{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001833043,0.0003304895,0.0006579104,0.0002144333,0.0006215213,0.000005546809,0.001232128,0.0002947597,0.001254949],"category_scores_gemma":[0.00005827833,0.0003942227,0.0005155921,0.0006057098,0.00149459,0.001269595,0.0007877821,0.0001453309,0.0000122809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004748282,"about_ca_system_score_gemma":0.0005141797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02568824,"about_ca_topic_score_gemma":0.0264966,"domain_scores_codex":[0.9970165,0.0003872342,0.0005304592,0.0006881272,0.001011648,0.0003660709],"domain_scores_gemma":[0.9972476,0.0003480501,0.0009186488,0.0009222864,0.0003869862,0.0001763652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00585848,0.003242271,0.04040706,0.001148886,0.002232662,0.000005522787,0.6914271,0.08620423,0.1168815,0.0007427984,0.003631486,0.04821802],"study_design_scores_gemma":[0.004222326,0.0004339772,0.035655,0.00007734251,0.001681246,0.000001987329,0.8890675,0.01837594,0.04585455,0.0008356221,0.003231769,0.0005627701],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8651026,0.00007346174,0.1301543,0.0007688156,0.0000819003,0.0022872,0.0006694589,0.00005434122,0.0008079632],"genre_scores_gemma":[0.9088768,0.00005022654,0.08799171,0.00003064356,0.00001945923,8.153444e-7,0.000195578,0.0000261836,0.002808581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1976404,"threshold_uncertainty_score":0.999851,"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."}}