{"id":"W1988450787","doi":"10.1007/s10661-011-2063-1","title":"Evaluation of sediment quality guidelines derived using the screening-level concentration approach for application at uranium operations in Saskatchewan, Canada","year":2011,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Canadian Nuclear Safety Commission","keywords":"Benthic zone; Uranium; Sediment; Environmental science; Radionuclide; Land reclamation; Sampling (signal processing); Environmental chemistry; Mining engineering; Geology; Chemistry; Oceanography; Engineering; Archaeology; Geography; Metallurgy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002101013,0.0001804754,0.0001798398,0.0000136261,0.0002585814,0.00001138119,0.0001435097,0.0000564029,0.00008222546],"category_scores_gemma":[0.0000200015,0.0001529277,0.00003772863,0.00006113354,0.0001579594,0.000145297,0.0001647157,0.00009778976,6.581273e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001892655,"about_ca_system_score_gemma":0.00007521172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1010364,"about_ca_topic_score_gemma":0.02508243,"domain_scores_codex":[0.9975704,0.0002806588,0.0005596467,0.000392436,0.0009634591,0.0002333838],"domain_scores_gemma":[0.9994,0.00005046056,0.0001697764,0.0002941282,0.00001062009,0.00007503213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002699669,0.0002951799,0.3698131,0.00001411957,0.00004696446,2.12125e-7,0.001384541,0.1695288,0.4267518,0.00001080105,0.00001853548,0.03210897],"study_design_scores_gemma":[0.0007488368,0.00003776521,0.7370802,0.00001243582,0.00009380939,0.000001740803,0.005363652,0.1663145,0.09005292,0.00002282058,0.00008373828,0.0001875055],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9304748,0.0001172329,0.06782718,0.00005251596,0.0001124924,0.001215011,0.00003932813,0.000005638262,0.0001557574],"genre_scores_gemma":[0.8864223,0.00002520442,0.1130407,0.00002503469,0.00004812452,0.0003555658,0.00003737128,0.00001449393,0.00003113304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3672671,"threshold_uncertainty_score":0.9927073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1869592694399723,"score_gpt":0.3698495887414766,"score_spread":0.1828903193015043,"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."}}