{"id":"W2278712672","doi":"10.7185/geochemlet.1605","title":"Processes controlling carbon cycling in Antarctic glacier surface ecosystems","year":2016,"lang":"en","type":"article","venue":"Geochemical Perspectives Letters","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Engineering and Physical Sciences Research Council; Antarctica New Zealand; Natural Environment Research Council; Sight Research UK; National Science Foundation","keywords":"Ecosystem; Heterotroph; Autotroph; Dissolved organic carbon; Carbon cycle; Carbonate; Sediment; Cycling; Environmental science; Organic matter; Carbon fibers; Total organic carbon; Glacier; Environmental chemistry; Primary production; Oceanography; Geology; Ecology; Chemistry; Geomorphology; Biology; Geography; Paleontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.000208543,0.0003750349,0.0002083731,0.0005476591,0.0006023317,0.0009904399,0.0001841036,0.0002992173,0.0005295307],"category_scores_gemma":[0.0003021043,0.0002000289,0.0001762394,0.0006534244,0.0007239342,0.000501634,0.0003280231,0.0002043648,0.0001260886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000959351,"about_ca_system_score_gemma":0.0005399493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01626034,"about_ca_topic_score_gemma":0.02114751,"domain_scores_codex":[0.9999317,0.00001668964,0.000005198657,0.00001968531,0.00001131185,0.00001533181],"domain_scores_gemma":[0.9998272,0.00004220654,0.00006070935,0.00001603834,0.00002495697,0.00002904207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005265558,0.00006728489,0.2876334,0.0003486374,0.0001472776,0.0006109687,0.001112553,0.008977785,0.6803975,0.0009107414,0.000381722,0.01888557],"study_design_scores_gemma":[0.00001359696,0.0001001378,0.9750232,0.00001379544,0.00003710538,0.0001347973,0.0006267653,0.004221186,0.0172223,0.0009777549,0.001603988,0.00002545567],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997236,0.001111912,0.000328959,0.00008069455,0.000005056481,0.000007999191,0.0002418325,0.00001979018,0.0009678464],"genre_scores_gemma":[0.9984195,0.0008454091,0.0003124484,0.00002747377,0.000007070079,0.000007279379,0.0001674875,0.000005961331,0.0002074295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01626034,"threshold_uncertainty_score":0.03233141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007031889700933468,"score_gpt":0.2256532647159118,"score_spread":0.2186213750149784,"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."}}