{"id":"W4403114861","doi":"10.1126/sciadv.adq2654","title":"Aridity drives the response of soil total and particulate organic carbon to drought in temperate grasslands and shrublands","year":2024,"lang":"en","type":"article","venue":"Science Advances","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; Western University","funders":"","keywords":"Shrubland; Environmental science; Arid; Soil carbon; Aridity index; Temperate climate; Precipitation; Total organic carbon; Soil water; Ecology; Ecosystem; Soil science; Geography; Biology","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":[0.000829381,0.00008824794,0.0001117087,0.00003176358,0.0001260545,0.0001142459,0.0001352234,0.0000255935,0.00000578448],"category_scores_gemma":[0.0001357394,0.00002946785,0.0000178209,0.001053085,0.0004227158,0.0002226806,0.0001027021,0.00007503037,8.973826e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001677464,"about_ca_system_score_gemma":0.00002816749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001697627,"about_ca_topic_score_gemma":0.00185148,"domain_scores_codex":[0.9990928,0.00005786177,0.0001344212,0.0002951106,0.000203296,0.0002165045],"domain_scores_gemma":[0.999604,0.000218916,0.00002297186,0.00004449372,0.00003077697,0.00007878741],"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":[0.00007293635,0.00001149578,0.08197978,0.000007126095,0.000002303128,0.000005758208,0.0007528291,0.00004117504,0.9088289,0.00008158652,0.000001666275,0.008214452],"study_design_scores_gemma":[0.00009427687,0.0003237829,0.8733189,0.00005467303,0.000007759197,0.00002860844,0.00145067,0.01102382,0.1124778,0.0009306484,0.0001233135,0.0001657993],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971009,0.001209693,5.170916e-7,0.00138901,0.0001293377,0.0000903081,0.00000625632,0.00002257727,0.00005133395],"genre_scores_gemma":[0.9997218,0.0001196867,0.00001495926,0.00005101164,0.00003111088,0.0000070087,7.165547e-7,6.526179e-7,0.00005310421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7963511,"threshold_uncertainty_score":0.1557514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00819896271209627,"score_gpt":0.2359412690592226,"score_spread":0.2277423063471263,"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."}}