{"id":"W2280098492","doi":"","title":"Evaluation of approaches for the derivation of defensible sediment quality guidelines for application at Saskatchewan uranium operations","year":2011,"lang":"en","type":"article","venue":"University Library - University of Saskatchewan (University of Saskatchewan)","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Uranium; Sediment; Environmental science; Hydrology (agriculture); Geology; Water resource management; Computer science; Environmental resource management; Geomorphology; Geotechnical engineering; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01655124,0.0009290481,0.000665156,0.003306727,0.00135968,0.004260079,0.001895908,0.001067837,0.003886865],"category_scores_gemma":[0.03120807,0.0005533535,0.00106405,0.001902487,0.0008021467,0.001107443,0.00210008,0.001134938,0.0005170243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01180271,"about_ca_system_score_gemma":0.01870477,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1710359,"about_ca_topic_score_gemma":0.2632381,"domain_scores_codex":[0.9927745,0.003357777,0.0004610896,0.0005045728,0.002525492,0.0003765615],"domain_scores_gemma":[0.9851964,0.00652303,0.0008096127,0.0007461846,0.006496506,0.0002282577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0007191405,0.0008806263,0.03537976,0.001015166,0.0002932773,0.000425371,0.002170152,0.53791,0.01341168,0.03027008,0.005683601,0.3718412],"study_design_scores_gemma":[0.0001555677,0.000825657,0.02641124,0.0004563061,0.00018722,0.0001097115,0.004190001,0.9276113,0.0164793,0.01064006,0.01283306,0.000100578],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3930553,0.00087467,0.5442152,0.001865543,0.0000930409,0.003829515,0.002176563,0.001250771,0.0526395],"genre_scores_gemma":[0.5165988,0.0003993761,0.4781823,0.0001178534,0.000006361661,0.0007300264,0.0009071074,0.0001346746,0.00292352],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8289641,"threshold_uncertainty_score":0.3400807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09951022580111613,"score_gpt":0.2445157493384645,"score_spread":0.1450055235373484,"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."}}