{"id":"W2296995318","doi":"10.1139/cjss-2015-0084","title":"Evidence of a union between organic carbon and water content in soil","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Space Agency","keywords":"Environmental science; Soil carbon; Soil water; Loam; Soil texture; Soil science; Silt; Digital soil mapping; Pedotransfer function; Soil organic matter; Soil test; Soil map; Hydrology (agriculture); Geology; Hydraulic conductivity","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001347639,0.00006465376,0.0001317161,0.000153552,0.00007078278,0.00002514694,0.0003001387,0.00002486441,0.0001174854],"category_scores_gemma":[0.0003378793,0.00003873556,0.00001513006,0.0002521979,0.0008465921,0.0002561178,0.00005793713,0.00006955567,0.00000623878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003054593,"about_ca_system_score_gemma":0.000310704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06365573,"about_ca_topic_score_gemma":0.1245068,"domain_scores_codex":[0.9989768,0.00003193912,0.0002615234,0.0001395939,0.0002710241,0.0003190794],"domain_scores_gemma":[0.9992425,0.00007133067,0.0001066132,0.0001032409,0.00004677147,0.0004295145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002559552,0.000002625298,0.8553199,0.00000501559,0.000001722578,0.00002792778,0.0006935179,0.00002854328,0.1247674,0.00003151932,0.00002560206,0.01909362],"study_design_scores_gemma":[0.0002370186,0.0001192199,0.9705361,0.0003754658,0.000006664241,0.00003196543,0.0001574699,0.00007942299,0.02739978,0.0008374218,0.0001272296,0.0000922576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980389,0.0001154022,0.0001029065,0.001071323,0.00010361,0.00003634403,0.000002070413,9.093949e-7,0.0005285504],"genre_scores_gemma":[0.9997168,0.00005157929,0.00008417564,0.00004769074,0.00001869535,3.560603e-7,3.83119e-8,0.000003429157,0.00007725941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1152162,"threshold_uncertainty_score":0.9425794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278149612568903,"score_gpt":0.2189745541202565,"score_spread":0.1861930579945675,"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."}}