{"id":"W4213350508","doi":"10.1002/saj2.20395","title":"Carbon‐sensitive pedotransfer functions for plant available water","year":2022,"lang":"en","type":"article","venue":"Soil Science Society of America Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Lethbridge; University of Guelph; University of Alberta; Agriculture and Agri-Food Canada","funders":"","keywords":"Pedotransfer function; Permanent wilting point; Soil health; Soil texture; Environmental science; Soil water; Field capacity; Soil carbon; Soil science; Tillage; Soil management; Water content; Soil organic matter; Hydrology (agriculture); Agronomy; Geology; Geotechnical engineering; Hydraulic conductivity","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":[0.0006181058,0.0005305586,0.000261749,0.0008070486,0.0001266356,0.0005302072,0.0004092141,0.0004497859,0.001621714],"category_scores_gemma":[0.002972835,0.0002097219,0.000539313,0.0005271396,0.0001836943,0.0007009512,0.0002433259,0.000362025,0.0005318885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006388653,"about_ca_system_score_gemma":0.0002218268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004345554,"about_ca_topic_score_gemma":0.00271913,"domain_scores_codex":[0.999895,0.00002497321,0.000006370109,0.00001960714,0.00003664975,0.00001757447],"domain_scores_gemma":[0.9991309,0.0004824107,0.00008400007,0.00005961645,0.000223626,0.00001943602],"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":[0.0001175256,0.00006833356,0.02099679,0.0001854055,0.00006019734,0.0002134851,0.0002199725,0.9058531,0.01542765,0.006548429,0.002635149,0.04767406],"study_design_scores_gemma":[0.000006124264,0.00001249834,0.008494721,0.00001743401,0.000008748542,0.00005910182,0.00003758962,0.98553,0.002541556,0.00172414,0.001547252,0.00002075043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5113426,0.0003706528,0.4760953,0.0001998151,0.00006684924,0.0001374577,0.003093435,0.001938433,0.006755399],"genre_scores_gemma":[0.9704061,0.000140986,0.02684308,0.00003970092,0.000006171837,0.00007571697,0.0008161516,0.000157793,0.001514482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004345554,"threshold_uncertainty_score":0.008640528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041416285708812,"score_gpt":0.1973195098771535,"score_spread":0.1869053470200654,"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."}}