{"id":"W4220746954","doi":"10.2118/205897-pa","title":"Quantification of Temperature-Dependent Sorption Isotherms in Shale Gas Reservoirs: Experiment and Theory","year":2022,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Sorption; Adsorption; Oil shale; Supercritical fluid; Methane; Petroleum engineering; Chemistry; Natural gas; Fugacity; Analytical Chemistry (journal); Mineralogy; Thermodynamics; Chromatography; Geology; 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":[0.0006513586,0.00006966209,0.0001199858,0.0002215929,0.00008255312,0.0000342046,0.00009744918,0.00002857982,0.0005113112],"category_scores_gemma":[0.00001522513,0.00006259734,0.0000439857,0.0001870108,0.00001652057,0.0001156961,0.00002742869,0.0002713017,0.000003533907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009299352,"about_ca_system_score_gemma":0.00001497531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000724653,"about_ca_topic_score_gemma":0.00002060211,"domain_scores_codex":[0.9991612,0.0001333465,0.000268518,0.00008435108,0.0002483084,0.0001042449],"domain_scores_gemma":[0.9997406,0.0000184846,0.00005783988,0.0001166655,0.00002114751,0.00004528678],"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":[0.00005634185,0.0000797997,0.0006855802,0.00002084251,0.00005735241,0.00001350517,0.003485309,0.5167413,0.4769528,0.000633445,0.0003791461,0.0008945647],"study_design_scores_gemma":[0.003146902,0.0004491514,0.004139906,0.0001736592,0.00009943906,0.0003615405,0.04637952,0.6322016,0.2958589,0.01280784,0.003503392,0.0008782175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959652,0.001534882,0.001308444,0.0003042419,0.0001601463,0.0000690223,0.000003706659,0.00002153737,0.0006327613],"genre_scores_gemma":[0.9989977,0.000622803,0.00008114806,0.00001485779,0.00005195823,0.00001241377,0.000004686503,0.00001425112,0.0002001093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1810939,"threshold_uncertainty_score":0.55985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407685730697832,"score_gpt":0.2401003278614331,"score_spread":0.2260234705544548,"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."}}