{"id":"W2521417753","doi":"10.1007/s10533-016-0246-0","title":"The energetic and chemical signatures of persistent soil organic matter","year":2016,"lang":"en","type":"article","venue":"Biogeochemistry","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":187,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Biotechnology and Biological Sciences Research Council; Sveriges Lantbruksuniversitet; Ministry of Agriculture - Saskatchewan; University of Saskatchewan","keywords":"Organic matter; Soil organic matter; Environmental science; Environmental chemistry; Soil water; Ecosystem; Decomposer; Chemistry; Soil science; Ecology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001512374,0.0001368045,0.00008983546,0.0004228325,0.0002217039,0.0004822508,0.0001578666,0.0003451273,0.0009865599],"category_scores_gemma":[0.0002382926,0.0001500151,0.00007193884,0.000358252,0.0003740483,0.0004386222,0.0002687771,0.0001744098,0.0001305618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002576195,"about_ca_system_score_gemma":0.0001772263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001229189,"about_ca_topic_score_gemma":0.002767593,"domain_scores_codex":[0.9999493,0.000004868808,0.000002639024,0.00001554967,0.00001415238,0.00001342654],"domain_scores_gemma":[0.9998692,0.00003717507,0.00003559133,0.000008814582,0.00002504418,0.00002409154],"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":[0.0006771156,0.00009094532,0.2438495,0.0001004211,0.00008307654,0.0002478779,0.0001094831,0.001376503,0.7298191,0.00219015,0.0001990301,0.02125678],"study_design_scores_gemma":[0.00001425298,0.00008989922,0.9722382,0.000004094223,0.00001511595,0.0002242134,0.0002064792,0.00274077,0.02199353,0.001728798,0.0007356085,0.000008951454],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981821,0.0002736817,0.0003802319,0.00004372493,0.000005206644,0.000002137536,0.0001591847,0.000003907943,0.0009499572],"genre_scores_gemma":[0.9992918,0.0001085238,0.0001050642,0.00001202054,0.000006597809,0.000001415057,0.0001322847,0.000002489554,0.0003398042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001229189,"threshold_uncertainty_score":0.003300309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005405965472910978,"score_gpt":0.1704476735326783,"score_spread":0.1650417080597673,"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."}}