{"id":"W2054837066","doi":"10.1021/ie502475t","title":"Recovery Rate of Vapor Extraction in Heavy Oil Reservoirs—Experimental, Statistical, and Modeling Studies","year":2014,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Toronto Metropolitan University; Memorial University of Newfoundland","funders":"","keywords":"Dimensionless quantity; Petroleum engineering; Péclet number; Oil field; Process engineering; Diffusion; Computer science; Thermodynamics; Engineering; Physics","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":[0.00165071,0.0002096904,0.0003722938,0.0001877695,0.00004424333,0.00004597789,0.0001792834,0.0002795045,0.00002265475],"category_scores_gemma":[0.001699614,0.0002380923,0.00003365594,0.0003826109,0.00008237104,0.000206907,0.000107578,0.0009984202,0.00000215367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003346248,"about_ca_system_score_gemma":0.0000414708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008045017,"about_ca_topic_score_gemma":0.000003667763,"domain_scores_codex":[0.9983823,0.00007145617,0.0004709075,0.0003050096,0.0002918108,0.0004784797],"domain_scores_gemma":[0.9986247,0.0008255303,0.00003073323,0.0002884005,0.0001169175,0.0001136872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007262389,0.00002777772,0.00002428561,0.000381557,0.00003463398,0.00000706829,0.00006974936,0.2038973,0.7917318,0.00003033683,0.0003932325,0.00332956],"study_design_scores_gemma":[0.0004310268,0.00006772637,0.00000621586,0.0004137388,0.000003921481,0.000004540034,0.0001508611,0.192982,0.8051606,0.0001706683,0.0004247114,0.0001839701],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961339,0.001151929,0.001188249,0.00003105623,0.0001764712,0.0001061356,0.00001585478,0.0002155243,0.0009808423],"genre_scores_gemma":[0.9977615,0.0009913701,0.0007360269,0.000001534187,0.0002276183,0.00009401485,0.00001090781,0.00005700537,0.0001200247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01342874,"threshold_uncertainty_score":0.9709121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1275115649896257,"score_gpt":0.3856492011611045,"score_spread":0.2581376361714788,"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."}}