{"id":"W3109891473","doi":"10.1002/lno.11657","title":"Effects of prolonged sedimentation from permafrost degradation on macroinvertebrate drift in Arctic streams","year":2020,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Environment and Climate Change Canada; University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada; Environment and Climate Change Canada; Aurora Research Institute","keywords":"Benthic zone; Sediment; Sedimentation; STREAMS; Environmental science; Arctic; Permafrost; Hydrology (agriculture); Geology; Oceanography; Geomorphology; Geotechnical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004346779,0.0002252436,0.0002157294,0.0002862519,0.0007800013,0.000530112,0.0001389262,0.000207852,0.0003747056],"category_scores_gemma":[0.000757385,0.00009546707,0.0002765207,0.0002743927,0.00025576,0.0001545687,0.0003502815,0.0002107386,0.00004285032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001318105,"about_ca_system_score_gemma":0.0009832962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07030025,"about_ca_topic_score_gemma":0.2412998,"domain_scores_codex":[0.9998324,0.00003401913,0.00001426574,0.00002258346,0.00005331716,0.00004345018],"domain_scores_gemma":[0.9994138,0.00009645407,0.0002009083,0.00001516943,0.0001268672,0.0001467647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006060576,0.00017182,0.9737642,0.00005067001,0.0001492061,0.0003321583,0.000498667,0.001689679,0.01286369,0.00003549292,0.0001272598,0.009711052],"study_design_scores_gemma":[0.000002063417,0.000141024,0.9987519,0.000005919939,0.00001123194,0.00002873033,0.0002545493,0.0003664927,0.0003563629,0.00001340293,0.00006595147,0.000002297989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998061,0.00004823798,0.00001980281,0.000004961536,0.000001427265,0.00000137017,0.00002703478,0.000001086201,0.00008997314],"genre_scores_gemma":[0.9997364,0.00005544199,0.00005617175,0.00001126064,0.000002377097,0.000002994574,0.0000641455,4.509693e-7,0.00007071405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07030025,"threshold_uncertainty_score":0.1397821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01436717361328131,"score_gpt":0.2064298468440816,"score_spread":0.1920626732308003,"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."}}