{"id":"W4408911693","doi":"10.7717/peerj.18959","title":"Bacterial community composition is an important predictor of surface soil fertility across different land use types: a case study in the Three Gorges Reservoir area","year":2025,"lang":"en","type":"article","venue":"PeerJ","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Natural Science Foundation of China","keywords":"Three gorges; Land use; Soil fertility; Fertility; Composition (language); Environmental science; Ecology; Soil science; Soil water; Biology; Geology; Population; Demography; Geotechnical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005329644,0.0005037519,0.0005116867,0.001061718,0.001542481,0.000548885,0.0005320431,0.0006538446,0.000795393],"category_scores_gemma":[0.0007194888,0.0003278958,0.0007671648,0.001061007,0.0009867484,0.0003864263,0.0007903493,0.0006124933,0.00009127414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009826088,"about_ca_system_score_gemma":0.0009264801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06021266,"about_ca_topic_score_gemma":0.1181773,"domain_scores_codex":[0.9996295,0.0001127283,0.00001995534,0.00008146965,0.00003845426,0.000117938],"domain_scores_gemma":[0.9995162,0.0001240179,0.0001090575,0.00003450725,0.00006918178,0.0001469415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008146491,0.0002219838,0.9886913,0.00003227392,0.00006215405,0.004275987,0.002573176,0.00007529274,0.0009035158,0.00003196491,0.0001396948,0.002911273],"study_design_scores_gemma":[0.000006708455,0.000199894,0.9894813,0.00001333912,0.00005179877,0.001755734,0.007297877,0.0007123231,0.0002059785,0.00005362924,0.0002062325,0.00001526496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998156,0.00003002975,0.00004250812,0.00002660349,9.209388e-7,0.000005464456,0.00003668069,9.316967e-7,0.00004121227],"genre_scores_gemma":[0.9995294,0.00005876573,0.0002063399,0.00001870149,0.000003021099,0.000009422139,0.00007983082,0.000001544201,0.00009310499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06021266,"threshold_uncertainty_score":0.1197244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05128107671256977,"score_gpt":0.3044902357775429,"score_spread":0.2532091590649732,"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."}}