{"id":"W3044576724","doi":"10.2172/1639323","title":"Petronius Offshore Oil Field Case Study","year":2020,"lang":"en","type":"report","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oil field; Petroleum engineering; Submarine pipeline; Injector; Field (mathematics); Quarter (Canadian coin); Flood myth; Oil production; Geology; Engineering; Geography; Geotechnical engineering; Mathematics; Mechanical engineering; Archaeology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000376557,0.0003719167,0.0005422226,0.0001506585,0.00004212878,0.00007019695,0.0001932558,0.0002957971,0.0005321546],"category_scores_gemma":[0.0002867646,0.0003505039,0.0001616345,0.0002205405,0.000005659928,0.00005074335,0.00006306962,0.0007876821,0.00005012632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001517092,"about_ca_system_score_gemma":0.0001162773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003612349,"about_ca_topic_score_gemma":0.0001496117,"domain_scores_codex":[0.998365,0.00004380439,0.0004592411,0.0003128671,0.000546327,0.0002727084],"domain_scores_gemma":[0.998932,0.0002191678,0.00003566357,0.0005187493,0.0001185101,0.0001758968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003869888,0.00004132473,0.001133293,0.0008939854,0.0003874294,0.008103128,0.0004307607,0.8909701,0.000006170459,0.000004517641,0.07249571,0.02552967],"study_design_scores_gemma":[0.0007337011,0.000280058,0.000142295,0.00009533529,0.0002294285,0.002786472,0.00143705,0.4047885,0.0001221662,0.000006142474,0.5881703,0.001208528],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1043309,0.002123296,0.04758915,0.00009754929,0.00552252,0.0003806895,0.000030951,0.003529153,0.8363958],"genre_scores_gemma":[0.9531256,0.0006415226,0.008337678,0.00002361065,0.001564191,0.00007548165,0.000041048,0.0002339866,0.03595687],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8487947,"threshold_uncertainty_score":0.9998947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05388531296934584,"score_gpt":0.3355160745565672,"score_spread":0.2816307615872214,"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."}}