{"id":"W2408190092","doi":"10.2118/180708-ms","title":"Re-Examination of Fingering in SAGD and ES-SAGD","year":2016,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Viscous fingering; Steam-assisted gravity drainage; Steam injection; Petroleum engineering; Oil sands; Asphalt; Geology; Materials science; Geotechnical engineering; Porous medium; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002143111,0.0001472204,0.0002482691,0.00009848995,0.00001565504,0.00001050547,0.0001782473,0.0001170069,0.00005650863],"category_scores_gemma":[0.0002312162,0.0001294072,0.00001891889,0.0001757708,0.00007336768,0.0001266235,0.0000529217,0.0001691853,8.729781e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003613739,"about_ca_system_score_gemma":0.0001739078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01800431,"about_ca_topic_score_gemma":0.5618871,"domain_scores_codex":[0.9989811,0.00002494362,0.0003255409,0.0002106033,0.0002063624,0.0002514391],"domain_scores_gemma":[0.9993768,0.0001987403,0.00004425966,0.0002463795,0.00005468135,0.00007916568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001674752,0.00001566183,0.001420267,0.0002894259,0.00000973073,0.00002655413,0.00003875759,0.00006091038,0.22521,0.004178324,0.0008892605,0.7678444],"study_design_scores_gemma":[0.0007938436,0.0002041625,0.08684076,0.00254123,0.00001553243,0.0000153228,0.00008101494,0.002433843,0.8933472,0.003733885,0.009010639,0.0009825691],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498159,0.0003921914,0.01202166,0.0005748984,0.0001632617,0.0001422807,0.00004325684,0.0004913906,0.03635513],"genre_scores_gemma":[0.9963522,0.0006313819,0.002808619,0.0000285163,0.0000126958,0.00002438551,0.0000015431,0.0000212393,0.0001194373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7668619,"threshold_uncertainty_score":0.9885349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269392200369135,"score_gpt":0.2176067787586186,"score_spread":0.2049128567549272,"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."}}