen storage (UHS)","year":2023,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"CO2 Sequestration and Geologic Interactions","field":"Environmental Science","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Toegepast Natuurwetenschappelijk Onderzoek; Technische Universiteit Delft; Energi Simulation","keywords":"Relative permeability; Permeability (electromagnetism); Hydrogen; Hysteresis; Environmental science; Petroleum engineering; Materials science; Mechanics; Geology; Chemistry; Physics; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009268629,0.0003429541,0.0004406443,0.0003386908,0.0003567655,0.0007180592,0.0005946647,0.0006038814,0.0007011463],"category_scores_gemma":[0.003263509,0.0002690181,0.000343643,0.000390696,0.000897188,0.001259334,0.0006798218,0.0005848338,0.0001044314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007432048,"about_ca_system_score_gemma":0.0006573385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005290694,"about_ca_topic_score_gemma":0.003288483,"domain_scores_codex":[0.9995704,0.00006500916,0.00004161737,0.00009374059,0.0001445879,0.0000846845],"domain_scores_gemma":[0.9984579,0.0009638029,0.0001650996,0.0001484228,0.0002070933,0.00005763973],"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":[0.0008427133,0.0003065334,0.06370665,0.0004009547,0.00008120441,0.0005367092,0.000232743,0.7486954,0.1609004,0.001509454,0.0005258496,0.02226142],"study_design_scores_gemma":[0.00003808612,0.0004692348,0.01673483,0.0000253456,0.00003449166,0.00008004848,0.0001946901,0.8182357,0.1630991,0.0005385088,0.0004818719,0.00006822942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939248,0.0001514342,0.004412491,0.00007737157,0.00001101259,0.00001363465,0.000261911,0.0001352819,0.001012081],"genre_scores_gemma":[0.9993153,0.00003895419,0.0005145704,0.000004420059,5.713915e-7,0.000005195938,0.00006146575,0.000006306759,0.00005320072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005290694,"threshold_uncertainty_score":0.0105198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02607129520052482,"score_gpt":0.3005236632831639,"score_spread":0.2744523680826391,"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."}}