{"id":"W3160692687","doi":"10.1139/as-2020-0041","title":"The tundra phenology database: more than two decades of tundra phenology responses to climate change","year":2021,"lang":"en","type":"article","venue":"Arctic Science","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; University of British Columbia; Institute for Circumpolar Health Research","funders":"Biological and Environmental Research; Natural Resources Canada; Norges Forskningsråd; Natural Environment Research Council; Swiss Federal Institute for Forest, Snow and Landscape Research; Danmarks Grundforskningsfond; Miljøstyrelsen; European Commission; Eidgenössische Anstalt für Wasserversorgung Abwasserreinigung und Gewässerschutz; Aarhus Universitets Forskningsfond; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Research Foundation; Aarhus Universitet; ArcticNet; U.S. Department of Energy; Deutsche Forschungsgemeinschaft; Sight Research UK; Natural Sciences and Engineering Research Council of Canada; W. Garfield Weston Foundation; Polar Knowledge Canada; Villum Fonden; National Geographic Society; Danmarks Frie Forskningsfond; National Science Foundation","keywords":"Tundra; Phenology; Climate change; Environmental science; Geography; Physical geography; Climatology; Ecology; Ecosystem; Biology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001188196,0.0008124331,0.0009186775,0.007924679,0.0006050048,0.001496568,0.001104197,0.0004146374,0.008558367],"category_scores_gemma":[0.003713401,0.0003774739,0.000604593,0.01533904,0.0002601029,0.00121322,0.00201007,0.000676711,0.005377718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008209429,"about_ca_system_score_gemma":0.001728001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04348283,"about_ca_topic_score_gemma":0.05525715,"domain_scores_codex":[0.9990925,0.0001032437,0.0002291237,0.0002541325,0.0002126623,0.0001083568],"domain_scores_gemma":[0.9955986,0.000476887,0.001226476,0.0009431585,0.001244773,0.0005101225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00114183,0.0001597715,0.250553,0.006941132,0.001289348,0.0004646053,0.002121506,0.002307931,0.009280279,0.004051094,0.5770625,0.1446271],"study_design_scores_gemma":[0.00008243734,0.00003041581,0.3529598,0.0004309965,0.0001444022,0.0001526824,0.0003946066,0.0004886364,0.001415418,0.0006740752,0.6431651,0.00006142235],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01479443,0.001015317,0.000736906,0.00006379494,0.0000304316,0.0000498539,0.9802302,0.0004272522,0.002651866],"genre_scores_gemma":[0.01787396,0.0005373948,0.002463576,0.00005172436,0.00002158871,0.0002087854,0.9777685,0.0001588268,0.00091565],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04348283,"threshold_uncertainty_score":0.08645946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08645799400605365,"score_gpt":0.3284140096940348,"score_spread":0.2419560156879812,"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."}}