{"id":"W2914687112","doi":"10.1590/1678-4499.2017406","title":"Performance evaluation of different soil water retention functions for modeling of water flow under transient condition","year":2019,"lang":"en","type":"article","venue":"Bragantia","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Mohaghegh Ardabili; University of Waterloo","keywords":"Loam; Soil water; Drainage; Soil science; Water retention; Water retention curve; Environmental science; Mathematics; Water flow; Hydrology (agriculture); Geotechnical engineering; Geology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001745703,0.00009557854,0.0001372866,0.00007971789,0.00002859582,0.000006737223,0.00003905238,0.00007649033,0.0001734324],"category_scores_gemma":[0.000001418141,0.00006309043,0.00008001797,0.00003557015,0.000009302615,0.0001417487,0.000004829777,0.0000561662,0.00002438688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002753795,"about_ca_system_score_gemma":0.000006356274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000353781,"about_ca_topic_score_gemma":0.000005250217,"domain_scores_codex":[0.9992872,0.00001598856,0.0002357629,0.0001091435,0.000199822,0.0001520618],"domain_scores_gemma":[0.9996843,0.000007035904,0.00001621126,0.0001270083,0.0001474194,0.00001800237],"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":[0.00002415238,0.0000174497,0.00006435658,0.0001372211,0.00004192453,1.596648e-8,0.0002401568,0.7367017,0.2611504,0.00001218718,0.00002388103,0.001586611],"study_design_scores_gemma":[0.0006003434,0.00003757867,0.001294476,0.00004246289,0.00009255475,7.709079e-7,0.00004294942,0.6878932,0.3098322,0.00008769021,0.000008087094,0.00006765326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761039,0.00002976773,0.02237713,0.00002346934,0.0006714934,0.0003048406,0.00001683376,0.00004599114,0.0004266],"genre_scores_gemma":[0.9993433,0.00001097336,0.00006020412,0.000004353443,0.0000339123,0.00002614172,0.0004203152,0.00001930991,0.00008152708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04880843,"threshold_uncertainty_score":0.2572753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02401946140717139,"score_gpt":0.2166948193327408,"score_spread":0.1926753579255694,"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."}}