{"id":"W1984095141","doi":"10.1111/gcb.12959","title":"Soil organic carbon across scales","year":2015,"lang":"en","type":"review","venue":"Global Change Biology","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":185,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Seventh Framework Programme; University of Sydney; European Commission","keywords":"Soil carbon; Environmental science; Biosphere; Scale (ratio); Biome; Environmental resource management; Carbon cycle; Global change; Context (archaeology); Soil water; Earth science; Climate change; Soil science; Ecosystem; Ecology; Geography; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003112167,0.0005016822,0.001366099,0.000009474252,0.00009153939,0.00004057652,0.0006438787,0.001043413,0.00006496299],"category_scores_gemma":[0.00005358621,0.000176785,0.0004073326,0.0006583205,0.0001640594,0.00002854124,0.0004082058,0.0002442186,0.0001961576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002892075,"about_ca_system_score_gemma":0.00004026915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001728613,"about_ca_topic_score_gemma":0.008672857,"domain_scores_codex":[0.9978157,0.000281434,0.0003868063,0.0006319529,0.0001505819,0.000733518],"domain_scores_gemma":[0.9991851,0.00007483396,0.0002519569,0.0001392454,0.0001038761,0.0002449707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000447405,0.00002701349,0.0007834206,0.0001969349,0.00004335398,0.000009959133,0.000010077,7.871781e-10,0.000002814117,0.00008140469,0.0001276843,0.9987128],"study_design_scores_gemma":[0.00007203421,0.0002223553,0.0003330111,0.000271476,0.0001177367,0.000110444,0.00004065874,0.000009826872,2.124087e-7,0.0003417741,0.9979971,0.0004833738],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04172746,0.9542312,4.793081e-8,0.00006549703,0.000963896,0.0004197934,0.001476858,0.0001628108,0.0009524416],"genre_scores_gemma":[0.002256585,0.9939106,0.000004519245,0.0001769608,0.001990114,0.0001108772,0.001487358,0.000003263521,0.00005972839],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9982295,"threshold_uncertainty_score":0.8047754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085531539398091,"score_gpt":0.3399845888116534,"score_spread":0.2314314348718443,"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."}}