{"id":"W2009623812","doi":"10.1029/2009gl039225","title":"Evolution of shallow groundwater flow systems in areas of degrading permafrost","year":2009,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":236,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Permafrost; Groundwater; Groundwater flow; Hydrogeology; Aquifer; Water table; Hydrology (agriculture); Geology; Groundwater discharge; Current (fluid); STREAMS; Environmental science; Flow (mathematics); Arctic; Subsurface flow; Groundwater model; Oceanography; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0000977855,0.00005749255,0.0001075572,0.0004541263,0.0002322147,0.000328624,0.0001116298,0.000220452,0.000865604],"category_scores_gemma":[0.0003872446,0.00009820142,0.0001181432,0.0003308456,0.000275849,0.0001810117,0.000215501,0.0001272409,0.00006696249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004930999,"about_ca_system_score_gemma":0.0001978232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007694144,"about_ca_topic_score_gemma":0.00941773,"domain_scores_codex":[0.9999675,0.0000063678,0.000002298923,0.00001003844,0.000003703065,0.00001014477],"domain_scores_gemma":[0.999886,0.000020657,0.00003449856,0.000006875094,0.00001868401,0.00003330508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004948952,0.00008095608,0.8487056,0.00004924463,0.00005390668,0.0004531459,0.001211399,0.01945729,0.1049922,0.001255096,0.000304533,0.02294176],"study_design_scores_gemma":[0.000007281978,0.00006087463,0.985537,0.000003381261,0.000007845534,0.0001389044,0.0002785629,0.01155832,0.001770487,0.0003908892,0.0002367932,0.000009545307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997389,0.00001142108,0.00006257356,0.00000767629,1.887534e-7,6.263135e-7,0.00003876746,0.000003785051,0.0001361333],"genre_scores_gemma":[0.9997668,0.00001167062,0.0000987419,0.00000287887,2.676416e-7,7.286508e-7,0.0000550793,8.5669e-7,0.00006305015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007694144,"threshold_uncertainty_score":0.01529872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05674111222297493,"score_gpt":0.2914650201931205,"score_spread":0.2347239079701456,"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."}}