{"id":"W4381514039","doi":"10.1016/j.jhydrol.2023.129847","title":"Simulating the recession dynamics of Arctic catchments in the context of a thawing permafrost","year":2023,"lang":"en","type":"article","venue":"Journal of Hydrology","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Center for Northern Studies","funders":"Canada First Research Excellence Fund; Université Laval","keywords":"Permafrost; Arctic; Geology; Aquifer; Groundwater; Hydrology (agriculture); Subsurface flow; Groundwater flow; Environmental science; Oceanography; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0006832012,0.0004445848,0.0005770497,0.0004828895,0.0009099139,0.001456112,0.001117092,0.001635108,0.002197864],"category_scores_gemma":[0.001897225,0.0005451787,0.0008535584,0.0008084799,0.0009146948,0.0006893941,0.0006333071,0.0009120944,0.0001215919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002812886,"about_ca_system_score_gemma":0.002525218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2022835,"about_ca_topic_score_gemma":0.1692593,"domain_scores_codex":[0.9998494,0.0000353395,0.000008327616,0.00003407323,0.00001047596,0.00006232224],"domain_scores_gemma":[0.9993098,0.0002862465,0.00006813334,0.00004193956,0.00008880028,0.0002051483],"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":[0.0002472936,0.0002352031,0.03663815,0.0000164516,0.00007123164,0.0001513395,0.00006723584,0.9592518,0.001069095,0.0004531731,0.0003663728,0.001432723],"study_design_scores_gemma":[0.0000648474,0.00004291968,0.01352991,0.000003831845,0.00001763156,0.00001050299,0.0001332391,0.9857573,0.0001656984,0.0001316681,0.0001325184,0.00001003014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987936,0.00002296596,0.0002841002,0.0001006258,0.0000132707,0.000007150015,0.0002141374,0.00002607616,0.000538049],"genre_scores_gemma":[0.9989797,0.00002239459,0.0004217501,0.00002050012,0.000005874157,0.000006350418,0.0002619458,0.00001024489,0.0002712027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2022835,"threshold_uncertainty_score":0.4022121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03881112345643982,"score_gpt":0.2853311867545591,"score_spread":0.2465200632981193,"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."}}