{"id":"W2907702233","doi":"10.3968/7430","title":"The Rapid Quantitative Description of the Remaining Oil","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Oil reserves; Geology; Oil exploration; Oil production; Distribution (mathematics); Quantitative assessment; Stage (stratigraphy); Fossil fuel; Environmental science; Engineering; Petroleum; Mathematics; Paleontology; Reliability engineering; Waste management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004880411,0.0004531881,0.0002940763,0.001444889,0.0002437466,0.0008006308,0.0006488829,0.0003086039,0.001805649],"category_scores_gemma":[0.001400254,0.0001923338,0.000381706,0.0009150312,0.0005383306,0.002079979,0.000731783,0.0004476445,0.0003760629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005232134,"about_ca_system_score_gemma":0.0007463792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004958065,"about_ca_topic_score_gemma":0.002754678,"domain_scores_codex":[0.9996506,0.00004778669,0.00002353441,0.00007025723,0.0001799721,0.00002796652],"domain_scores_gemma":[0.9995284,0.0001378977,0.00007215608,0.00007238428,0.0001726234,0.00001651738],"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":[0.0001338288,0.00005383648,0.01417751,0.0004632494,0.0000508752,0.0003391269,0.0003771854,0.564587,0.09677877,0.09000646,0.002518858,0.2305132],"study_design_scores_gemma":[0.000011096,0.00003097667,0.003535406,0.00002115835,0.00001606126,0.0001731435,0.0001442252,0.9511944,0.0216294,0.01642445,0.006776144,0.00004361776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03986275,0.0002187385,0.9522218,0.00006981739,0.00003003528,0.00003781695,0.000369883,0.0006300466,0.00655916],"genre_scores_gemma":[0.8262532,0.0006003119,0.1671379,0.00003224231,0.00002548919,0.0001286207,0.0006211098,0.0001909628,0.005010009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004958065,"threshold_uncertainty_score":0.009858429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06259937636257211,"score_gpt":0.2929962085943619,"score_spread":0.2303968322317897,"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."}}