{"id":"W4415483929","doi":"10.1139/cjss-2025-0032","title":"Evaluating the impact of organic amendments on soil erosion dynamics: a comprehensive examination of application methods and timing","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soil fertility; Surface runoff; Mulch; Soil conservation; Erosion; Soil biodiversity; Biochar; Erosion control; Soil quality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001186612,0.0004320109,0.0006391978,0.000570957,0.0004162087,0.0007275698,0.0002772942,0.000304223,0.0005007202],"category_scores_gemma":[0.001499165,0.0001510851,0.0004188428,0.0007380163,0.0002034607,0.0003103627,0.0003152727,0.0003054468,0.0001035946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006558847,"about_ca_system_score_gemma":0.0008158649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006534958,"about_ca_topic_score_gemma":0.01850084,"domain_scores_codex":[0.9990699,0.0001916819,0.0001322755,0.0001739098,0.0003530476,0.00007922006],"domain_scores_gemma":[0.998808,0.0002852199,0.0003940808,0.00008331864,0.000356185,0.00007317072],"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":[0.002761206,0.001546309,0.04434554,0.002522865,0.0002599434,0.0001532641,0.0002235546,0.003476092,0.8065785,0.0001270752,0.0002777643,0.137728],"study_design_scores_gemma":[0.0001241499,0.02645049,0.3021219,0.0003177204,0.0006830975,0.0003126844,0.0008419977,0.003726556,0.6484486,0.0002117544,0.01665558,0.0001053353],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914024,0.004112761,0.002116648,0.00004235315,0.00004298616,0.0004063501,0.0005316281,0.00002092245,0.001323957],"genre_scores_gemma":[0.9760274,0.007977202,0.01256316,0.00006670262,0.00003422011,0.000317377,0.0004631197,0.00002521501,0.002525619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006534958,"threshold_uncertainty_score":0.01299387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06143417562002319,"score_gpt":0.3639833002253406,"score_spread":0.3025491246053175,"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."}}