{"id":"W2153275142","doi":"10.4141/cjss10009","title":"System dynamics modeling of infiltration and drainage in layered coarse soil","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Infiltration (HVAC); Vadose zone; Drainage; Soil water; Soil science; Environmental science; Richards equation; Geology; Hydrology (agriculture); Geotechnical engineering; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004090086,0.00006117284,0.0001157704,0.0003682234,0.00005277251,0.00003055702,0.000170092,0.00004245493,0.000002429905],"category_scores_gemma":[0.0000404558,0.00005781075,0.00001683383,0.000403301,0.0001220201,0.0003694156,0.000004354829,0.0001357721,5.782484e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002213604,"about_ca_system_score_gemma":0.0004745776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01180315,"about_ca_topic_score_gemma":0.1094354,"domain_scores_codex":[0.9993689,0.000008759087,0.000245236,0.00006258269,0.0001176917,0.0001968287],"domain_scores_gemma":[0.9994869,0.000007771149,0.00005290323,0.00007180429,0.0001192213,0.0002614327],"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":[0.00001136573,0.000007328539,0.01418344,0.0001500485,0.00001360085,0.0001900614,0.008007929,0.9576348,0.00253572,0.007441856,0.0000189458,0.00980488],"study_design_scores_gemma":[0.0001365209,0.00002215087,0.004356007,0.0001382026,0.000003886967,0.00007791175,0.00149292,0.9928684,0.0006049033,0.0002322478,0.000001706104,0.00006516255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885186,0.0001777789,0.001551926,0.00001189189,0.0002809245,0.00002537446,0.000004048351,0.000006565183,0.009422915],"genre_scores_gemma":[0.9995964,0.000008613381,0.0003610966,0.000006465034,0.00001725098,3.531103e-7,2.385505e-7,0.000005474574,0.000004103942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09763227,"threshold_uncertainty_score":0.9947773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572759421553288,"score_gpt":0.1814702111671399,"score_spread":0.165742616951607,"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."}}