{"id":"W2011990371","doi":"10.2118/102794-ms","title":"Interfacial Instability in Reactive Miscible Flow Displacements","year":2006,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Viscous fingering; Instability; Flow (mathematics); Mechanics; Viscosity; Displacement (psychology); Porous medium; Viscous liquid; Hele-Shaw flow; Fluid dynamics; Momentum (technical analysis); Physics; Thermodynamics; Materials science; Open-channel flow; Porosity","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":[0.0001207041,0.0001199419,0.0001657405,0.00007008095,0.00004183497,0.00003152926,0.00004945925,0.00007360366,0.00004730306],"category_scores_gemma":[0.00002973476,0.0001153589,0.0000232573,0.0001363415,0.00008224009,0.0003338674,0.00005082148,0.0001606694,0.00002114702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007587547,"about_ca_system_score_gemma":0.00000932081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009600357,"about_ca_topic_score_gemma":0.0006793013,"domain_scores_codex":[0.9992557,0.00001853197,0.0002350375,0.0001924696,0.0001212595,0.000177025],"domain_scores_gemma":[0.9997382,0.00003746369,0.00002011726,0.0001100291,0.00006366654,0.00003055217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001893841,0.002628572,0.3784441,0.001466499,0.0002352016,0.0001556994,0.009899723,0.07360101,0.2746536,0.1021978,0.04665677,0.1081672],"study_design_scores_gemma":[0.003446297,0.0003078515,0.8506078,0.0003843488,0.00005226591,0.00001225522,0.002058298,0.05066806,0.01864229,0.06367055,0.008929336,0.001220717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750101,0.00005405888,0.004742683,0.000154024,0.00006521724,0.0001985631,0.00005455956,0.0001988048,0.01952197],"genre_scores_gemma":[0.9994246,0.00002398473,0.0003759195,0.0000173023,0.00005069711,0.00001972762,0.00003116473,0.000008429754,0.00004817961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4721636,"threshold_uncertainty_score":0.4704198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832826435634695,"score_gpt":0.2621161885676573,"score_spread":0.2437879242113104,"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."}}