{"id":"W2056685870","doi":"10.1103/physreve.81.056321","title":"Hydrodynamic instability in the transport of miscible reactive slices through porous media","year":2010,"lang":"en","type":"article","venue":"Physical Review E","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pollutant; Porous medium; Viscous fingering; Instability; Viscosity; Viscous liquid; Displacement (psychology); Mechanics; Homogeneous; Materials science; Chemical reaction; Porosity; Chemical physics; Chemistry; Thermodynamics; Physics; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001451226,0.000197847,0.0002836115,0.0002263836,0.0002721253,0.0005007352,0.000299136,0.0003656859,0.000328688],"category_scores_gemma":[0.0004634219,0.0001532263,0.0002611662,0.000168261,0.0007587976,0.0004327832,0.0003263359,0.0002924881,0.00004341693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006793002,"about_ca_system_score_gemma":0.000399431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003483173,"about_ca_topic_score_gemma":0.001239594,"domain_scores_codex":[0.9999348,0.000009182091,0.000002998226,0.00001365031,0.00002061318,0.00001877936],"domain_scores_gemma":[0.9998294,0.00007753111,0.00004979625,0.000006510217,0.00001811345,0.00001862685],"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":[0.0003392002,0.00008243201,0.003721996,0.0001962352,0.00004058113,0.0009572526,0.000313035,0.2226652,0.7466242,0.01673209,0.000310888,0.008016814],"study_design_scores_gemma":[0.00006720133,0.0003205492,0.003761606,0.00001336869,0.00002564255,0.0002144575,0.0001157904,0.8432298,0.1482509,0.003008349,0.0009455751,0.00004672816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826146,0.0004313119,0.01536892,0.0001406714,0.00002079162,0.0000237102,0.00003653299,0.0000497213,0.001313822],"genre_scores_gemma":[0.9973215,0.0002139308,0.001884261,0.00001593592,0.000005752355,0.00001023268,0.00001844456,0.000004476923,0.0005255241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003483173,"threshold_uncertainty_score":0.006925821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0099076363709873,"score_gpt":0.2838805864234487,"score_spread":0.2739729500524614,"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."}}