{"id":"W4200610595","doi":"10.1111/fwb.13873","title":"Improving the framework for assessment of ecological change in the Arctic: A circumpolar synthesis of freshwater biodiversity","year":2021,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; Wilfrid Laurier University","funders":"Suomen Ympäristökeskus; Fisheries and Oceans Canada; Environment and Climate Change Canada; Ministry of Environment; Parks Canada; Havs- och Vattenmyndigheten","keywords":"Arctic; Circumpolar star; Ecoregion; Ecology; Biodiversity; Beta diversity; Climate change; Arctic ecology; Alpha diversity; Benthic zone; Geography; Environmental science; Biology; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.02314805,0.001671349,0.001727978,0.009329789,0.001648453,0.007261901,0.001585793,0.001134622,0.002550352],"category_scores_gemma":[0.01517621,0.0005984551,0.002112294,0.0060048,0.002419946,0.002818824,0.005166439,0.001709943,0.0002798047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006059426,"about_ca_system_score_gemma":0.007315032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06171826,"about_ca_topic_score_gemma":0.06551401,"domain_scores_codex":[0.9920858,0.005520788,0.0008031446,0.0007006715,0.0006585521,0.0002311698],"domain_scores_gemma":[0.9913515,0.003624318,0.001118682,0.0006752207,0.002530677,0.0006995929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001469028,0.0001715737,0.06386099,0.006529563,0.002112372,0.0009323862,0.007478136,0.1604841,0.00369595,0.4267532,0.01659895,0.3112358],"study_design_scores_gemma":[0.00004589985,0.0002362354,0.06186284,0.0130826,0.0009328093,0.0003839795,0.01152883,0.2514713,0.001017444,0.4451759,0.2140064,0.0002558865],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.05411891,0.04337901,0.8615405,0.0116102,0.001005883,0.0009253095,0.005295409,0.0009121505,0.02121264],"genre_scores_gemma":[0.4067965,0.01026767,0.5772997,0.0008041022,0.0003299662,0.001302594,0.002353433,0.0000828832,0.0007632177],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06171826,"threshold_uncertainty_score":0.122718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08154793422214489,"score_gpt":0.2914346646487397,"score_spread":0.2098867304265948,"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."}}