{"id":"W7002440307","doi":"","title":"Numerical simulation of miscible fluid flows in&#13;\\nporous media","year":2014,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Memorial University of Newfoundland; University of Chittagong","keywords":"Porous medium; Multiphysics; Discretization; Displacement (psychology); Nonlinear system; Advection; Upwind scheme; Euler's formula; Computer simulation; Viscous fingering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009827033,0.0004365843,0.0008869616,0.002109923,0.0004458736,0.0001033715,0.002896725,0.0007143412,0.00001657384],"category_scores_gemma":[0.0008876964,0.0005532324,0.0002867531,0.002640811,0.0001531225,0.001025074,0.0005153459,0.001281777,0.00002928226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001134054,"about_ca_system_score_gemma":0.000830095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007253331,"about_ca_topic_score_gemma":0.0002726655,"domain_scores_codex":[0.9951373,0.0007222818,0.0005438801,0.001108369,0.001681042,0.0008070969],"domain_scores_gemma":[0.9954727,0.001653491,0.0003289077,0.001150263,0.001015259,0.0003793818],"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":[0.002318302,0.0004820357,0.00005057486,0.000830127,0.0001499613,0.001691812,0.003428204,0.947302,0.009580542,0.03176951,0.0003720253,0.002024873],"study_design_scores_gemma":[0.00447693,0.0005432857,0.0001959912,0.0008019868,0.0001189189,0.00001189628,0.001589189,0.9641824,0.009940662,0.003425772,0.01342886,0.00128412],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.390334,0.00009938121,0.5026228,0.00006165318,0.02349163,0.001744551,0.00002201336,0.0006446422,0.08097922],"genre_scores_gemma":[0.9814331,0.00004612291,0.009033513,0.000002042256,0.00201566,7.992032e-7,0.00007784941,0.00005968815,0.007331261],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.591099,"threshold_uncertainty_score":0.9996919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02547775237756226,"score_gpt":0.2713937464833281,"score_spread":0.2459159941057658,"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."}}