{"id":"W2955088525","doi":"10.2118/0719-0043-jpt","title":"Technology Focus: Simulation (July 2019)","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Realm; Focus (optics); Computer science; Data science; Work (physics); Field (mathematics); Operations research; Engineering; Political science; Mechanical engineering; Law","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":[0.0003335119,0.0001683446,0.0004116225,0.001758621,0.00002374183,0.00001711531,0.0003868,0.0004344825,0.0000659016],"category_scores_gemma":[0.0001688452,0.0001560528,0.0001053872,0.0007191008,0.0000406899,0.0001807383,0.00003921341,0.0007046065,0.0001440142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000169,"about_ca_system_score_gemma":0.00002384934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.284838e-7,"about_ca_topic_score_gemma":3.247053e-7,"domain_scores_codex":[0.9988238,0.0000198962,0.0005561513,0.0001175699,0.0002013093,0.0002812675],"domain_scores_gemma":[0.9991664,0.0001063037,0.0001631143,0.0003447093,0.0001662823,0.00005313718],"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":[0.00001159536,0.00001263257,0.002530026,0.00002176606,0.00005722252,0.00001302445,0.00001094744,0.9755214,0.01137434,0.0007542193,0.0003363718,0.00935642],"study_design_scores_gemma":[0.001674805,0.0004178172,0.0006497069,0.0000876135,0.00003418936,0.0001987727,0.0000769286,0.8570648,0.01461653,0.008419444,0.116444,0.0003153001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7866243,0.001906749,0.2079876,0.0006664353,0.0008832046,0.0000700767,0.000002150697,0.0005400178,0.00131948],"genre_scores_gemma":[0.9780138,0.00009272985,0.02139543,0.000007563347,0.0001026059,0.000002155209,6.102136e-7,0.00004006557,0.0003450258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1913895,"threshold_uncertainty_score":0.6363649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006561299308256825,"score_gpt":0.2530421040354238,"score_spread":0.2464808047271669,"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."}}