{"id":"W4237729109","doi":"10.5194/hess-2018-409","title":"A Synthesis of Three Decades of Eco-Hydrological Research at Scotty Creek, NWT, Canada","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Center for Northern Studies; Western University; Université de Montréal; University of Alberta; University of Waterloo; University of Calgary; University of Lethbridge; Canadian Physiotherapy Association; University of Guelph; Wilfrid Laurier University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Permafrost; Subarctic climate; Wetland; Hydrology (agriculture); Environmental science; Period (music); Climate change; Land cover; Flux (metallurgy); Physical geography; Geography; Geology; Land use; Ecology; Oceanography","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":[0.003179659,0.0009463158,0.001389196,0.01263316,0.003453645,0.003617881,0.001095755,0.0005898078,0.006638534],"category_scores_gemma":[0.005650416,0.0004261652,0.001000705,0.03437398,0.0009793708,0.001062221,0.00159827,0.000716835,0.0006206077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05996664,"about_ca_system_score_gemma":0.1754525,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9935662,"about_ca_topic_score_gemma":0.9976935,"domain_scores_codex":[0.9972792,0.0001658261,0.0001926235,0.000380117,0.001481781,0.0005005377],"domain_scores_gemma":[0.9869162,0.0008392234,0.000498249,0.000279529,0.01075267,0.0007141585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005675736,0.0002010842,0.2476422,0.01955184,0.001596752,0.0007536506,0.01429991,0.002648952,0.003519879,0.006820423,0.1823593,0.5200384],"study_design_scores_gemma":[0.00002201064,0.00006278614,0.7351739,0.006375093,0.0007884942,0.0001083388,0.008561637,0.0004563799,0.001184772,0.0004920484,0.2466735,0.0001011091],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2059769,0.3847347,0.005261702,0.009384721,0.001695039,0.001007157,0.317762,0.0004211935,0.07375665],"genre_scores_gemma":[0.5151035,0.304545,0.01387698,0.003694115,0.0007625491,0.0006667348,0.1303247,0.0003448841,0.03068161],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05996664,"threshold_uncertainty_score":0.4350905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1495332790002949,"score_gpt":0.313924882438524,"score_spread":0.1643916034382291,"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."}}