{"id":"W4395449748","doi":"10.1073/pnas.2313971121","title":"The potential importance of the built-environment microbiome and its impact on human health","year":2024,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Université de Sherbrooke; McGill University; Canada's Michael Smith Genome Sciences Centre; Children's Hospital Research Institute of Manitoba; University of Manitoba; University of British Columbia; Canadian Institute for Advanced Research","funders":"National Institute of Environmental Health Sciences; National Institute of Allergy and Infectious Diseases; Wissenschaftskolleg zu Berlin; National Institute of General Medical Sciences; Canadian Institute for Advanced Research","keywords":"Built environment; Microbiome; Human health; Diversity (politics); Human microbiome; Biology; Ecology; Data science; Computer science; Sociology; Environmental health; Medicine; Genetics","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":[0.0005726888,0.000230363,0.0003072259,0.0005186099,0.0005829161,0.002361054,0.0002083731,0.0008523129,0.002440624],"category_scores_gemma":[0.001101823,0.0001452797,0.0002469226,0.0004092145,0.001671379,0.0009142873,0.001421997,0.0008583995,0.0002909287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005344289,"about_ca_system_score_gemma":0.0009237292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002689606,"about_ca_topic_score_gemma":0.004348315,"domain_scores_codex":[0.9996306,0.000163694,0.00000890384,0.00006841408,0.00006537917,0.00006294815],"domain_scores_gemma":[0.9994368,0.0001979645,0.0001047015,0.00003783022,0.0000507209,0.0001719423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009017731,0.0003842845,0.2710927,0.001862907,0.0007757884,0.001439137,0.002775077,0.003411637,0.07352865,0.08134039,0.01744227,0.5450455],"study_design_scores_gemma":[0.00003606589,0.0007834552,0.6963482,0.001061692,0.0003082055,0.001959263,0.004706969,0.002263022,0.005264885,0.1198695,0.1672483,0.0001503229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6343593,0.2537292,0.01227033,0.05442235,0.00180605,0.00006409278,0.001492335,0.0001554299,0.0417009],"genre_scores_gemma":[0.9164605,0.07197161,0.005003299,0.003111324,0.0006143961,0.00003283212,0.0001965686,0.0000154829,0.002593978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002689606,"threshold_uncertainty_score":0.008164704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651363578991113,"score_gpt":0.3484085778395007,"score_spread":0.3218949420495896,"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."}}