{"id":"W4409484551","doi":"10.1128/msystems.00062-25","title":"The case for microbiome stewardship: what it is and how to get there","year":2025,"lang":"en","type":"article","venue":"mSystems","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Dalhousie University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Canadian Institutes of Health Research; National Institutes of Health; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Microbiome; Stewardship (theology); Safeguarding; Ecosystem health; Environmental planning; Human health; Agriculture; Ecosystem; Environmental resource management; Business; Environmental stewardship; Ecosystem services; Political science; Ecology; Environmental health; Biology; Geography; Medicine; Environmental science; Bioinformatics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03575053,0.001043704,0.001594387,0.001709769,0.009388966,0.02341877,0.002164601,0.01855153,0.009454894],"category_scores_gemma":[0.04050247,0.0006485642,0.001318934,0.001479018,0.04360946,0.03726401,0.01639681,0.03162646,0.002573434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00735135,"about_ca_system_score_gemma":0.02486574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005024438,"about_ca_topic_score_gemma":0.004797762,"domain_scores_codex":[0.9825045,0.008670998,0.0005049639,0.002324243,0.00285609,0.003139204],"domain_scores_gemma":[0.9506989,0.02258177,0.003346247,0.004260763,0.004959063,0.01415326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000219079,0.0004187893,0.007267395,0.001871434,0.0001999687,0.0006630726,0.01034231,0.001068699,0.002839477,0.6270191,0.1815521,0.1665386],"study_design_scores_gemma":[0.00003652147,0.0001493733,0.003096214,0.002392756,0.00005597986,0.0003105391,0.01243486,0.0005768488,0.001162323,0.6524855,0.3271717,0.00012739],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003705873,0.02246498,0.007198719,0.9530945,0.003612758,0.00003387716,0.00004433721,0.0001054173,0.009739598],"genre_scores_gemma":[0.3747317,0.06241068,0.03677173,0.5066224,0.006975414,0.0004039939,0.0001486404,0.0003934602,0.01154196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03575053,"threshold_uncertainty_score":0.1890691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172687454618688,"score_gpt":0.278652640439876,"score_spread":0.2669257658936891,"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."}}