{"id":"W4409155472","doi":"10.1007/s42832-025-0306-2","title":"Microbial life-history strategies mediate temperature effects on organic carbon pools in black soils","year":2025,"lang":"en","type":"article","venue":"Soil Ecology Letters","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Key Research and Development Program of China; RUDN University; China Postdoctoral Science Foundation; Chinese Academy of Sciences","keywords":"Soil water; Environmental chemistry; Total organic carbon; Carbon black; Environmental science; Soil carbon; Carbon fibers; Chemistry; Soil science; Materials science; Organic chemistry; Composite material","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":[0.0001110315,0.0001745531,0.0002409833,0.0001194549,0.00006868637,0.00001728557,0.0001541135,0.0001301094,0.0005181464],"category_scores_gemma":[0.00003600404,0.0001539841,0.00004344663,0.0001137968,0.0002011446,0.00006376771,0.00002880655,0.0003044024,0.0001678932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000709493,"about_ca_system_score_gemma":0.00007895742,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001982164,"about_ca_topic_score_gemma":0.04615062,"domain_scores_codex":[0.9990025,0.0001160453,0.0001637587,0.0002919793,0.00008052337,0.0003452267],"domain_scores_gemma":[0.9995784,0.0001985406,0.00004076487,0.0001284524,0.000003179777,0.0000507168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008443387,0.00003555288,0.9599475,0.00008386966,0.00009779373,0.0001459135,0.000419593,0.002971711,0.01024139,0.00001869161,0.02494442,0.00100914],"study_design_scores_gemma":[0.000552066,0.0001115065,0.997063,0.00001852427,0.00002270932,0.000001180009,0.0001739994,0.0001028177,0.0005654029,0.0000881099,0.0011368,0.0001639037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806854,0.0002480024,1.46041e-7,0.005023506,0.001160011,0.000156656,0.000004331798,0.00002807264,0.01269394],"genre_scores_gemma":[0.9840838,0.0001220744,0.000006504248,0.01525518,0.0001284312,0.000003296523,0.00003348679,0.000003743354,0.0003635052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04416845,"threshold_uncertainty_score":0.9712546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003675366652413201,"score_gpt":0.1629321825282487,"score_spread":0.1592568158758355,"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."}}