{"id":"W4248138399","doi":"10.22541/au.161993068.83695005/v1","title":"Short rotation willow on the prairie potholes’ degraded marginal riparian lands: a potential land-use practice to manage soil salinity","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Dryland salinity; Soil salinity; Environmental science; Riparian zone; Wetland; Hydrology (agriculture); Salinity; Water table; Land use; Groundwater; Soil water; Soil science; Soil organic matter; Soil biodiversity; Geology; Ecology; Habitat; Oceanography","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":[0.0002323791,0.0001644709,0.0001650903,0.0002536183,0.0003480038,0.0002953325,0.0003466812,0.0001228537,0.0005121646],"category_scores_gemma":[0.0001728629,0.00009446766,0.0001813123,0.0003249423,0.00037205,0.0003310261,0.0003223093,0.0001854931,0.00006759263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000467578,"about_ca_system_score_gemma":0.0004137712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007886573,"about_ca_topic_score_gemma":0.04428847,"domain_scores_codex":[0.9998784,0.00002719925,0.000007058001,0.00004205092,0.00001805026,0.00002734487],"domain_scores_gemma":[0.9998568,0.00001658409,0.00004929544,0.00001596586,0.00002016053,0.0000411228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008102786,0.0009440135,0.4402287,0.0002009689,0.000117372,0.0008626448,0.002699325,0.0009273063,0.5052857,0.0004207496,0.000241437,0.04726151],"study_design_scores_gemma":[0.000008318934,0.0007854033,0.9932114,0.000005195485,0.00001923468,0.0000812403,0.0009499774,0.0006281536,0.003540259,0.0000425236,0.0007213182,0.000007040944],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996641,0.00001381891,0.0001000039,0.000008831056,7.261467e-7,0.000007897888,0.00001780849,0.000002430373,0.0001843555],"genre_scores_gemma":[0.9989153,0.00003945241,0.0007031165,0.00001311165,0.000001398255,0.00001177339,0.00006052056,0.000001428645,0.0002538697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007886573,"threshold_uncertainty_score":0.01568133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02348707138065761,"score_gpt":0.2611210782060389,"score_spread":0.2376340068253813,"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."}}