{"id":"W7126252129","doi":"10.18280/ijdne.201211","title":"Assessment of Water Erosion in the Houran Valley Using the Gavrilovic Erosion Potential Method and Geomatics Techniques","year":2025,"lang":"","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geomatics; Erosion; Water erosion; Hydrology (agriculture)","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":[0.0003013599,0.0001770913,0.0001682804,0.00152538,0.0002125201,0.0005350319,0.0001884489,0.0001899496,0.0003780161],"category_scores_gemma":[0.000332338,0.0001016943,0.0001758958,0.001251043,0.0001402689,0.0002295155,0.0001824748,0.0001152305,0.00007373795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002845784,"about_ca_system_score_gemma":0.0003739567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007103024,"about_ca_topic_score_gemma":0.01329927,"domain_scores_codex":[0.9998547,0.00002740336,0.000009986284,0.00002653376,0.00005797673,0.00002342586],"domain_scores_gemma":[0.9998842,0.00002971541,0.00002775095,0.000008301588,0.00003622936,0.00001369348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001700541,0.0001800077,0.8390718,0.0001387748,0.00008742772,0.000605147,0.0004276503,0.02140694,0.01612073,0.0008872853,0.0005376386,0.1203666],"study_design_scores_gemma":[0.00002227715,0.0002308887,0.909335,0.00002770829,0.00002383976,0.0002924206,0.0008425089,0.08408181,0.003399707,0.0003046069,0.001418358,0.00002090142],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953126,0.0001087478,0.002887603,0.00001480732,0.000002605862,0.00002887136,0.000309435,0.00002616437,0.001309175],"genre_scores_gemma":[0.9961054,0.00006387719,0.003368222,0.000002220053,0.000001473359,0.0000174219,0.0001872459,0.000001896897,0.0002523632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007103024,"threshold_uncertainty_score":0.01412338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818243459088396,"score_gpt":0.3060069369336098,"score_spread":0.2878245023427258,"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."}}