{"id":"W2100930688","doi":"10.1002/hyp.10695","title":"Hydrological impacts of seismic lines in the wetland‐dominated zone of thawing, discontinuous permafrost, Northwest Territories, Canada","year":2015,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Space Agency; Aurora Research Institute","keywords":"Permafrost; Geology; Wetland; Peat; Water table; Hydrology (agriculture); Tundra; Boreal; Active layer; Taiga; Landform; Physical geography; Groundwater; Geomorphology; Arctic; Ecology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000483604,0.0002201654,0.0004620002,0.00005761984,0.0000660757,0.00002842823,0.0005032222,0.0001230507,0.0003989595],"category_scores_gemma":[0.0004901224,0.0001167518,0.00004697366,0.0004935952,0.0003017105,0.0001539525,0.00003445058,0.0002342004,0.000004637338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009006892,"about_ca_system_score_gemma":0.0003410591,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8129701,"about_ca_topic_score_gemma":0.98479,"domain_scores_codex":[0.9982268,0.0001497382,0.0004754751,0.0002835111,0.000438834,0.0004256369],"domain_scores_gemma":[0.9987884,0.0005187185,0.0002050255,0.0002044267,0.0001318897,0.000151595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002334879,0.00009003465,0.9965609,0.0001049301,0.000008928236,0.0001129542,0.0008717892,0.001134847,0.0001326811,0.000002876607,0.0004812119,0.0002653291],"study_design_scores_gemma":[0.001052382,0.001051163,0.9827788,0.00007202144,0.00003902659,0.0001301889,0.001572969,0.004524526,0.0008096027,0.000441658,0.007196786,0.0003308727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921556,0.001979353,0.000003486768,0.001039783,0.0001600744,0.0002062861,0.003627836,0.00001643238,0.0008111777],"genre_scores_gemma":[0.9965558,0.0002011127,0.00001106851,0.0005596881,0.0001676836,0.000004368288,0.002478783,0.000003772651,0.00001770218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1718199,"threshold_uncertainty_score":0.4761001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03276620921771621,"score_gpt":0.2379860097025572,"score_spread":0.205219800484841,"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."}}