{"id":"W3157110004","doi":"10.3389/fenvs.2021.617952","title":"“Omics” Technologies for the Study of Soil Carbon Stabilization: A Review","year":2021,"lang":"en","type":"review","venue":"Frontiers in Environmental Science","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Agriculture and Agri-Food Canada","funders":"","keywords":"Metaproteomics; Soil carbon; Mineralization (soil science); Environmental science; Biogeochemical cycle; Metagenomics; Soil organic matter; Soil health; Carbon cycle; Agriculture; Soil functions; Environmental chemistry; Biochemical engineering; Soil water; Soil science; Ecology; Chemistry; Ecosystem; Biology; Soil biodiversity; Engineering","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":[0.000732974,0.000235277,0.0008595588,0.00003631908,0.0001521059,0.0000271097,0.001069414,0.0001144013,0.00001063388],"category_scores_gemma":[0.0001341678,0.0000821849,0.0002058744,0.001160921,0.0006044583,0.00005879278,0.0003633439,0.000177908,4.384326e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002565297,"about_ca_system_score_gemma":0.00004316801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000765658,"about_ca_topic_score_gemma":0.0002010369,"domain_scores_codex":[0.9981816,0.00009269336,0.0004803772,0.0005415757,0.0004157502,0.0002879489],"domain_scores_gemma":[0.9992682,0.0001733468,0.0002915002,0.0002229709,0.00001167629,0.00003232296],"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":[0.000001355629,0.0001665252,0.001211207,0.0005261576,0.00001557799,0.000001291382,0.00002788113,0.000004219896,0.00001183159,0.000004410975,0.00004213423,0.9979874],"study_design_scores_gemma":[0.0004859118,0.00111898,0.002107709,0.0124021,0.001331458,0.00003041529,0.0223125,0.003077399,0.00006638325,0.0001591203,0.9555119,0.001396135],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009421692,0.9880542,0.000003543037,0.00005263236,0.0003422902,0.002007114,0.00005218739,0.00002169419,0.00004460256],"genre_scores_gemma":[0.002019352,0.9974169,0.0001098732,0.00002249384,0.00002199648,0.0003471196,0.00003623497,0.000002188924,0.00002380578],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9965913,"threshold_uncertainty_score":0.3351403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02323337778778187,"score_gpt":0.2520003432287397,"score_spread":0.2287669654409578,"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."}}