{"id":"W2887462686","doi":"10.7939/r3fn1161d","title":"Integration of 4D Seismic Data in Reservoir Characterization with Facies Parameter Uncertainty","year":2017,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reservoir modeling; Geology; Facies; Seismic inversion; Petroleum engineering; Data integration; Seismology; Data mining; Computer science; Geomorphology; Mathematics","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":[0.00006509868,0.00007807957,0.000152634,0.000112741,0.00005050269,0.00003018362,0.0005128921,0.00005821729,0.00004663042],"category_scores_gemma":[0.00005847829,0.00007854432,0.00001892409,0.00008212491,0.00007370982,0.001500793,0.0001166996,0.00008559036,0.000001150269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009182257,"about_ca_system_score_gemma":0.00002136013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006076098,"about_ca_topic_score_gemma":0.0001784667,"domain_scores_codex":[0.9995855,0.00002809649,0.0001064129,0.0001166928,0.00008133529,0.00008193417],"domain_scores_gemma":[0.999115,0.0001185931,0.00006879328,0.0006548594,0.00001493933,0.00002775749],"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":[0.0001111814,0.00002068532,0.0295612,0.0001361534,0.00004058959,0.000004308196,0.001968271,0.9620131,0.003751312,0.0003175937,0.0001116165,0.001964014],"study_design_scores_gemma":[0.0003925436,0.00002223982,0.06744857,0.000104636,0.000007939165,4.217418e-7,0.0001538609,0.9271572,0.001848363,0.00004728878,0.002724668,0.00009226744],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556972,0.000008638046,0.04251837,0.0001539073,0.00003888312,0.00007292852,0.00002479883,0.00003079088,0.001454464],"genre_scores_gemma":[0.9847683,0.00004784736,0.0140188,0.000003322823,0.000008596786,9.594466e-8,0.0003395508,0.00001111439,0.0008023407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03788737,"threshold_uncertainty_score":0.3202944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571137689773166,"score_gpt":0.2281112777947447,"score_spread":0.202399900897013,"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."}}