{"id":"W3155709942","doi":"10.2118/121761-pa","title":"Incremental-Oil Success From Waterflood Sweep Improvement in Alaska","year":2010,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Injector; Petroleum engineering; Permeability (electromagnetism); TRACER; Geology; Water injection (oil production); Injection well; Environmental science; Oil in place; Petroleum; Engineering; Chemistry","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":[0.0001410425,0.0001303617,0.0001278095,0.0001402354,0.0001262952,0.00009499468,0.0001285546,0.00006875951,0.0007824288],"category_scores_gemma":[0.0000239352,0.000117664,0.00004280264,0.0002202702,0.0000265392,0.0002904038,0.00003094293,0.0003207586,0.000145534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005590825,"about_ca_system_score_gemma":0.00001754539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00170297,"about_ca_topic_score_gemma":0.01224078,"domain_scores_codex":[0.9991186,0.00001616884,0.0002604423,0.0002653509,0.0001518937,0.0001875661],"domain_scores_gemma":[0.9995223,0.000004864924,0.00001257131,0.0003562175,0.00004447131,0.00005954575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001761275,0.00005830432,0.001252212,0.00001067867,0.00004188279,0.000001106682,0.0004960137,0.7922869,0.1999753,0.000005407549,0.0003793594,0.005491059],"study_design_scores_gemma":[0.0006598699,0.00003475189,0.006963664,0.00003157695,0.00007750106,0.000005066936,0.0004993433,0.136861,0.8401327,0.00009917576,0.01410079,0.0005345682],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923446,0.00004748516,0.001937475,0.002460218,0.001428491,0.0001039738,0.00001155833,0.0001680742,0.001498133],"genre_scores_gemma":[0.9914057,0.00007479917,0.006217788,0.00003098911,0.0006363351,0.00006698837,0.00009847101,0.00002218213,0.001446735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6554259,"threshold_uncertainty_score":0.8567047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005676670549063194,"score_gpt":0.2152123657716542,"score_spread":0.209535695222591,"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."}}