{"id":"W4323047819","doi":"10.1080/10916466.2023.2183967","title":"Insights on equation of state modeling PVT experiments for deep volatile oil reservoir","year":2023,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Equation of state; Petroleum engineering; Environmental science; Chemistry; Thermodynamics; Geology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005178062,0.0004519463,0.0003532959,0.000277035,0.0003088697,0.0003991501,0.0007292086,0.0005065753,0.001579213],"category_scores_gemma":[0.001490898,0.0002586497,0.0004482152,0.0002795215,0.0003443139,0.001088803,0.0004386502,0.0006877247,0.0002564809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005945817,"about_ca_system_score_gemma":0.0007803987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005064278,"about_ca_topic_score_gemma":0.002417167,"domain_scores_codex":[0.9998152,0.00004162975,0.00001041508,0.00003219828,0.00007898559,0.00002164808],"domain_scores_gemma":[0.9996341,0.0002066801,0.00002889657,0.00005174956,0.00007021789,0.00000842984],"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":[0.00005868944,0.00008741892,0.004309697,0.0001473322,0.00001765992,0.0002012163,0.0001289468,0.8826866,0.08407824,0.01548418,0.0006027018,0.01219735],"study_design_scores_gemma":[0.000003021145,0.0000101002,0.000222975,0.000002383299,0.000001803481,0.000008901344,0.000007288034,0.9882464,0.0100748,0.0009523273,0.0004653485,0.000004638595],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3143295,0.0002979712,0.6717404,0.0005598564,0.00006217715,0.0001633455,0.001087267,0.001312668,0.01044687],"genre_scores_gemma":[0.933077,0.0003518018,0.06349923,0.00006899604,0.00001367885,0.000238897,0.000385017,0.000230221,0.002135115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005064278,"threshold_uncertainty_score":0.01006961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421845901294866,"score_gpt":0.2614084101517542,"score_spread":0.2371899511388055,"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."}}