{"id":"W4293043461","doi":"10.2139/ssrn.4199110","title":"Foam-Assisted Sagd Investigation: Effects of Injection Strategy and Reservoir Heterogeneity","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Reservoir simulation; Environmental science; Business; Geology","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":[0.0002244956,0.0002316021,0.0004229098,0.0004848202,0.0002266772,0.0005345886,0.0003609137,0.0005222724,0.001311095],"category_scores_gemma":[0.001014921,0.0001265464,0.0001994102,0.0004737703,0.0004181809,0.0006031449,0.0003387732,0.0002873698,0.0001402705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001711737,"about_ca_system_score_gemma":0.000239217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115559,"about_ca_topic_score_gemma":0.0009953413,"domain_scores_codex":[0.9998871,0.00001612823,0.000008438472,0.00002146093,0.00003863888,0.00002825512],"domain_scores_gemma":[0.9994817,0.0002429388,0.00005106303,0.00006327912,0.0001314388,0.00002952338],"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":[0.00271604,0.0005264932,0.02660916,0.0004225982,0.00006267802,0.001337591,0.0004348668,0.0774728,0.8221385,0.001698251,0.0005727276,0.06600822],"study_design_scores_gemma":[0.00004717118,0.0009044023,0.01490932,0.0000339252,0.00006009294,0.0003183444,0.0003448421,0.6028496,0.3789051,0.0004674265,0.001115575,0.00004415204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915082,0.0001858952,0.006595901,0.00003792578,0.00001294846,0.00001215727,0.000125705,0.0001149973,0.001406221],"genre_scores_gemma":[0.9986796,0.00004145864,0.001054708,0.000005160209,0.000001849946,0.000002894753,0.00003780018,0.000006371316,0.0001701471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001311095,"threshold_uncertainty_score":0.004386067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010550368960563,"score_gpt":0.2195772022421092,"score_spread":0.2094716985525036,"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."}}