{"id":"W4280625406","doi":"10.1016/j.soilbio.2022.108708","title":"An evaluation of carbon indicators of soil health in long-term agricultural experiments","year":2022,"lang":"en","type":"article","venue":"Soil Biology and Biochemistry","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":236,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Guelph; University of Alberta; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada; Foundation for Food and Agriculture Research; General Mills; Noble Research Institute; Samuel Roberts Noble Foundation","keywords":"Environmental science; Soil health; Soil carbon; Mineralization (soil science); Health indicator; Tillage; Soil quality; Soil water; Agriculture; Soil organic matter; Soil science; Agronomy; Ecology; Environmental health; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001758517,0.0007938539,0.0005600551,0.0003998429,0.0005867514,0.0004885806,0.0007593604,0.0007740304,0.0007378233],"category_scores_gemma":[0.001635562,0.0003190226,0.0004431743,0.000468959,0.0005959027,0.0006235538,0.0006688027,0.001036119,0.000174847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008160391,"about_ca_system_score_gemma":0.0005614737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00287078,"about_ca_topic_score_gemma":0.004559803,"domain_scores_codex":[0.9988478,0.0002998748,0.0001220025,0.0003132338,0.0002847711,0.0001321102],"domain_scores_gemma":[0.9964372,0.0007675396,0.0009562625,0.0004884158,0.0007475822,0.0006030514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002327395,0.002124375,0.0111103,0.0001099576,0.00008382159,0.00006249793,0.000135417,0.001014858,0.9785851,0.00007659495,0.00009229867,0.004277291],"study_design_scores_gemma":[0.000451065,0.05275489,0.189049,0.00002728342,0.0003062306,0.0001780292,0.0002771393,0.007884123,0.7460649,0.0003998963,0.002496005,0.0001115365],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949222,0.0002149046,0.003327086,0.00003571455,0.00002676361,0.0002958421,0.0006593632,0.00003401614,0.0004841828],"genre_scores_gemma":[0.9824087,0.0003443279,0.01082065,0.0001685532,0.00002872437,0.001581743,0.001567805,0.00004236859,0.003037201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00287078,"threshold_uncertainty_score":0.009300053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666399396009499,"score_gpt":0.2875257702906472,"score_spread":0.2708617763305522,"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."}}