{"id":"W2757900899","doi":"10.1063/1.4990386","title":"Dispersion-driven instability of mixed convective flow in porous media","year":2017,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Mechanics; Wavenumber; Instability; Dispersion (optics); Porous medium; Péclet number; Convection; Isotropy; Boundary layer; Thermodynamics; Optics; Porosity; Geology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001182198,0.00007571754,0.0001896398,0.00001065483,0.00007587993,0.000007085144,0.0002413403,0.00002390195,0.00006170428],"category_scores_gemma":[0.00006278768,0.00006685736,0.00004659275,0.000048203,0.0004341129,0.0002478762,0.0002495086,0.00004762334,0.00002014909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000575034,"about_ca_system_score_gemma":0.000006879074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007294188,"about_ca_topic_score_gemma":0.0004202321,"domain_scores_codex":[0.9993442,0.00002742781,0.000162799,0.0001548346,0.0002054034,0.0001053043],"domain_scores_gemma":[0.9994954,0.00005383864,0.00008899228,0.0003141307,0.0000231407,0.00002451385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002708197,0.0002474556,0.8696195,0.00001854233,0.00001887265,0.000001394974,0.005337679,0.00008114391,0.05483016,0.000557182,0.00007932984,0.06918164],"study_design_scores_gemma":[0.0003983243,0.00003507536,0.9603342,0.00001181585,0.000008995452,1.107724e-7,0.0002602795,0.0008259378,0.03655043,0.001418913,0.00008017878,0.0000757801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996642,0.00001334676,0.00160836,0.00008255294,0.0001090117,0.00008523437,0.00001788887,0.000004460346,0.001437152],"genre_scores_gemma":[0.9994538,0.000008417094,0.000454794,0.000007173235,0.00001557694,0.000006941278,0.000003530001,0.000004007776,0.00004579728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09071465,"threshold_uncertainty_score":0.2726364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677795421329618,"score_gpt":0.2390578900900427,"score_spread":0.2222799358767465,"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."}}