{"id":"W4205736959","doi":"10.2139/ssrn.3978746","title":"Effects of Thief Zones on Displacement Efficiency: Microfluidic Pore-Scale and Conformance Control Analysis","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Institute for Nanotechnology","funders":"","keywords":"Scale (ratio); Displacement (psychology); Petroleum engineering; Materials science; Geology; Geography; Cartography","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":[0.0003717051,0.0002264156,0.0002099071,0.0002453522,0.0001956562,0.0004522568,0.0004324684,0.0002589209,0.001286258],"category_scores_gemma":[0.0009609977,0.0001472904,0.0001622225,0.0003091481,0.000457027,0.000437185,0.0002361858,0.0002531033,0.0001197672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003799285,"about_ca_system_score_gemma":0.000199205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00128136,"about_ca_topic_score_gemma":0.001442221,"domain_scores_codex":[0.9997334,0.00001666362,0.00001490184,0.00006862677,0.0001185924,0.00004782831],"domain_scores_gemma":[0.9992788,0.000341697,0.0001806865,0.00008895298,0.00008358958,0.00002623519],"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":[0.0002480477,0.00005549899,0.000534821,0.00004651021,0.00000603607,0.00003096827,0.00006432392,0.003751466,0.9891248,0.0004432249,0.00003713517,0.005657192],"study_design_scores_gemma":[0.000004486983,0.0001136689,0.001967262,0.000001667958,0.000006654829,0.00001292304,0.00002675977,0.01618606,0.9814191,0.00004338074,0.0002082947,0.000009777264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870867,0.0002935972,0.01143477,0.00003426519,0.00001306867,0.00001516139,0.00006964693,0.0001052699,0.0009474932],"genre_scores_gemma":[0.9976833,0.00009821836,0.001802887,0.000003828758,0.00000156969,0.000006777984,0.00001860067,0.000008981717,0.0003758237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001286258,"threshold_uncertainty_score":0.004302979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001390571011504413,"score_gpt":0.1898013876188515,"score_spread":0.1884108166073471,"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."}}