{"id":"W4412387822","doi":"10.1038/s41559-025-02754-z","title":"Combining science and policy for a unified global soil biodiversity observatory","year":2025,"lang":"en","type":"article","venue":"Nature Ecology & Evolution","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centrale des Syndicats du Québec; Northern Alberta Institute of Technology; Western University","funders":"","keywords":"Observatory; Biodiversity; Science policy; Environmental science; Geography; Environmental resource management; Political science; Ecology; Biology; Astronomy; Physics; Public administration","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":[0.0003631232,0.00008175696,0.000108966,0.0000313595,0.0005322365,0.00002641879,0.0001942409,0.0003106591,0.000003539603],"category_scores_gemma":[0.0004636414,0.00004113535,0.00003899456,0.0009065937,0.0003161456,0.00009196761,0.0001244269,0.0001592276,0.000002685733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004176505,"about_ca_system_score_gemma":0.0001708056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003304453,"about_ca_topic_score_gemma":0.004431807,"domain_scores_codex":[0.9992468,0.00003246025,0.00008389341,0.0002693452,0.0001107253,0.0002567583],"domain_scores_gemma":[0.9995022,0.0001126806,0.00004473269,0.00003892276,0.0002428869,0.00005860683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009490045,0.00005830287,0.8880504,0.000008787875,0.00001710019,8.186984e-7,0.00001656662,0.00000489696,0.01700931,0.08899137,0.002000651,0.003746875],"study_design_scores_gemma":[0.000241123,0.0001000719,0.988349,0.000003706308,0.00001583608,0.000002623796,0.0001069024,0.001812664,0.0001803742,0.008008353,0.001106923,0.0000724246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939935,0.0002450293,0.000005143104,0.004266798,0.0004321586,0.0001717302,0.00005225681,0.00005926364,0.0007740969],"genre_scores_gemma":[0.9981252,0.00001011022,0.00006918192,0.001660981,0.00005979547,0.000007424283,0.00002082861,1.637778e-7,0.0000463479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1002986,"threshold_uncertainty_score":0.4093586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009330448208690641,"score_gpt":0.2422358635750539,"score_spread":0.2329054153663632,"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."}}