{"id":"W3201174160","doi":"10.1016/j.geoderma.2021.115448","title":"Consistent mineral-associated organic carbon chemistry with variable erosion rates in a mountainous landscape","year":2021,"lang":"en","type":"article","venue":"Geoderma","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Western Economic Diversification Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; University of Massachusetts Amherst; National Research Council Canada; National Natural Science Foundation of China; Canada Foundation for Innovation; University of Saskatchewan; National Science Foundation","keywords":"Weathering; Erosion; Environmental chemistry; Organic matter; Soil water; Total organic carbon; Carbon fibers; Soil carbon; Chemistry; Soil organic matter; Carbon cycle; Mineral; Soil science; Earth science; Environmental science; Geology; Geochemistry; Geomorphology; Ecosystem; Ecology; Materials science; Organic chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001093351,0.000104916,0.0001644002,0.000008409157,0.00009385763,0.00001079265,0.000119154,0.0001253707,0.00888066],"category_scores_gemma":[0.00003697485,0.0000961538,0.0000169587,0.0002412222,0.00007918015,0.00003524676,0.0001816525,0.0002254478,0.00004712361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006527,"about_ca_system_score_gemma":0.00004601265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0010073,"about_ca_topic_score_gemma":0.007028848,"domain_scores_codex":[0.9992311,0.0001329426,0.0001239094,0.0001947249,0.00005913087,0.0002581974],"domain_scores_gemma":[0.9996195,0.00006539523,0.0000483047,0.0002131945,0.00001303272,0.00004054796],"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":[0.00003282214,0.0001917288,0.1665618,0.00000944171,0.00001314302,0.00005168923,0.0002457577,0.000864653,0.8311437,0.000003869707,0.0008658711,0.00001545756],"study_design_scores_gemma":[0.004813944,0.0002546356,0.8187243,0.0001174461,0.00008406971,0.0003558178,0.0008897777,0.007503372,0.1612006,0.00125804,0.003842529,0.0009554286],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878851,0.00004800106,0.000002689611,0.0001949032,0.00003012601,0.00006233816,0.00000496962,0.00002042705,0.01175151],"genre_scores_gemma":[0.9976149,0.00001494491,0.00007301302,0.0004848033,0.000008714094,0.000007442248,0.0001461844,0.000008483238,0.001641476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6699431,"threshold_uncertainty_score":0.9920254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005878811130107348,"score_gpt":0.1895757619222938,"score_spread":0.1836969507921865,"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."}}