{"id":"W2107075729","doi":"10.1046/j.1468-8123.2002.00041.x","title":"Equations of state for basin geofluids: algorithm review and intercomparison for brines","year":2002,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sedimentary basin; Structural basin; Viscosity; Buoyancy; Geology; Salinity; Sedimentary rock; Flow (mathematics); Mineralogy; Petrology; Soil science; Geomorphology; Geochemistry; Mechanics; Thermodynamics; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001980529,0.0001254368,0.0003448981,0.0001056987,0.00005150849,0.0000191808,0.00009330679,0.00003884442,0.00009428815],"category_scores_gemma":[0.00008150331,0.0001166169,0.0001234039,0.0001933154,0.00002888257,0.0001176462,0.00001948336,0.00004603199,0.00000944736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001670583,"about_ca_system_score_gemma":0.000004481109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002668426,"about_ca_topic_score_gemma":0.00002260698,"domain_scores_codex":[0.9991875,0.00001574858,0.0003684418,0.0001443474,0.00008731696,0.0001966561],"domain_scores_gemma":[0.9995103,0.0001017439,0.00003173408,0.0001813925,0.000109775,0.000065056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002430921,0.000387341,0.000486939,0.01322337,0.001607249,0.000002353215,0.003396178,0.01274635,0.009762064,0.001465705,0.3882544,0.5686437],"study_design_scores_gemma":[0.0004662317,0.00008204488,0.0000411018,0.0001791367,0.0002317383,0.000001296061,0.00004835625,0.9111871,0.003116983,0.0002773165,0.08417077,0.0001979936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002883883,0.04826373,0.9463897,0.001015952,0.0001186256,0.0006802023,0.0001625026,0.0001260386,0.0003594138],"genre_scores_gemma":[0.8040031,0.1393633,0.04640552,0.001320879,0.0003946616,0.001514178,0.0004864374,0.0002138735,0.006298051],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8999841,"threshold_uncertainty_score":0.4755498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0273150377971118,"score_gpt":0.2527909978826558,"score_spread":0.225475960085544,"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."}}