{"id":"W2322230288","doi":"10.2118/180917-pa","title":"Application of Grid-Free Geostatistical Simulation to a Large Oil-Sands Reservoir","year":2016,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Reservoir modeling; Reservoir simulation; Grid; Geology; Petroleum engineering; Scale (ratio); Petroleum reservoir","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005572846,0.0004210343,0.0005295961,0.0005491514,0.0006120933,0.000602894,0.0006426751,0.0006727724,0.001365271],"category_scores_gemma":[0.001795317,0.0002788789,0.0004983722,0.0006888296,0.0005639239,0.0003084851,0.0005366197,0.0004592746,0.000117252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001264374,"about_ca_system_score_gemma":0.001548207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07887969,"about_ca_topic_score_gemma":0.03321694,"domain_scores_codex":[0.9998041,0.00008462129,0.0000133032,0.00002456929,0.00004319519,0.00003030727],"domain_scores_gemma":[0.998896,0.0007065809,0.00006631793,0.00009975449,0.0001673592,0.00006395323],"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":[0.00001902573,0.00002150501,0.001516393,0.000006194665,0.000006517008,0.00003333011,0.00001012324,0.9959553,0.0002205419,0.0006461238,0.00007120771,0.001493669],"study_design_scores_gemma":[0.000004104466,0.000003584245,0.000122019,3.745663e-7,8.182903e-7,0.000001631964,0.000003760279,0.9996157,0.00009814513,0.0001146177,0.00003396162,0.000001346721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235311,0.00006874365,0.06709755,0.0002730708,0.00002584928,0.00008324268,0.000532585,0.0008709249,0.007517004],"genre_scores_gemma":[0.9845276,0.0000227493,0.01460665,0.00001694585,0.00000476634,0.00003155128,0.0001840473,0.00003370322,0.0005720151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07887969,"threshold_uncertainty_score":0.1568411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03048074002713784,"score_gpt":0.3322951847176369,"score_spread":0.301814444690499,"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."}}