{"id":"W2047325983","doi":"10.1007/s10980-006-0023-x","title":"Agricultural land-use patterns and soil erosion vulnerability of watershed units in Vietnam’s northern highlands","year":2006,"lang":"en","type":"article","venue":"Landscape Ecology","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Land use; Environmental science; Watershed; Land degradation; Surface runoff; Soil retrogression and degradation; Erosion; Soil conservation; Hydrology (agriculture); Agriculture; Geography; Agroforestry; Soil water; Soil science; Ecology; Geology","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":[0.0002046704,0.0001253392,0.0001586061,0.0007183279,0.0008210847,0.0006649595,0.0002639085,0.0001433245,0.0009457272],"category_scores_gemma":[0.0005166639,0.0002056306,0.0001310617,0.001041248,0.0006496063,0.0003560548,0.0004550499,0.0001881912,0.00007846745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002058411,"about_ca_system_score_gemma":0.001505795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2007528,"about_ca_topic_score_gemma":0.3745175,"domain_scores_codex":[0.9998073,0.00004139466,0.00001124956,0.00003837536,0.00001801704,0.00008377699],"domain_scores_gemma":[0.9995092,0.00008166231,0.0001450001,0.00001651044,0.00005828539,0.0001892994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000386273,0.00003465145,0.9941135,0.000009588065,0.00002173642,0.0002196716,0.002380786,0.0002238471,0.0005979485,0.0001847284,0.00007800802,0.002096871],"study_design_scores_gemma":[0.000001694783,0.0000120375,0.9961835,0.000004009832,0.000004554024,0.0000637105,0.003257948,0.0002585584,0.0000342554,0.0000424032,0.0001351873,0.000002294537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997544,0.00001163284,0.000008887093,0.00001029461,2.603834e-7,0.000001043639,0.00002773322,3.173016e-7,0.0001855258],"genre_scores_gemma":[0.9998323,0.00001246379,0.00001183641,0.0000037833,3.830162e-7,0.000001833407,0.00002836225,3.12873e-7,0.0001088344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2007528,"threshold_uncertainty_score":0.3991686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127980455346563,"score_gpt":0.1910737831171253,"score_spread":0.178275737582469,"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."}}