{"id":"W2587994439","doi":"10.1016/j.chemosphere.2017.02.050","title":"Roles of steady-state and dynamic models for regulation of hydrophobic chemicals in aquatic systems: A case study of decamethylcyclopentasiloxane (D5) and PCB-180 in three diverse ecosystems","year":2017,"lang":"en","type":"article","venue":"Chemosphere","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"University of Leicester; Trent University","keywords":"Environmental science; Aquatic ecosystem; Steady state (chemistry); Sediment; Water quality; Hydrology (agriculture); Environmental engineering; Biological system; Soil science; Environmental chemistry; Ecology; Chemistry; Geology; Geotechnical engineering; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004066603,0.0005099443,0.0003931503,0.0002561095,0.0004460963,0.0008585794,0.0005015798,0.0006810017,0.0007289387],"category_scores_gemma":[0.001169477,0.0003154682,0.00067695,0.0001497816,0.0005665792,0.000486465,0.000481442,0.000364966,0.00007876784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002581938,"about_ca_system_score_gemma":0.001416468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09328625,"about_ca_topic_score_gemma":0.05120303,"domain_scores_codex":[0.9998721,0.00003264578,0.000007221528,0.00003368604,0.00002321326,0.00003103455],"domain_scores_gemma":[0.9994718,0.0002964148,0.0000931347,0.00002372084,0.00008500707,0.00002986301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008601655,0.00005574186,0.01335091,0.00004310808,0.00004256021,0.0001057365,0.0001069619,0.9697397,0.008633399,0.004516362,0.0001223273,0.003197243],"study_design_scores_gemma":[0.00001237548,0.00005635261,0.003400949,0.000002706195,0.000018989,0.000009567813,0.00006278158,0.994122,0.001054966,0.0009547151,0.000294102,0.00001060819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660967,0.0001345664,0.02858882,0.0003481852,0.0000113886,0.00004062408,0.000247404,0.00009519915,0.004437118],"genre_scores_gemma":[0.9976438,0.00005045442,0.001380589,0.00001642819,0.00000208202,0.00002367291,0.00005667378,0.000005798238,0.0008205039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09328625,"threshold_uncertainty_score":0.1854865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02433061591535873,"score_gpt":0.2705223602422374,"score_spread":0.2461917443268786,"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."}}