{"id":"W2931839700","doi":"10.2118/193878-ms","title":"Accelerated Compositional Simulation of Tight Oil and Shale Gas Reservoirs Using Proxy Flash Calculation","year":2019,"lang":"en","type":"article","venue":"SPE Reservoir Simulation Conference","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Energi Simulation","keywords":"Computer science; Flash (photography); Simulation; Flash evaporation; Real-time computing; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004198519,0.0003114618,0.0004304181,0.0003353013,0.000101972,0.0001132484,0.000209257,0.0002420435,0.0003310219],"category_scores_gemma":[0.0001399636,0.0003326312,0.00008417406,0.0005659007,0.00006184939,0.0007043614,0.00007568952,0.0002676031,0.00003334548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191179,"about_ca_system_score_gemma":0.00006802246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002540469,"about_ca_topic_score_gemma":0.000004137512,"domain_scores_codex":[0.9978876,0.0001481626,0.0006919542,0.0003861499,0.0005512384,0.0003348671],"domain_scores_gemma":[0.9981245,0.0005551034,0.0001565091,0.0004459452,0.0005733818,0.0001445424],"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":[0.00006303355,0.00002113122,0.007739533,0.000345842,0.00004294347,0.000001222219,0.0001924553,0.9766802,0.01354399,0.0002789,0.000008326985,0.001082415],"study_design_scores_gemma":[0.00100932,0.00004552545,0.004153005,0.0002094847,0.00002264961,0.000002056129,0.00002224948,0.9909365,0.002075739,0.0004204659,0.0007626351,0.0003403373],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8795015,0.0001476903,0.1170354,0.00004943113,0.0002133044,0.0002362816,0.00002833375,0.0002343074,0.002553673],"genre_scores_gemma":[0.9863458,0.00006118404,0.01275391,0.000007004288,0.00008942949,0.000008617243,0.0001347972,0.00005834485,0.0005409264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1068443,"threshold_uncertainty_score":0.9999126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05727528681898833,"score_gpt":0.3229665925158458,"score_spread":0.2656913056968575,"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."}}