{"id":"W2117012523","doi":"10.1007/s10040-012-0896-5","title":"Sensitivity analysis of lake mass balance in discontinuous permafrost: the example of disappearing Twelvemile Lake, Yukon Flats, Alaska (USA)","year":2012,"lang":"en","type":"article","venue":"Hydrogeology Journal","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"U.S. Geological Survey","keywords":"Permafrost; Snowmelt; Meltwater; Snowpack; Hydrology (agriculture); Water balance; Geology; Snow; Infiltration (HVAC); Climate change; Mass wasting; Water table; Groundwater; Surface runoff; Environmental science; Physical geography; Geomorphology; Sediment; Oceanography; Ecology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001863346,0.0004616215,0.0006193446,0.0007800816,0.0007028184,0.001214383,0.001228224,0.001420183,0.001867493],"category_scores_gemma":[0.004595669,0.0003300895,0.001609648,0.0009153155,0.001032418,0.0007555309,0.0009648151,0.0009224684,0.00007543659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002548898,"about_ca_system_score_gemma":0.001136343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2236956,"about_ca_topic_score_gemma":0.1455039,"domain_scores_codex":[0.999366,0.0003405774,0.00003290584,0.0001034538,0.00004297903,0.000114139],"domain_scores_gemma":[0.9979086,0.00142364,0.0001578138,0.0001485513,0.0002124936,0.0001489289],"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":[0.001313686,0.0004719632,0.2207115,0.000155326,0.001300067,0.001425184,0.000283171,0.7631454,0.003178183,0.002665198,0.001873988,0.003476368],"study_design_scores_gemma":[0.0002203997,0.0005905593,0.266735,0.00003281928,0.0007937286,0.0002010465,0.001999885,0.7236192,0.001949639,0.002444921,0.001292205,0.0001204625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980084,0.00005480308,0.0004060451,0.0001830671,0.000009393906,0.0000163091,0.0005683381,0.0000222769,0.0007313603],"genre_scores_gemma":[0.9992877,0.0000162891,0.0001965125,0.00002366507,0.000002501961,0.000006189401,0.000286933,0.000002913026,0.0001773709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2236956,"threshold_uncertainty_score":0.444787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03055545428826761,"score_gpt":0.2433506289315842,"score_spread":0.2127951746433166,"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."}}