{"id":"W2063135895","doi":"10.1016/j.jconhyd.2008.05.011","title":"Transport in preferential flow domains of the soil porous system: Measurement, interpretation, modelling, and upscaling","year":2008,"lang":"en","type":"article","venue":"Journal of Contaminant Hydrology","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Aeration; Environmental science; Environmental engineering; Leachate; Chemical oxygen demand; Dissolved organic carbon; Degradation (telecommunications); Volumetric flow rate; Pulp and paper industry; Chemistry; Environmental chemistry; Wastewater","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005168794,0.0001993707,0.000274184,0.0004192588,0.0002834715,0.000665208,0.0004042251,0.0003548659,0.0002363083],"category_scores_gemma":[0.00123609,0.000215559,0.0002384208,0.000669988,0.0005508255,0.0009260901,0.0003678558,0.0003661919,0.00005019717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007745189,"about_ca_system_score_gemma":0.0005188647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008132843,"about_ca_topic_score_gemma":0.00465635,"domain_scores_codex":[0.9998455,0.0000313911,0.00001124529,0.00005365661,0.00004005059,0.00001821774],"domain_scores_gemma":[0.9993562,0.0002931441,0.00006991895,0.0001236507,0.0001320964,0.00002492719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008572276,0.0004707175,0.1691137,0.0003532235,0.0000808312,0.0002771719,0.000740668,0.2323192,0.4636861,0.004926117,0.000440242,0.1267348],"study_design_scores_gemma":[0.00004743532,0.0002248706,0.05978239,0.00001493436,0.0000548704,0.0002012467,0.0001863429,0.768581,0.1683643,0.001756974,0.0007306404,0.00005492778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970819,0.0001249038,0.02851259,0.00002928253,0.000006534508,0.00001650624,0.0001133661,0.0001247839,0.0002530756],"genre_scores_gemma":[0.9935991,0.0000580041,0.006235455,0.00000302678,0.000001386915,0.000005147588,0.00004683556,0.000006848885,0.00004415877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008132843,"threshold_uncertainty_score":0.01617104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0130736437399663,"score_gpt":0.1829029705016648,"score_spread":0.1698293267616985,"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."}}