{"id":"W2611172674","doi":"10.1139/as-2016-0006","title":"Impact of permafrost thaw on the turbidity regime of a subarctic river: the Sheldrake River, Nunavik, Quebec","year":2017,"lang":"en","type":"article","venue":"Arctic Science","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Center for Northern Studies","funders":"Natural Sciences and Engineering Research Council of Canada; ArcticNet; Université Laval","keywords":"Turbidity; Thermokarst; Hydrology (agriculture); Permafrost; Drainage basin; Environmental science; Snowmelt; Subarctic climate; Erosion; Sediment; Snow; Geology; Oceanography; Geomorphology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001246921,0.0001652732,0.0002075727,0.00006793713,0.001227406,0.0001797257,0.001985922,0.0000436517,0.003023231],"category_scores_gemma":[0.0006847014,0.0000788717,0.0001685017,0.0003098079,0.005246713,0.0005213403,0.000104902,0.0002079171,0.0001502409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002101818,"about_ca_system_score_gemma":0.0003257698,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4439434,"about_ca_topic_score_gemma":0.09563549,"domain_scores_codex":[0.9983115,0.00008637789,0.0002202985,0.0003290908,0.0006178394,0.0004349232],"domain_scores_gemma":[0.9973727,0.0007382807,0.0003296127,0.001268184,0.0001648633,0.0001263513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004627826,0.00003110146,0.991991,0.00001552193,0.00001299684,0.000005386356,0.003171306,0.0000724072,0.001253792,0.0005089006,0.0003461072,0.002545226],"study_design_scores_gemma":[0.000146945,0.0002078501,0.9952071,0.00005936384,0.00001979392,0.000017808,0.0003727311,0.001779492,0.0005485241,0.00145443,0.00007731409,0.0001086787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921475,0.0001524864,0.000001034021,0.001627927,0.0003615901,0.0002210968,0.001156059,0.000007971585,0.004324355],"genre_scores_gemma":[0.9993276,0.0001656053,0.00001349266,0.0001944973,0.00008366333,0.000001338124,0.0000313282,0.000003151898,0.0001792971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3483079,"threshold_uncertainty_score":0.9978881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05409177299250614,"score_gpt":0.2922413274790851,"score_spread":0.238149554486579,"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."}}