{"id":"W1969525783","doi":"10.2118/145917-ms","title":"Experimental Design to Optimize Operating Conditions for SAGD Process, Peace River Oilsands, Alberta.","year":2011,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Korea Institute of Energy Technology Evaluation and Planning","keywords":"Response surface methodology; Profitability index; Central composite design; Asphalt; Process (computing); Operating cost; Injector; Optimal design; Process engineering; Design of experiments; Capital cost; Petroleum engineering; Engineering; Computer science; Environmental science; Waste management; Mathematics; Mechanical engineering; Statistics","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":[0.0001277264,0.0001639466,0.0001646118,0.00007123545,0.0001380067,0.00007607742,0.00004348178,0.00007241882,0.00008529445],"category_scores_gemma":[0.00002934931,0.0001591178,0.00002681822,0.00007618771,0.00004225579,0.000235101,0.00001118391,0.00007486277,0.000007388478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000132953,"about_ca_system_score_gemma":0.00001356885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002269436,"about_ca_topic_score_gemma":0.000003203028,"domain_scores_codex":[0.9993152,0.00002506385,0.0001676341,0.0002150994,0.0000723626,0.0002046236],"domain_scores_gemma":[0.9996256,0.00006297939,0.00001798442,0.00009837216,0.00005819883,0.0001368826],"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":[0.0005365334,0.0003481977,0.001012855,0.001255329,0.0002856906,0.00002728407,0.09790409,0.5032312,0.2630651,0.01183452,0.006530887,0.1139683],"study_design_scores_gemma":[0.002404053,0.0004679361,0.0005245007,0.0003371723,0.00005718054,0.00003972854,0.008613042,0.7389946,0.2435268,0.002987528,0.0011414,0.0009061035],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5760972,0.0004880616,0.3963682,0.0002556371,0.0002376219,0.0003169278,0.00003795041,0.0002392177,0.02595923],"genre_scores_gemma":[0.9541455,0.0001760457,0.04491737,0.00001494721,0.00005238716,0.0001261672,0.00003682151,0.00002092634,0.0005098252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3780484,"threshold_uncertainty_score":0.6488635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04125173263845174,"score_gpt":0.2741372624210673,"score_spread":0.2328855297826156,"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."}}