{"id":"W2007406890","doi":"10.1007/s11242-010-9542-7","title":"Miscible Thermo-Viscous Fingering Instability in Porous Media. Part 2: Numerical Simulations","year":2010,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Viscous fingering; Lewis number; Instability; Isothermal process; Thermodynamics; Porous medium; Mechanics; Thermal; Materials science; Vorticity; Physics; Porosity; Vortex; Mass transfer","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004147448,0.0003100384,0.0004450123,0.0002087864,0.00004499805,0.00001924864,0.0003033202,0.0002800235,0.0004913187],"category_scores_gemma":[0.00009695037,0.0003234855,0.00007718416,0.0004972536,0.00009586073,0.0001905379,0.00001577344,0.0009319671,0.00002533798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008716538,"about_ca_system_score_gemma":0.00007320728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006032104,"about_ca_topic_score_gemma":0.01853179,"domain_scores_codex":[0.9979286,0.0000215996,0.0007188092,0.0003888317,0.0003425356,0.0005996643],"domain_scores_gemma":[0.9989806,0.0002519883,0.00004194294,0.0005076554,0.00003140019,0.0001864439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00008474535,0.000794193,0.4309774,0.0002811174,0.00006326647,0.0008971526,0.0219711,0.509445,0.01737823,0.00207515,0.0001246703,0.01590801],"study_design_scores_gemma":[0.002050913,0.00004324956,0.6859143,0.0001316045,0.0000392629,0.00003212916,0.0002647042,0.3042907,0.0009096835,0.002838267,0.002322379,0.001162771],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936987,0.0001922165,0.0004552905,0.00008474327,0.002071768,0.0002775475,0.0001209197,0.0002883984,0.002810392],"genre_scores_gemma":[0.9985021,0.00007193918,0.0009048576,0.00003816538,0.0001661189,0.00003476308,0.0001806711,0.00008055838,0.00002080252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.254937,"threshold_uncertainty_score":0.9999217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083756875169268,"score_gpt":0.2156421220604537,"score_spread":0.2048045533087611,"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."}}