{"id":"W3200244765","doi":"10.1029/2021gl094776","title":"Saltwater Intrusion Intensifies Coastal Permafrost Thaw","year":2021,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"U.S. Geological Survey; National Science Foundation","keywords":"Permafrost; Saltwater intrusion; Climate change; Environmental science; Global warming; Intrusion; Geology; Aquifer; Hydrology (agriculture); Oceanography; Groundwater; 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":[0.00008068747,0.0002286348,0.0002184602,0.0001749959,0.0003190691,0.0007046507,0.0002959032,0.0004393508,0.003260994],"category_scores_gemma":[0.0003316126,0.0001381973,0.0004406827,0.0001643595,0.0004351055,0.0004571436,0.0006772849,0.000325202,0.0001486219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006939668,"about_ca_system_score_gemma":0.0005130079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01695852,"about_ca_topic_score_gemma":0.01258516,"domain_scores_codex":[0.9999418,0.000008769247,0.000005027838,0.00001895934,0.000006999786,0.00001840143],"domain_scores_gemma":[0.9999015,0.00002672046,0.0000251104,0.000009539355,0.00001226011,0.00002481836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003084852,0.0003682297,0.3092224,0.0001650288,0.0001841141,0.0009230696,0.0003033738,0.6104768,0.06197491,0.004547914,0.001282857,0.01024292],"study_design_scores_gemma":[0.00008260551,0.0001500177,0.1370957,0.00002900567,0.00007184958,0.0001168573,0.0004500999,0.8526787,0.006425353,0.001609256,0.001253769,0.0000367523],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966974,0.00002653011,0.0004604433,0.0001012809,0.000007602323,0.000004388999,0.0001573257,0.00003930551,0.002505821],"genre_scores_gemma":[0.9996367,0.00001796593,0.00008603199,0.00001484867,0.000001603243,0.000002259195,0.00004719175,0.000004206709,0.0001892773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01695852,"threshold_uncertainty_score":0.03371966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07192432266908202,"score_gpt":0.3061424451567975,"score_spread":0.2342181224877155,"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."}}