{"id":"W4394720917","doi":"10.4236/jwarp.2024.164014","title":"Restoration or Rehabilitation of the Faleme River Affected by Mining Activities: What Methods?","year":2024,"lang":"en","type":"article","venue":"Journal of Water Resource and Protection","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Barrick Gold Corporation","keywords":"Rehabilitation; Environmental science; Environmental planning; Water resource management; Hydrology (agriculture); Geology; Geotechnical engineering; Medicine; Physical therapy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007693619,0.00005758356,0.0000877337,0.00004259395,0.0000922692,0.00003577807,0.00005304167,0.00006129232,0.0001405241],"category_scores_gemma":[0.0000340255,0.00002835899,0.00004050747,0.0000955616,0.0001230272,0.0007237262,0.00001468941,0.0001446279,0.000001482421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003142855,"about_ca_system_score_gemma":0.000006067552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002356829,"about_ca_topic_score_gemma":0.00001637111,"domain_scores_codex":[0.9992824,0.0002184704,0.0001960321,0.000087227,0.0001449195,0.00007094973],"domain_scores_gemma":[0.9997603,0.00007519557,0.00008566021,0.00005094472,0.000008268263,0.00001966718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005657902,0.00006587503,0.001545365,0.0002254535,0.00005539386,0.000004509347,0.04257077,0.001150077,0.8208678,0.000002214526,0.0008890412,0.1320577],"study_design_scores_gemma":[0.0007255496,0.002655502,0.01035132,0.0007938099,0.0001815105,0.0001818638,0.004317196,0.002241071,0.7331852,0.001353077,0.2437842,0.0002297726],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925515,0.0002769702,0.005715599,0.001133958,0.0001236506,0.0001484603,6.218852e-7,0.000007884339,0.00004134231],"genre_scores_gemma":[0.9984846,0.00004235085,0.001031496,0.00003975839,0.00003451594,0.000006334373,7.713483e-7,0.000005148203,0.0003550834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2428951,"threshold_uncertainty_score":0.153864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168014420184401,"score_gpt":0.2555594744220923,"score_spread":0.2438793302202482,"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."}}