{"id":"W2113633466","doi":"10.1109/hpcs.2007.21","title":"Nonlinear Simulation of Thermo-viscous Fingering in Miscible Displacements in Porous Media","year":2007,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Western Canada Research Grid","keywords":"Lewis number; Darcy's law; Porous medium; Viscous fingering; Mechanics; Viscosity; Isothermal process; Porosity; Instability; Materials science; Nonlinear system; Convection; Flow (mathematics); Thermodynamics; Physics; Mass transfer; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002576333,0.0000768044,0.0001117563,0.0001554146,0.000005948443,0.000005782503,0.00006530877,0.00005348381,0.00004760244],"category_scores_gemma":[0.00002090846,0.00007561803,0.00001584214,0.0001906823,0.000008188139,0.00006306725,0.00001811468,0.00008418714,0.000005457862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004963765,"about_ca_system_score_gemma":0.000004886939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000167162,"about_ca_topic_score_gemma":0.001401484,"domain_scores_codex":[0.9993627,0.000003982898,0.0002653771,0.00008377078,0.0001087071,0.0001754503],"domain_scores_gemma":[0.9997748,0.0000721316,0.00001597319,0.0001028394,0.000009937283,0.00002429538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000101394,0.00003506925,0.008313168,0.00002999886,0.000004493007,0.00001109104,0.0005103211,0.9809381,0.007854101,0.0001202049,0.000004017892,0.002169315],"study_design_scores_gemma":[0.0003638258,0.000009819366,0.01909692,0.00003360785,0.000001226558,3.284523e-7,0.00006340224,0.9782206,0.002023864,0.00007204886,0.00003185048,0.00008254163],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835303,0.00007532931,0.008588075,0.000004252691,0.0001695231,0.00008282421,0.000002768227,0.00003768778,0.007509268],"genre_scores_gemma":[0.9983572,0.00001489793,0.001513113,0.000007066708,0.00001838743,0.000001201681,0.000009414,0.00001696868,0.0000617078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01482697,"threshold_uncertainty_score":0.3083614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00897448374243378,"score_gpt":0.2375215704622066,"score_spread":0.2285470867197728,"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."}}