{"id":"W4401992366","doi":"10.1016/j.soilbio.2024.109573","title":"Bridging ecological processes to diversity formation and functional profiles in belowground bacterial communities","year":2024,"lang":"en","type":"article","venue":"Soil Biology and Biochemistry","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; National University's Basic Research Foundation of China; University of Waterloo; National Natural Science Foundation of China","keywords":"Bridging (networking); Ecology; Diversity (politics); Functional diversity; Geography; Biology; Sociology; Computer science; Anthropology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001464358,0.0000738092,0.00008519745,0.00001914857,0.0002756257,0.00001539401,0.00007302926,0.0001513865,0.0006573757],"category_scores_gemma":[0.00002621959,0.00006331335,0.000009479079,0.00007430973,0.0003527866,0.00008008407,0.0006541063,0.000169492,0.00002003828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000323336,"about_ca_system_score_gemma":0.00001200066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002590842,"about_ca_topic_score_gemma":0.001895696,"domain_scores_codex":[0.9995908,0.00006469531,0.00007973386,0.0001220213,0.00001704446,0.0001256635],"domain_scores_gemma":[0.9997886,0.0001068142,0.00001386565,0.00005598016,0.000004518739,0.0000302171],"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":[0.0002888502,0.0001411554,0.2880411,0.000366721,0.00002864426,0.000007911076,0.002911387,0.00002346362,0.6974418,0.0002059657,0.003939197,0.006603783],"study_design_scores_gemma":[0.0007511294,0.0004453633,0.8845239,0.0001241245,0.00003287179,0.0001873507,0.002057644,0.0004764557,0.09574849,0.00775465,0.007259445,0.0006385562],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987092,0.0001069903,0.00002188817,0.0004098224,0.0000754946,0.00005669601,0.00002004139,0.00002126989,0.0005785919],"genre_scores_gemma":[0.9993749,0.0000722818,0.00003034388,0.0002129004,0.00003975233,0.000006747463,0.0001888644,0.000001614989,0.00007265319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6016933,"threshold_uncertainty_score":0.7197803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496862082566323,"score_gpt":0.2231638446522435,"score_spread":0.2081952238265802,"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."}}