{"id":"W2516564924","doi":"10.1016/j.jngse.2016.08.007","title":"On the pressure-saturation path in infinite-acting unconventional liquid-rich gas reservoirs","year":2016,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation; Pennsylvania State University","keywords":"Saturation (graph theory); Mechanics; Relative permeability; Multiphase flow; Reservoir simulation; Petroleum engineering; Petroleum reservoir; Permeability (electromagnetism); Constant (computer programming); Chemistry; Geology; Porosity; Geotechnical engineering; Mathematics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001047253,0.0001207059,0.0001546592,0.000372371,0.00009657231,0.0000827304,0.0002674479,0.00004745365,0.00001385977],"category_scores_gemma":[0.0009649812,0.00006177551,0.00005752478,0.0005904236,0.0000647855,0.0005987512,0.00003415229,0.0003945281,0.000002152138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001032624,"about_ca_system_score_gemma":0.0000407078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000523279,"about_ca_topic_score_gemma":0.000004516486,"domain_scores_codex":[0.9987603,0.00001733102,0.0003022305,0.0001138008,0.0005428898,0.0002634183],"domain_scores_gemma":[0.9992791,0.0002998765,0.00007654873,0.0001169732,0.0001418132,0.00008570955],"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":[0.00003923244,0.00001164139,0.0001932819,0.00004000217,0.00004535093,0.00002261295,0.0003394982,0.9126706,0.08317133,0.0002075342,0.0003322767,0.002926648],"study_design_scores_gemma":[0.001432231,0.0004398322,0.01334302,0.002110396,0.00008261953,0.0002250223,0.0004240665,0.9029022,0.06706266,0.0006407032,0.01059143,0.0007457467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957981,0.0006622913,0.001160382,0.00160366,0.0004941681,0.00004318154,7.579905e-7,0.00002575102,0.0002117508],"genre_scores_gemma":[0.9993046,0.0002678018,0.0002073225,0.00002976224,0.000141018,0.000001652885,1.669517e-7,0.000009266108,0.00003838724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01610867,"threshold_uncertainty_score":0.2519132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008304949979763523,"score_gpt":0.214206232814007,"score_spread":0.2059012828342435,"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."}}