{"id":"W4392726738","doi":"10.2118/218051-ms","title":"Integrated Characterization of Expanding-Solvent Steam-Assisted Gravity Drainage (ES-SAGD) Processes by Using a Heat-Penetration Criterion within a Unified, Consistent, and Efficient Framework","year":2024,"lang":"en","type":"article","venue":"","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Steam-assisted gravity drainage; Petroleum engineering; Drainage; Gravity dam; Penetration (warfare); Characterization (materials science); Solvent; Process engineering; Environmental science; Computer science; Geology; Waste management; Engineering; Materials science; Chemistry; Oil sands; Operations research; Structural engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005533525,0.0003721148,0.000379252,0.0003556907,0.0001497897,0.0004797402,0.0003332855,0.0003116157,0.000306284],"category_scores_gemma":[0.0005172919,0.0001628191,0.0003322287,0.0002646872,0.0005040733,0.0005753913,0.0004589057,0.0003333798,0.00006595434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004777498,"about_ca_system_score_gemma":0.0003930868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00105583,"about_ca_topic_score_gemma":0.0008175164,"domain_scores_codex":[0.9998001,0.0000282247,0.00001279112,0.00003767192,0.0001002092,0.00002099215],"domain_scores_gemma":[0.9998119,0.00006780178,0.00003811178,0.00002074731,0.00005025586,0.00001112958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001427383,0.0001016145,0.003455304,0.000269545,0.00002777834,0.0001386473,0.0001202291,0.1676315,0.7995309,0.004769738,0.0001490021,0.02366299],"study_design_scores_gemma":[0.000007173447,0.0000647526,0.0007293525,0.000004088095,0.00000674407,0.0000163021,0.00001635052,0.8190027,0.179416,0.0003319719,0.0003929494,0.00001167033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7496423,0.0006150228,0.2476955,0.00007269086,0.0000180798,0.00005659675,0.0001321963,0.0003066327,0.001461128],"genre_scores_gemma":[0.9756951,0.0001866899,0.02374091,0.00000754764,0.000003965737,0.00003187542,0.00005926982,0.00001876032,0.0002559325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00105583,"threshold_uncertainty_score":0.003466308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01477436332258014,"score_gpt":0.2595234881535972,"score_spread":0.244749124831017,"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."}}