{"id":"W4389893570","doi":"10.5194/egusphere-2023-2950","title":"Development of multiple taliks near settlements on Svalbard – a new source of drinking water for the High Arctic?","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dalhousie University; Université Laval","keywords":"Permafrost; Human settlement; Groundwater; Arctic; Context (archaeology); Environmental science; Climate change; Natural (archaeology); Hydrology (agriculture); Physical geography; Water resource management; Geography; Geology; Oceanography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002881484,0.0001373677,0.0002612172,0.0008473243,0.0009532864,0.001246156,0.000255219,0.0001601636,0.0007896044],"category_scores_gemma":[0.0004248184,0.0001224407,0.0002037292,0.0008854775,0.0006923342,0.0004377023,0.001133588,0.0002006648,0.0001098454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009075873,"about_ca_system_score_gemma":0.0008387499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08185067,"about_ca_topic_score_gemma":0.2634242,"domain_scores_codex":[0.9997683,0.00002538914,0.00001428535,0.00009038287,0.00004490555,0.00005665863],"domain_scores_gemma":[0.9997886,0.00002217082,0.00007463672,0.00002459695,0.00005022345,0.00003991306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001383029,0.00002868226,0.9280177,0.00007801101,0.00009047097,0.001051613,0.00569694,0.0005681412,0.0124245,0.0008995258,0.0005256569,0.05048047],"study_design_scores_gemma":[0.000002539958,0.00002947393,0.9824505,0.0000301941,0.00003238739,0.000317216,0.009422551,0.0005851959,0.001426706,0.0002023517,0.005490761,0.000009989114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972944,0.0001568327,0.000560139,0.00004765214,0.000006905943,0.000005131249,0.0001251085,0.00001316999,0.001790722],"genre_scores_gemma":[0.9988917,0.00007624136,0.0005393677,0.000009139489,0.000002281897,0.000001649822,0.0001122721,0.000003941122,0.0003635214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08185067,"threshold_uncertainty_score":0.1627485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09830699895362896,"score_gpt":0.2713702494537248,"score_spread":0.1730632505000959,"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."}}