{"id":"W4400366315","doi":"10.46690/compes.2024.01.05","title":"Phase equilibrium, thermodynamics, hydrogen-induced effects and the interplay mechanisms in underground hydrogen storage","year":2024,"lang":"en","type":"article","venue":"Computational energy science.","topic":"CO2 Sequestration and Geologic Interactions","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"King Abdullah University of Science and Technology","keywords":"Thermodynamics; Hydrogen; Hydrogen storage; Phase (matter); Chemistry; Materials science; Physics","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":[0.0005578375,0.0001234191,0.0001045386,0.0001203373,0.0002034108,0.0001814297,0.0002703215,0.0000382777,0.0002875073],"category_scores_gemma":[0.00005569623,0.00008677805,0.00004378709,0.0006103549,0.0007257346,0.0004888689,0.0002010025,0.0001288318,0.0000659564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002235478,"about_ca_system_score_gemma":0.00008843205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003910043,"about_ca_topic_score_gemma":0.0003169271,"domain_scores_codex":[0.9987336,0.0000939982,0.0001895339,0.0003985412,0.0003653272,0.0002189312],"domain_scores_gemma":[0.999382,0.000362896,0.00003863129,0.0001253885,0.00001208277,0.00007896819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004020972,0.000142226,0.00002338203,0.000005084627,0.0000158572,0.0000515602,0.0008074751,0.1858866,0.05284439,0.7501179,0.00007492709,0.009990375],"study_design_scores_gemma":[0.0005803059,0.00008103738,0.0003510347,0.00001393791,0.000005289734,0.00005538001,0.00004970899,0.7895288,0.001197185,0.2077054,0.0003316088,0.0001002651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9387543,0.00007708248,0.04889433,0.001749779,0.0004271623,0.0001477319,0.000002810963,0.00006670506,0.009880139],"genre_scores_gemma":[0.99857,0.000004002448,0.0003772161,0.0005588685,0.00002424722,0.00002770766,0.000009768108,0.000006924394,0.0004212911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6036422,"threshold_uncertainty_score":0.3538706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008112276056380952,"score_gpt":0.271013212914608,"score_spread":0.2629009368582271,"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."}}