{"id":"W3013714890","doi":"10.1071/sr19180","title":"Labile soil carbon fractions as indicators of soil quality improvement under short-term grassland set-aside","year":2020,"lang":"en","type":"article","venue":"Soil Research","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Soil carbon; Grassland; Soil quality; Aggregate (composite); Environmental science; Soil health; Soil water; Soil test; Soil organic matter; Soil science; Agronomy; Environmental chemistry; Chemistry; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001202642,0.0001543934,0.0002297826,0.0001053312,0.0002550482,0.00005597253,0.0003657771,0.0001083804,0.0008077569],"category_scores_gemma":[0.0004443502,0.0001463952,0.00007026566,0.0007431648,0.0004431259,0.00009293491,0.0005886679,0.0005373166,0.0002258779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002413881,"about_ca_system_score_gemma":0.0001466163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01692456,"about_ca_topic_score_gemma":0.003368365,"domain_scores_codex":[0.9969256,0.0002237892,0.0003957867,0.0005076734,0.001358082,0.0005890652],"domain_scores_gemma":[0.998764,0.0003287251,0.00008766856,0.0004009827,0.00004802908,0.0003705802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000225176,0.0006740498,0.6907118,0.0003990819,0.000219771,0.0000763957,0.007145647,0.00404894,0.1397192,0.002130722,0.007519136,0.1471301],"study_design_scores_gemma":[0.0014517,0.00126438,0.8983513,0.00006884124,0.00005230046,0.00000541619,0.008820404,0.005682235,0.06271456,0.01281736,0.007909235,0.000862319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514976,0.00003252758,0.0001177566,0.00125133,0.00008154951,0.000272362,0.00004710722,0.00003301379,0.04666672],"genre_scores_gemma":[0.9989406,0.0001330459,0.00005832891,0.0001583215,0.00007592162,0.00006135627,0.00002546939,0.00002368299,0.0005232779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2076395,"threshold_uncertainty_score":0.9896218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0789424802666274,"score_gpt":0.3848437442534474,"score_spread":0.30590126398682,"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."}}