{"id":"W1557238666","doi":"10.1002/lno.10110","title":"Effects of permafrost degradation on water and sediment quality and heterotrophic bacterial production of <scp>A</scp>rctic tundra lakes: An experimental approach","year":2015,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Environment and Climate Change Canada","funders":"Natural Sciences and Engineering Research Council of Canada; ArcticNet; Aurora Research Institute","keywords":"Slumping; Tundra; Mesocosm; Thermokarst; Benthic zone; Environmental science; Pelagic zone; Nutrient; Ecology; Hydrology (agriculture); Environmental chemistry; Permafrost; Oceanography; Geology; Arctic; Chemistry; Biology; Geomorphology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002409848,0.0004528396,0.0002952587,0.0002426383,0.0004207131,0.0003229201,0.0003441087,0.0003528577,0.0009586803],"category_scores_gemma":[0.0001833187,0.0002450281,0.0003096744,0.000191401,0.0006085829,0.0002439319,0.0002747738,0.0006816516,0.00009207753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059691,"about_ca_system_score_gemma":0.0005981523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005985162,"about_ca_topic_score_gemma":0.0108008,"domain_scores_codex":[0.9997671,0.00004569442,0.00002109718,0.0000700763,0.0000417005,0.00005433182],"domain_scores_gemma":[0.9996132,0.0000508082,0.000110605,0.00004476211,0.00005646564,0.0001241258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005377446,0.00177076,0.006536492,0.00004344105,0.000039102,0.00006399534,0.0001783805,0.0002142132,0.9837193,0.00003119425,0.00002746346,0.001998269],"study_design_scores_gemma":[0.0003897347,0.06132935,0.2035646,0.00001206618,0.0001355957,0.0001107717,0.00050195,0.002453664,0.7304375,0.00006566227,0.0009654278,0.00003366011],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997669,0.0000199797,0.00006351965,0.000005096498,0.000001742929,0.00002065285,0.00004199726,0.000002656823,0.00007747104],"genre_scores_gemma":[0.9983302,0.00005406866,0.000556811,0.00003694138,0.000005094681,0.0001167808,0.0001772596,0.000003317316,0.0007194947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005985162,"threshold_uncertainty_score":0.01190066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04185977281515026,"score_gpt":0.2535084589541818,"score_spread":0.2116486861390315,"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."}}