{"id":"W3192922703","doi":"","title":"DAM CATCHMENT RESTORATION EROSION PREVENTION AND RESPONSE","year":2021,"lang":"en","type":"article","venue":"","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Spillway; Watershed; Erosion; Hydrology (agriculture); Erosion control; Environmental science; Wet season; Flood myth; Dry season; Flood control; Water resource management; Geography; Geology; Geotechnical engineering","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":[0.00146862,0.0005115765,0.0004542527,0.001330256,0.001394314,0.0009001212,0.001211088,0.0006167234,0.01029367],"category_scores_gemma":[0.003129808,0.0002096179,0.000439096,0.000663329,0.0003178807,0.0003381922,0.001961477,0.0009043209,0.0008495342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001360078,"about_ca_system_score_gemma":0.004289762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01939557,"about_ca_topic_score_gemma":0.07049324,"domain_scores_codex":[0.9991722,0.0001468181,0.00005457308,0.00007093405,0.000188062,0.0003673987],"domain_scores_gemma":[0.9991425,0.00005613667,0.0001472553,0.00008589226,0.0003697455,0.0001985062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001064136,0.004411498,0.1110401,0.00179976,0.0001846223,0.003363216,0.004537189,0.03001826,0.03488432,0.00591452,0.06783873,0.7349437],"study_design_scores_gemma":[0.000363212,0.002913224,0.6360748,0.000815846,0.0001659798,0.001247934,0.005471882,0.02818682,0.01590786,0.002554413,0.3061653,0.0001326366],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8991235,0.001956285,0.02991744,0.003783929,0.0004955707,0.009474165,0.001592808,0.002376637,0.05127969],"genre_scores_gemma":[0.9450217,0.0009349055,0.02009906,0.0004966394,0.0000675551,0.002278753,0.001083254,0.00009061069,0.02992751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01939557,"threshold_uncertainty_score":0.03856534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02802029307017103,"score_gpt":0.2492914645168914,"score_spread":0.2212711714467204,"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."}}