{"id":"W2995757799","doi":"10.14430/arctic69527","title":"Impacts of Road Dust on Small Subarctic Lake Systems","year":2019,"lang":"ceb","type":"article","venue":"Brock University Digital Repository (Brock University)","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Aurora Research Institute","keywords":"Diatom; Permafrost; Paleolimnology; Subarctic climate; Environmental science; Arctic; Physical geography; Oceanography; Sediment; Climate change; Vegetation (pathology); Limnology; Range (aeronautics); Geology; Ecology; Hydrology (agriculture); Geography; Geomorphology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00000849335,0.0005777553,0.000730188,0.0008143497,0.0004455652,0.0003013604,0.001054188,0.0004730334,0.0003408054],"category_scores_gemma":[0.00003073746,0.0006726165,0.0004545808,0.001029645,0.0002209098,0.001621138,0.0002566098,0.0004858079,0.001106861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001962854,"about_ca_system_score_gemma":0.0003144806,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005839926,"about_ca_topic_score_gemma":0.0238687,"domain_scores_codex":[0.9970471,0.0002116976,0.0003867407,0.000888132,0.0006180826,0.0008482741],"domain_scores_gemma":[0.9974212,0.0003353698,0.000535694,0.0007202263,0.0002967334,0.0006907853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001405829,0.0002926557,0.9758382,0.0006817806,0.0002716643,0.0006857755,0.0001262481,0.001527847,0.003803147,0.00004023795,0.01494079,0.0003858664],"study_design_scores_gemma":[0.004189389,0.003227722,0.5065703,0.00154224,0.0005793237,0.000392845,0.05494155,0.0003416458,0.0003641876,0.00000699366,0.425855,0.001988756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8809603,0.0002888905,0.000009662553,0.000006787987,0.001528101,0.0005487393,0.004153379,0.00009210395,0.112412],"genre_scores_gemma":[0.6647808,0.0002464828,0.000002384574,0.00002522386,0.0001320801,1.763628e-8,0.0005923921,0.00001621919,0.3342044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4692678,"threshold_uncertainty_score":0.9996709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891131962808793,"score_gpt":0.1791530138664343,"score_spread":0.1602416942383463,"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."}}