{"id":"W1997508417","doi":"10.2118/106073-ms","title":"A General Unstructured Grid, EOS-Based, Fully-Implicit Thermal Simulator for Complex Reservoir Processes","year":2007,"lang":"en","type":"article","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Component (thermodynamics); Energy balance; Grid; Computer science; Reservoir simulation; Thermal; Simulation; Unstructured grid; Thermal energy; Petroleum engineering; Thermodynamics; Engineering; Mathematics; Physics; Geometry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004482899,0.0002910848,0.0002943545,0.0001764251,0.0001042256,0.00006913159,0.0002787334,0.0001644323,0.0001686997],"category_scores_gemma":[0.0001802881,0.0002577747,0.0001149635,0.0003991167,0.00002912648,0.000130411,0.00002232946,0.0001595559,0.000008772692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006665556,"about_ca_system_score_gemma":0.00004155674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001377046,"about_ca_topic_score_gemma":0.00002928996,"domain_scores_codex":[0.9984921,0.00001950949,0.000411555,0.0002620847,0.0002446022,0.0005701907],"domain_scores_gemma":[0.998741,0.0004826821,0.00003487496,0.0003631013,0.0001886416,0.0001896543],"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":[0.0000710668,0.00001132448,0.000507634,0.0003645743,0.00003552995,0.000002566688,0.00004545484,0.9792101,0.01743116,0.0002872992,0.001108436,0.000924892],"study_design_scores_gemma":[0.001245293,0.00005202143,0.003598442,0.00001648006,0.00001410882,0.000002703478,0.00001749365,0.942337,0.02387825,0.0001949874,0.02828599,0.0003571838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4504456,0.00009427286,0.5469175,0.00005113647,0.0002793107,0.000299747,0.00002961767,0.0006399236,0.001242878],"genre_scores_gemma":[0.7931719,0.00000259154,0.2056246,0.0001090444,0.0006049396,0.00003096161,0.00007268703,0.00008412957,0.0002991676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3427263,"threshold_uncertainty_score":0.9999874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03054931418948709,"score_gpt":0.3062802077469291,"score_spread":0.275730893557442,"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."}}