{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000562541,0.00007469352,0.00007112363,0.000001517811,0.00005437839,0.00001304793,0.0001354601,0.00008458341,0.0002176444],"category_scores_gemma":[0.00003394732,0.00001884676,0.00009395432,0.00005417559,0.0001429973,0.00001160611,0.00006358778,0.00003586991,0.000007116531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001029335,"about_ca_system_score_gemma":0.000004368564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002438984,"about_ca_topic_score_gemma":0.00001898829,"domain_scores_codex":[0.9995248,0.00001026619,0.00009524652,0.0001354309,0.00009859363,0.0001356059],"domain_scores_gemma":[0.9996937,0.0001289244,0.00004016918,0.00005182318,0.0000325525,0.00005284374],"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":[0.00001291032,0.00001090289,0.00887595,0.000003752265,0.00001264428,4.202441e-7,0.000004587312,1.979958e-8,0.9880884,0.00001254786,0.0004063041,0.002571618],"study_design_scores_gemma":[0.00008400545,0.00002124394,0.01290674,0.00001447742,0.00001494015,0.00001012279,0.00007760298,0.00002451642,0.9855893,0.0001760363,0.0009882484,0.00009275055],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970331,0.0007586998,6.464401e-8,0.001615807,0.00002729275,0.00002161475,0.00002275791,0.00001263994,0.0005080539],"genre_scores_gemma":[0.999381,0.00009604138,0.000004372959,0.00007826243,0.00007577873,0.00000298583,0.000007049008,6.188434e-7,0.0003538619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004030791,"threshold_uncertainty_score":0.2383053,"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."}}