{"id":"W4394870046","doi":"10.1016/j.petsci.2024.03.027","title":"Investigations of methane adsorption characteristics on marine-continental transitional shales and gas storage capacity models considering pore evolution","year":2024,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"ShanXi Science and Technology Department; China Scholarship Council; National Natural Science Foundation of China","keywords":"Oil shale; Methane; Adsorption; Geology; Saturation (graph theory); Maturity (psychological); Mineralogy; Volume (thermodynamics); Petroleum engineering; Soil science; Chemistry; Thermodynamics; Paleontology","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":[0.0002794095,0.0001022035,0.0001344184,0.0003486679,0.00005978935,0.00006353606,0.00008007938,0.00003568928,0.00002298975],"category_scores_gemma":[0.00003363361,0.00009821755,0.00004499293,0.000419989,0.0003072918,0.0005062526,0.00002025785,0.0001299731,0.000004437294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009528137,"about_ca_system_score_gemma":0.00005797027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003434255,"about_ca_topic_score_gemma":0.00005168432,"domain_scores_codex":[0.9991053,0.00001845329,0.0002058289,0.0001998972,0.0003243446,0.0001462283],"domain_scores_gemma":[0.999687,0.00003446907,0.00002520848,0.0001058766,0.00004916659,0.00009833684],"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":[0.000008867891,0.00003484675,0.001102465,0.0002159893,0.00004919267,0.000009953329,0.001310145,0.5565091,0.4181386,0.02165899,0.00003454098,0.0009273358],"study_design_scores_gemma":[0.00007505376,0.00001621661,0.002875,0.00006256367,0.00002391221,0.00001058931,0.00008248067,0.9868707,0.006568989,0.003291891,0.00002353848,0.00009907378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638057,0.00008639956,0.0346025,0.0003278743,0.0001451065,0.00004286383,0.00004888669,0.0001223861,0.0008182721],"genre_scores_gemma":[0.9990296,0.00006196059,0.0007722045,0.00001310484,0.00003937042,0.000009079601,0.00003530317,0.000009292039,0.00003003951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4303616,"threshold_uncertainty_score":0.4005195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168159550236855,"score_gpt":0.2199480504387966,"score_spread":0.198266454936428,"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."}}