{"id":"W4319459388","doi":"10.1139/cjss-2022-0094","title":"Short-term response of soil aggregate stability and labile carbon to contour tillage, diversion terrace, grassed waterway, and tile drainage implementation","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of British Columbia","funders":"Agriculture and Agri-Food Canada","keywords":"Tillage; Environmental science; Soil water; Tile drainage; Drainage; Terrace (agriculture); Soil carbon; Hydrology (agriculture); Conventional tillage; Soil science; Agronomy; Geology; Geotechnical engineering; Geography; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002880061,0.0002298257,0.0002806072,0.000130346,0.0001917364,0.0004472481,0.0002584129,0.0002444977,0.0006081429],"category_scores_gemma":[0.0005009419,0.0001013616,0.000185278,0.0002429809,0.0002145321,0.000256577,0.0003144394,0.0003207551,0.0000842787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026992,"about_ca_system_score_gemma":0.0004937064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01958532,"about_ca_topic_score_gemma":0.05611354,"domain_scores_codex":[0.9997721,0.00002868862,0.0000193699,0.00007364028,0.00005474673,0.00005146934],"domain_scores_gemma":[0.999359,0.00009414071,0.0002041741,0.00004625876,0.0001777444,0.0001187622],"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":[0.003319259,0.0006701091,0.2962349,0.0001556823,0.0002257562,0.0002372903,0.0003446105,0.002071256,0.6744314,0.0000543518,0.0001803838,0.02207495],"study_design_scores_gemma":[0.00001948544,0.002965498,0.9569784,0.000006307767,0.00004893774,0.00004257034,0.0004184396,0.0009223972,0.03768544,0.00003012972,0.0008699881,0.00001236307],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995338,0.00005333587,0.00007779685,0.000007046497,0.00000209664,0.000009289063,0.0001060009,0.000002078177,0.0002084952],"genre_scores_gemma":[0.9987948,0.00006546527,0.000214645,0.00003367585,0.000002736526,0.00002104569,0.0003313067,0.000002246004,0.000534154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01958532,"threshold_uncertainty_score":0.03894264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02144278680396484,"score_gpt":0.2500539773281371,"score_spread":0.2286111905241722,"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."}}