{"id":"W2793290128","doi":"10.1002/ldr.2942","title":"Modeling biophysical and anthropogenic effects on soil erosion over the last 2,000 years in central Mexico","year":2018,"lang":"en","type":"article","venue":"Land Degradation and Development","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México","keywords":"Erosion; Environmental science; Hydrology (agriculture); Precipitation; Structural basin; Physical geography; Period (music); Soil science; Geology; Geography; Geomorphology","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":[0.00008416074,0.00008133621,0.00007965296,0.00001143581,0.0001544508,0.00003800964,0.00004109902,0.00004245872,0.0000451176],"category_scores_gemma":[0.000003435635,0.00002862229,0.00001281369,0.0000937714,0.00003865194,0.00004441379,0.00001845737,0.00005471483,0.000008572257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000119947,"about_ca_system_score_gemma":0.000006197743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001393621,"about_ca_topic_score_gemma":0.001638025,"domain_scores_codex":[0.9994117,0.00002509432,0.0001017591,0.0001722965,0.0001435512,0.0001455735],"domain_scores_gemma":[0.9998484,0.00004253832,0.00001594373,0.00002325769,0.00001037139,0.00005948582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000235591,0.0002363268,0.6112659,0.00001671619,0.00001738382,0.000008011205,0.001781255,0.00005744665,0.06206185,0.0003041664,0.00048529,0.3235301],"study_design_scores_gemma":[0.0003337542,0.00009084489,0.9905842,0.0000259514,0.00000231725,7.828447e-7,0.00007609476,0.002687513,0.003993287,0.00002070523,0.002094546,0.00008997973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993294,0.00002973403,0.00003597515,0.0003611659,0.00008281186,0.00009957414,0.000001955084,0.00001875118,0.00004066983],"genre_scores_gemma":[0.9991776,0.00006415525,0.00004150453,0.0005773875,0.00006815504,0.000005980082,0.0000318296,7.40976e-7,0.00003266168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3793183,"threshold_uncertainty_score":0.1187926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700769761307883,"score_gpt":0.220747510433786,"score_spread":0.2037398128207072,"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."}}