{"id":"W4391840918","doi":"10.5194/bg-21-825-2024","title":"Simulating net ecosystem exchange under seasonal snow cover at an Arctic tundra site","year":2024,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Waterloo; Environment and Climate Change Canada; Université de Montréal","funders":"Natural Environment Research Council; Sight Research UK; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Northumbria University","keywords":"Tundra; Environmental science; Snow; Ecosystem; Snow cover; Arctic; Cover (algebra); Physical geography; Oceanography; Climatology; Ecology; Geography; Meteorology; Geology; 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":[0.000688039,0.0007318684,0.0005370037,0.0003226093,0.0007791091,0.000839998,0.001062577,0.001058485,0.00128747],"category_scores_gemma":[0.000854732,0.0004092927,0.001000935,0.0004774404,0.000429063,0.0004056449,0.0003905011,0.00061082,0.0001814036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001972602,"about_ca_system_score_gemma":0.001440863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1882371,"about_ca_topic_score_gemma":0.1542177,"domain_scores_codex":[0.9998106,0.00006389975,0.000009750765,0.00004362291,0.00002291252,0.00004924965],"domain_scores_gemma":[0.9995955,0.0001490416,0.00003085474,0.00003798213,0.0001020429,0.0000846611],"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":[0.0003253015,0.0001924464,0.04254948,0.00003936729,0.0001773268,0.0001798927,0.00006895798,0.9510033,0.00249347,0.0002255792,0.0003653245,0.00237953],"study_design_scores_gemma":[0.000131493,0.0001670365,0.0227712,0.0000088529,0.00005152731,0.00002429119,0.00008260175,0.9748697,0.001366812,0.0001028548,0.000403464,0.00002026128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977267,0.00003426096,0.000494853,0.00004073939,0.00001208667,0.00001356127,0.0005936304,0.0001208855,0.0009631779],"genre_scores_gemma":[0.9981276,0.00002145665,0.0008654321,0.0000238451,0.000003504761,0.00001407323,0.0006200958,0.00001586352,0.0003082037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1882371,"threshold_uncertainty_score":0.3742828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04924755727919347,"score_gpt":0.2633616573543326,"score_spread":0.2141141000751392,"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."}}