{"id":"W4304777498","doi":"10.1029/2022wr033181","title":"Saturated Hydraulic Conductivity in Northern Peats Inferred From Other Measurements","year":2022,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Université du Québec à Montréal; Athabasca University; Brandon University; Université Laval; Université du Québec en Abitibi-Témiscamingue; University of Waterloo","funders":"Natural Environment Research Council; Natural Sciences and Engineering Research Council of Canada; Fonds de recherche du Québec; Sight Research UK; Environment Agency; Natural Resources Wales","keywords":"Peat; Humus; Bog; Soil science; Hydraulic conductivity; Bulk density; Environmental science; Pedotransfer function; Hydrology (agriculture); Geology; Ecology; Soil water; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007150236,0.0006953073,0.001304609,0.00152117,0.0002018046,0.0009149296,0.0006025878,0.0004338641,0.0005597821],"category_scores_gemma":[0.008734754,0.0004838352,0.003269643,0.001917357,0.0005847287,0.0004980873,0.0005296503,0.000397922,0.0001253822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004988895,"about_ca_system_score_gemma":0.0003951012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009998456,"about_ca_topic_score_gemma":0.01062985,"domain_scores_codex":[0.9973032,0.001451918,0.0002621246,0.0006765898,0.0002504882,0.00005559431],"domain_scores_gemma":[0.9895744,0.0072583,0.001282904,0.001131687,0.0006259591,0.0001268908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001172376,0.00005026296,0.9086705,0.001905178,0.04843671,0.0001535469,0.0003290208,0.01031182,0.004201316,0.0002159324,0.000401667,0.02415166],"study_design_scores_gemma":[0.0001051325,0.0004320772,0.9443796,0.0005585821,0.03042308,0.0002820994,0.0002980643,0.01416392,0.005085075,0.001242127,0.002956296,0.00007382113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728,0.01860427,0.005496796,0.0001278675,0.0000467973,0.00001566917,0.002051196,0.00006964802,0.0007875941],"genre_scores_gemma":[0.9980713,0.0007515053,0.0006355722,0.00002584656,0.00001009949,0.00001093406,0.0004102041,0.00001082795,0.00007370875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009998456,"threshold_uncertainty_score":0.0378145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08760729152916877,"score_gpt":0.309814480398268,"score_spread":0.2222071888690992,"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."}}