{"id":"W2022658615","doi":"10.2980/21-1-3663","title":"Modeling hydrothermal regimes and potential impacts of climate change on permafrost within the South Mackenzie Plain, Northwest Territories, Canada","year":2014,"lang":"en","type":"article","venue":"Ecoscience","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Resources Canada; Canadian Forest Service; Natural Sciences and Engineering Research Council of Canada","keywords":"Permafrost; Environmental science; Peat; Hydrology (agriculture); Wetland; Climate change; Subsoil; Physical geography; Snow; Geology; Soil water; Ecology; Soil science; Geomorphology; Geography; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002030512,0.0003412191,0.0002075868,0.000466175,0.001006303,0.001047103,0.0009723012,0.0004639434,0.001247243],"category_scores_gemma":[0.0006308669,0.0002713302,0.0003860239,0.0005856212,0.000373553,0.0003183575,0.0003432661,0.0003125181,0.00009116001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01575967,"about_ca_system_score_gemma":0.01081597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9795693,"about_ca_topic_score_gemma":0.9881295,"domain_scores_codex":[0.9999082,0.00001044883,0.000004619741,0.00002904761,0.00001487249,0.00003269465],"domain_scores_gemma":[0.9997637,0.00005107324,0.00003090042,0.000008875385,0.00008690006,0.00005859783],"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":[0.000201682,0.0001354305,0.4517384,0.00006910917,0.0001707939,0.0003120098,0.0002828818,0.5357004,0.002354274,0.0008456793,0.001060015,0.007129281],"study_design_scores_gemma":[0.00006624636,0.0000476899,0.2312144,0.00003001363,0.00007926899,0.00004642178,0.0007533286,0.7645934,0.0009471747,0.0002263661,0.001959728,0.00003597884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972798,0.00006517406,0.0003001245,0.0000585515,0.000002487325,0.00002098449,0.0007937459,0.00002077489,0.001458357],"genre_scores_gemma":[0.9973502,0.00007599677,0.0009252128,0.00001360259,0.000001375256,0.00001393847,0.000554812,0.000006240706,0.00105867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02043074,"threshold_uncertainty_score":0.114345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01892976269624149,"score_gpt":0.2068744188735503,"score_spread":0.1879446561773088,"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."}}