{"id":"W2075797509","doi":"10.2166/nh.2009.043","title":"Estimating soil thaw energy in sub-Alpine tundra at the hillslope scale, Wolf Creek, Yukon Territory, Canada","year":2009,"lang":"en","type":"article","venue":"Hydrology research","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Saskatchewan; Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Foundation for Climate and Atmospheric Sciences","keywords":"Permafrost; Meltwater; Environmental science; Hydrology (agriculture); Infiltration (HVAC); Tundra; Snowmelt; Water content; Soil water; Soil science; Geology; Snow; Geomorphology; Arctic; Geography","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":[0.0001237105,0.0001430621,0.0001451263,0.0006993106,0.0005654678,0.0003984016,0.0003275159,0.0001651105,0.0006087385],"category_scores_gemma":[0.0004630033,0.0001235106,0.0001378004,0.0007606159,0.0001832565,0.0001949954,0.0002334023,0.00008051591,0.00009263289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002838867,"about_ca_system_score_gemma":0.00170268,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.865355,"about_ca_topic_score_gemma":0.9498392,"domain_scores_codex":[0.9999419,0.000005894192,0.000004010886,0.00001428398,0.00001420971,0.00001964186],"domain_scores_gemma":[0.9998323,0.00002845339,0.0000281108,0.000009506039,0.00006955672,0.00003198234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004703506,0.00001708661,0.9856149,0.00001234162,0.00003546457,0.000080346,0.0002082056,0.004474804,0.002200588,0.00005178423,0.0001296618,0.007127765],"study_design_scores_gemma":[0.000003483459,0.000007681811,0.9909452,0.000004596763,0.00000838653,0.00002300381,0.0003296048,0.008044991,0.0003943335,0.00002037425,0.0002147991,0.000003582186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992256,0.00003075564,0.0001299335,0.000004670731,2.988069e-7,0.000004604918,0.0002813709,0.00001003832,0.0003126842],"genre_scores_gemma":[0.9991447,0.00003512605,0.0003155354,0.000002556675,2.462205e-7,0.000003419589,0.0003087091,0.000002497481,0.0001872546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.134645,"threshold_uncertainty_score":0.2708759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04326292092412576,"score_gpt":0.2844783616439671,"score_spread":0.2412154407198414,"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."}}