{"id":"W4316466086","doi":"10.3390/w15020343","title":"Simulation of Contaminant Transport through the Vadose Zone: A Continuum Mechanical Approach within the Framework of the Extended Theory of Porous Media (eTPM)","year":2023,"lang":"en","type":"article","venue":"Water","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Deutsche Forschungsgemeinschaft; Queen's University Belfast; European Commission","keywords":"Vadose zone; Water table; Aquifer; Contamination; Porous medium; Groundwater; Environmental science; Hydrology (agriculture); Soil science; Geology; Geotechnical engineering; Environmental engineering; Porosity; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000317408,0.000301131,0.000421836,0.0003983454,0.0004625703,0.0006748555,0.0006256993,0.001111652,0.0007319911],"category_scores_gemma":[0.000983011,0.0002410689,0.0005313795,0.0004682455,0.0009072229,0.0005001866,0.0006352603,0.0005308194,0.0000534271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005967126,"about_ca_system_score_gemma":0.0008177726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01096196,"about_ca_topic_score_gemma":0.00391735,"domain_scores_codex":[0.9998672,0.00004725763,0.000007078225,0.00001669504,0.00003443112,0.00002739466],"domain_scores_gemma":[0.9995585,0.0003201898,0.00004339948,0.00001410323,0.00003982792,0.00002406979],"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":[0.00001289508,0.00001551852,0.0004590278,0.00001266891,0.000005253575,0.00003936598,0.00001608069,0.9940441,0.001246647,0.003092865,0.00002733311,0.0010284],"study_design_scores_gemma":[0.000003798526,0.000009364791,0.00008670532,0.000001378267,0.000001473382,0.000005133934,0.00000710609,0.998956,0.0002860306,0.0005517227,0.00008921875,0.000002020864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5753186,0.0003916537,0.4112955,0.0005873041,0.00009350362,0.000125381,0.0002685335,0.0001975471,0.01172208],"genre_scores_gemma":[0.969074,0.0002446944,0.02840508,0.00004320002,0.00001691874,0.0001290638,0.00006294047,0.00001856366,0.002005632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01096196,"threshold_uncertainty_score":0.02179629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01758515168895039,"score_gpt":0.2327738237701267,"score_spread":0.2151886720811763,"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."}}