{"id":"W3168416375","doi":"10.21203/rs.3.rs-568432/v1","title":"Impact of short rotation willow as riparian land-use practice on soil organic carbon fractions and composition from two contiguous wetland systems in the prairie pothole region.","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada; University of Saskatchewan","funders":"Agriculture and Agri-Food Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Willow; Wetland; Riparian zone; Soil carbon; Environmental science; Land use; Composition (language); Short rotation forestry; Agroforestry; Carbon fibers; Pothole (geology); Soil science; Soil water; Ecology; Geology; Woody plant; Geomorphology; Mathematics; Coppicing; Habitat","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":[0.0004482603,0.000142512,0.0002244012,0.000314809,0.0003829417,0.0005424739,0.000412268,0.0003018225,0.0008829008],"category_scores_gemma":[0.0006870686,0.0001260275,0.0002246673,0.0004663084,0.0006357727,0.0003901028,0.0005789649,0.0002565027,0.0001090018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291232,"about_ca_system_score_gemma":0.001127023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1005692,"about_ca_topic_score_gemma":0.2513565,"domain_scores_codex":[0.9996501,0.0001139657,0.00001625663,0.0001030953,0.00004391579,0.00007265378],"domain_scores_gemma":[0.9994098,0.000114083,0.000137195,0.00003654696,0.0000794224,0.0002228178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002608226,0.0006703869,0.9517387,0.00006144054,0.000256105,0.0004626623,0.001223948,0.0005626361,0.03267723,0.0002224517,0.0003255259,0.00919068],"study_design_scores_gemma":[0.000004725379,0.00009716208,0.9992459,0.000001247217,0.000008844281,0.0000102662,0.0002899617,0.00008962495,0.0001621954,0.000006984709,0.00008168869,0.000001374465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997059,0.00002442547,0.0000125289,0.00001262655,9.820997e-7,0.000003256493,0.0001048268,8.279816e-7,0.0001346898],"genre_scores_gemma":[0.9995622,0.00002142143,0.00004526672,0.0000132749,0.000001263195,0.000003536688,0.0001739439,8.523532e-7,0.0001781591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1005692,"threshold_uncertainty_score":0.1999676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06174623557426655,"score_gpt":0.3531682129004232,"score_spread":0.2914219773261567,"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."}}