{"id":"W2057195161","doi":"10.2118/159257-ms","title":"A Critical Review of Hybrid Steam-Solvent Processes to Recover Heavy Oil","year":2012,"lang":"en","type":"review","venue":"SPE Annual Technical Conference and Exhibition","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Texas A and M University","keywords":"Steam-assisted gravity drainage; Process engineering; Petroleum engineering; Process (computing); Enhanced oil recovery; Steam injection; Asphalt; Environmental science; Solvent; Waste management; Computer science; Oil sands; Engineering; Materials science; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001368226,0.0009499463,0.001344669,0.002248111,0.0004328472,0.001114949,0.001037088,0.00112455,0.002785536],"category_scores_gemma":[0.001493582,0.0004699285,0.001045795,0.002127949,0.0004481002,0.001874798,0.0006420882,0.001253605,0.001138897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006386325,"about_ca_system_score_gemma":0.001576815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001006769,"about_ca_topic_score_gemma":0.00117951,"domain_scores_codex":[0.9994541,0.00009717963,0.0001107561,0.0001044851,0.0001837714,0.00004975915],"domain_scores_gemma":[0.9988837,0.0005703853,0.0001270576,0.00003328676,0.0003424363,0.00004319364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002548463,0.0002018203,0.0002523678,0.1564278,0.0003541462,0.000453715,0.0002689135,0.00206634,0.01877114,0.01486155,0.04142711,0.7646602],"study_design_scores_gemma":[0.00001580866,0.0004030062,0.0004745251,0.006520226,0.0003455185,0.000456107,0.0001127914,0.0003926144,0.006906226,0.001736396,0.9825945,0.00004225828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005399648,0.9969189,0.0006533561,0.0003480176,0.0004349635,0.00001534918,0.00004209842,0.00001107471,0.001036225],"genre_scores_gemma":[0.003281378,0.9943691,0.0008602686,0.0003617877,0.0002626001,0.0000250529,0.00007526829,0.000007287356,0.0007572003],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002785536,"threshold_uncertainty_score":0.009318531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05006763383621731,"score_gpt":0.3293746774361792,"score_spread":0.2793070435999618,"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."}}