{"id":"W2661693238","doi":"10.1002/etc.3871","title":"Estimation of vanadium water quality benchmarks for the protection of aquatic life with relevance to the Athabasca Oil Sands region using species sensitivity distributions","year":2017,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Radioactive element chemistry and processing","field":"Chemistry","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Syncrude","keywords":"Vanadium; Environmental science; Oil sands; Sensitivity (control systems); Aquatic ecosystem; Estimation; Water quality; Environmental chemistry; Ecology; Chemistry; Biology; Geography; Engineering","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":[0.0002599045,0.0001341172,0.0001731727,0.000004286419,0.0007718586,0.00002312265,0.0001347118,0.0001139011,0.00009851081],"category_scores_gemma":[0.0001791053,0.00008252738,0.0000487488,0.00001533172,0.0005631604,0.0000988202,0.00007056417,0.000158371,2.038694e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008438478,"about_ca_system_score_gemma":0.00002630833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003482947,"about_ca_topic_score_gemma":0.00001576014,"domain_scores_codex":[0.9992562,0.00002147162,0.0002174824,0.0002202862,0.0001171406,0.0001673988],"domain_scores_gemma":[0.9990975,0.0001775297,0.0002978928,0.0003690858,0.000009372926,0.00004864485],"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":[0.0002478026,0.00007731742,0.004367245,0.0003393231,0.00006957164,9.323126e-7,0.0002336639,0.0005057665,0.9906579,0.000005922866,0.00001793788,0.003476594],"study_design_scores_gemma":[0.0003644747,0.00002482288,0.004696544,0.00006752154,0.00008276699,0.00002662027,0.0004799209,0.003278635,0.9904363,0.00004687353,0.0003826672,0.0001128556],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917536,0.0000815903,0.006724029,0.0007711791,0.00002108843,0.00009210789,0.00009100504,0.00000481358,0.0004605711],"genre_scores_gemma":[0.9991377,0.00002937864,0.0002007554,0.00001575855,0.00008973559,0.00004710436,0.00007177892,0.000007389503,0.0004004146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007384069,"threshold_uncertainty_score":0.593659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02630626484115804,"score_gpt":0.2600368578836109,"score_spread":0.2337305930424528,"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."}}