{"id":"W2763394013","doi":"10.1115/omae2017-61193","title":"A Robust Three-Phase Isenthalpic Flash Algorithm Based on Free-Water Assumption","year":2017,"lang":"en","type":"article","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Isothermal process; Flash (photography); Flash evaporation; Computer science; Enthalpy; Phase (matter); Thermodynamics; Work (physics); Materials science; Algorithm; Mechanics; Chemistry; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002901191,0.0001884559,0.0001721607,0.0001177707,0.0001697884,0.0001904427,0.0003488948,0.0001132411,0.000537357],"category_scores_gemma":[0.00006763498,0.0001473968,0.00008646912,0.00003091023,0.00002154413,0.000199088,0.00003785329,0.0001763267,0.000253401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005008741,"about_ca_system_score_gemma":0.000005115138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000206661,"about_ca_topic_score_gemma":0.00001232535,"domain_scores_codex":[0.9990934,0.00002130995,0.0001839348,0.0001908216,0.0002264977,0.0002841053],"domain_scores_gemma":[0.9987512,0.00005278614,0.00002027265,0.001031443,0.00003368695,0.0001106655],"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":[0.000006634858,0.00002886567,0.0001237859,0.00002574438,0.00001580265,0.00000895305,0.00001460253,0.9773737,0.0008821333,0.00002922767,0.001518337,0.01997217],"study_design_scores_gemma":[0.001714063,0.00004426271,0.001363178,0.00002350588,0.00001010112,9.032187e-7,0.000001906154,0.9816613,0.01044305,0.0001569056,0.004372341,0.0002085387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0872471,0.00001748907,0.9008116,0.0001540784,0.0006327863,0.0001346501,0.00001136053,0.0005489069,0.01044206],"genre_scores_gemma":[0.7441043,0.000008783567,0.2537453,0.00004629376,0.0003484645,0.00003331717,0.00004005484,0.00007952141,0.001594014],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6568572,"threshold_uncertainty_score":0.6010668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04781916593921563,"score_gpt":0.2964218781890238,"score_spread":0.2486027122498081,"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."}}