{"id":"W2086397140","doi":"10.1002/nag.494","title":"The numerical modelling of advective transport in the presence of fluid pressure transients","year":2006,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Advection; Mechanics; Darcy's law; Flow (mathematics); Fluid dynamics; Transient flow; Porous medium; Boundary value problem; Transient (computer programming); Geology; Geotechnical engineering; Porosity; Mathematics; Physics; Thermodynamics; Meteorology; Computer science; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001676814,0.000161796,0.0003755043,0.0001303443,0.00005508449,0.00002188019,0.000527294,0.00008236394,0.000004833405],"category_scores_gemma":[0.0005828211,0.000103121,0.0001676068,0.0003977289,0.00008864707,0.0001105249,0.00002735988,0.0004268607,1.415636e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004012056,"about_ca_system_score_gemma":0.00002156133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001276479,"about_ca_topic_score_gemma":0.000001031458,"domain_scores_codex":[0.997902,0.0002421305,0.0009284329,0.0001655111,0.0005143636,0.0002475242],"domain_scores_gemma":[0.9948163,0.004640529,0.0001526533,0.0001165499,0.0002235553,0.0000504032],"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":[0.0001162494,0.0001361314,0.00009248796,0.00004423094,0.00007448992,0.000006009133,0.0002285555,0.9235342,0.000265397,0.04999078,0.000009847993,0.02550159],"study_design_scores_gemma":[0.0002766334,0.00006069065,0.0001210667,0.00005333943,0.00002642372,0.00002668491,0.0001127417,0.705583,0.0003427239,0.2926996,0.0006189888,0.00007809446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00319991,0.0006310819,0.9951002,0.0003042402,0.0004251109,0.0002029589,0.00002134699,0.00001022789,0.0001049182],"genre_scores_gemma":[0.5464644,0.0001539679,0.4532414,0.0000186917,0.00007652124,0.00001805139,0.000001569281,0.00001551312,0.000009921479],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5432644,"threshold_uncertainty_score":0.420515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0365639460854992,"score_gpt":0.3629719385907355,"score_spread":0.3264079925052363,"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."}}