{"id":"W2049631115","doi":"10.4141/s04-081","title":"Soil carbon: A measure of ecosystem response in a changing world?","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Soil carbon; Environmental science; Agroecosystem; Carbon cycle; Soil water; Ecosystem; Soil quality; Climate change; Global change; Productivity; Soil organic matter; Global warming; Agriculture; Soil science; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002818002,0.00009789423,0.0002094834,0.0006448825,0.0001310109,0.00005530517,0.0005455776,0.0000456272,0.00003723114],"category_scores_gemma":[0.0002873975,0.00004553476,0.0000851845,0.003775887,0.0001913501,0.0001991503,0.00002126709,0.000171519,0.000002253567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003495488,"about_ca_system_score_gemma":0.0008424789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00833521,"about_ca_topic_score_gemma":0.7680399,"domain_scores_codex":[0.9985033,0.00009587222,0.0003622301,0.0001511743,0.0004004105,0.0004870002],"domain_scores_gemma":[0.998841,0.00009973897,0.0002158998,0.00005927807,0.0002437824,0.0005402431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007173601,0.0001213683,0.5546423,0.0000316339,0.00003302758,0.000590587,0.006192829,0.005594902,0.2347317,0.001309027,0.0001058939,0.1959293],"study_design_scores_gemma":[0.001085675,0.0009491292,0.9155012,0.0008921865,0.00003425063,0.0007669356,0.005351475,0.04197483,0.02519085,0.000319033,0.007146297,0.0007881769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953182,0.0003855969,3.310837e-7,0.0015228,0.0001832144,0.00005099456,0.000008885746,0.000003892445,0.00252614],"genre_scores_gemma":[0.9995445,0.000007836629,0.00003581319,0.0001357674,0.0001554901,0.000001063916,2.102083e-7,8.97842e-7,0.0001183989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7597048,"threshold_uncertainty_score":0.9982684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603934533520176,"score_gpt":0.2048695205488463,"score_spread":0.1888301752136445,"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."}}