{"id":"W4414573151","doi":"10.1016/j.pedsph.2025.09.024","title":"Decoupling erosion effects on carbon fractions and stability in black soil agricultural landscapes","year":2025,"lang":"en","type":"article","venue":"Pedosphere","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Soil carbon; Erosion; Total organic carbon; Decoupling (probability); Sedimentary depositional environment; Deposition (geology); Carbon fibers; TRACER; Soil water","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001038067,0.0001152562,0.0001408523,0.00000600073,0.0001044031,0.00003336869,0.00007013135,0.0000921769,0.00009241465],"category_scores_gemma":[0.00002727906,0.00004269409,0.00004252192,0.0002508798,0.00002197346,0.00005034988,0.00001989751,0.0001464733,0.000006421445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002333661,"about_ca_system_score_gemma":0.000005025663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008043649,"about_ca_topic_score_gemma":0.009939251,"domain_scores_codex":[0.9992821,0.00003198336,0.0001419777,0.0002588521,0.0001166741,0.0001684533],"domain_scores_gemma":[0.9996041,0.0002558589,0.00002615097,0.00003976533,0.00002140735,0.00005273729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000656742,0.0001841596,0.8238605,0.00004156989,0.00000636299,0.000003010073,0.000149271,0.00006450438,0.1596141,0.000191262,0.000147246,0.01567235],"study_design_scores_gemma":[0.0002609008,0.0001004302,0.9863489,0.00008858796,0.000009152798,2.775546e-7,0.0005021339,0.0003756471,0.01179096,0.0001504415,0.0002695031,0.0001030487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934037,0.000152391,6.140023e-7,0.001150207,0.0001331697,0.0001743846,0.000003250138,0.00005813012,0.004924156],"genre_scores_gemma":[0.9995053,0.00009159221,0.00000943905,0.000171998,0.0000519552,0.00001576949,0.00001910061,4.969166e-7,0.0001343379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1624885,"threshold_uncertainty_score":0.5546336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002600285693012,"score_gpt":0.2186059964607926,"score_spread":0.2085799936038625,"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."}}