{"id":"W2005770663","doi":"10.1016/j.jconhyd.2010.06.008","title":"Pore-scale modeling of competitive adsorption in porous media","year":2010,"lang":"en","type":"article","venue":"Journal of Contaminant Hydrology","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Péclet number; Porous medium; Mechanics; Discretization; Scale (ratio); Advection; Mixing (physics); Thermodynamics; Porosity; Geotechnical engineering; Physics; Mathematics; Geology","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":[0.0001986001,0.00007281125,0.0002461933,0.0002837319,0.000009890273,0.000004203338,0.00008728257,0.00009922888,0.00005167829],"category_scores_gemma":[0.00004490297,0.00006746475,0.00006063645,0.00008358529,0.00003148397,0.0001566665,0.000009595617,0.000412843,0.000002511568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003133375,"about_ca_system_score_gemma":0.0000237125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002763939,"about_ca_topic_score_gemma":0.001063029,"domain_scores_codex":[0.9992255,0.00002007202,0.0005049679,0.00004948036,0.00008235563,0.0001176068],"domain_scores_gemma":[0.9995226,0.0001061709,0.0001162892,0.00008096482,0.0001365071,0.00003746295],"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":[0.00004888166,0.00007309883,0.003049158,0.00001043736,0.00002866351,0.00002842261,0.0007599298,0.8486238,0.1425736,0.003893956,0.00001661334,0.0008934737],"study_design_scores_gemma":[0.0004916809,0.0001008321,0.004229652,0.00002730121,0.00001595694,0.000229924,0.0001154239,0.9933159,0.0006732332,0.0004952007,0.0002448166,0.0000601021],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799867,0.00007485086,0.01714483,0.00006217814,0.001002189,0.00003886912,0.0000053584,0.000007939992,0.001677079],"genre_scores_gemma":[0.9987783,0.00007385685,0.001017833,0.00001184186,0.00009229175,0.000001041455,0.000004309776,0.00001085728,0.000009702724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1446921,"threshold_uncertainty_score":0.2751133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006026173348761142,"score_gpt":0.2198077940243014,"score_spread":0.2137816206755402,"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."}}