{"id":"W2955263631","doi":"10.1177/0037549719857137","title":"Proxy models for evaluation of permeability, three-phase relative permeability, and capillary pressure curves from rate-transient data","year":2019,"lang":"en","type":"article","venue":"SIMULATION","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petrophysics; Coring; Capillary pressure; Saturation (graph theory); Relative permeability; Petroleum engineering; Permeability (electromagnetism); Multiphase flow; Wireline; Dimensionless quantity; Geology; Mechanics; Soil science; Geotechnical engineering; Porous medium; Materials science; Porosity; Mathematics; Engineering; 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":[0.001987256,0.0001716198,0.0002812848,0.00006998216,0.00003712984,0.00002146817,0.0001651363,0.0001257346,0.00005245098],"category_scores_gemma":[0.0004328785,0.0001695939,0.00004963165,0.0001221692,0.00003096976,0.0007764835,0.00005093894,0.0001142799,0.000001487006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004494209,"about_ca_system_score_gemma":0.00003867233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000283823,"about_ca_topic_score_gemma":0.00001182557,"domain_scores_codex":[0.9984932,0.000186121,0.0004012202,0.0003818062,0.0003868703,0.0001507594],"domain_scores_gemma":[0.9979458,0.0008269713,0.00006660547,0.0007389761,0.0003679632,0.00005372736],"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":[0.00005668774,0.00003627036,0.0021983,0.0006748812,0.00007910241,3.417258e-8,0.0004919949,0.9925637,0.001500005,0.0000958969,0.00001760583,0.002285531],"study_design_scores_gemma":[0.002288924,0.00005995786,0.00802491,0.0001370284,0.0002022257,1.065831e-7,0.00002275734,0.9783124,0.0004532068,0.01016507,0.0001612145,0.000172236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6679185,0.002062485,0.3278583,0.00002920742,0.0001471765,0.001510893,0.0002390728,0.00008372002,0.000150643],"genre_scores_gemma":[0.9932672,0.00004710582,0.005803879,0.000005059407,0.00004629513,0.00004011972,0.0007388354,0.00003301125,0.00001844103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3253488,"threshold_uncertainty_score":0.6915839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08516134795162907,"score_gpt":0.3671146045709229,"score_spread":0.2819532566192939,"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."}}