{"id":"W4308403267","doi":"10.1139/as-2022-0020","title":"Water quality parameters and constituent concentrations measured in the Peel and Arctic Red Rivers, 2007–2010","year":2022,"lang":"en","type":"article","venue":"Arctic Science","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada; Aurora Research Institute; Gwich'in Renewable Resources Board; North Carolina State University","keywords":"Environmental science; Arctic; Tributary; Water quality; Oceanography; Hydrology (agriculture); Nutrient; Total organic carbon; Biogeochemistry; Phytoplankton; Chlorophyll a; Sediment trap; Water column; Environmental chemistry; Geology; Ecology; Chemistry; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001828789,0.00007490197,0.00008986769,0.00006234072,0.0007738414,0.0001294496,0.0002371678,0.00001301318,0.001370403],"category_scores_gemma":[0.0001339718,0.00004761654,0.0000146753,0.0002711571,0.0009665876,0.0002393771,0.00004385822,0.0001400618,0.00001307773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001407786,"about_ca_system_score_gemma":0.00005546351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009981926,"about_ca_topic_score_gemma":0.007895458,"domain_scores_codex":[0.9986771,0.0001709506,0.0001441439,0.0002743627,0.000432479,0.0003010186],"domain_scores_gemma":[0.9994161,0.0002624261,0.00003446745,0.0001674917,0.00003066831,0.00008880751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001897187,0.00001528761,0.9915279,0.0000103243,0.000002347801,0.0000120514,0.00603789,0.0003268454,0.000940829,0.0001107798,0.0001320325,0.0008647885],"study_design_scores_gemma":[0.0002951182,0.00006974248,0.990522,0.000006887868,0.000009240421,0.00009226234,0.004606558,0.002112587,0.00004963663,0.000747497,0.001371047,0.0001174016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948145,0.0002130864,0.000002266848,0.003751006,0.000369968,0.0002001616,0.0001315529,0.000006663438,0.0005108429],"genre_scores_gemma":[0.998508,0.00007696696,0.000077324,0.001235239,0.00001378993,0.00000468983,0.00005850155,8.590037e-7,0.00002465289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003693525,"threshold_uncertainty_score":0.9995425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0792805536016486,"score_gpt":0.2708519078236996,"score_spread":0.191571354222051,"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."}}