{"id":"W4407192154","doi":"10.1016/j.tim.2024.12.012","title":"Diversity in women and their vaginal microbiota","year":2025,"lang":"en","type":"review","venue":"Trends in Microbiology","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research; University of New Brunswick","funders":"H2020 European Research Council; Biocodex Microbiota Foundation; Universiteit Antwerpen; National Institutes of Health; VLIRUOS; National Institute of General Medical Sciences; Engineering Research Centers; Ministerio de Ciencia e Innovación; Fonds Wetenschappelijk Onderzoek; Agencia Estatal de Investigación; Fondation Mérieux; Ministerio de Ciencia, Innovación y Universidades","keywords":"Biology; Diversity (politics); Microbiome; Vaginal flora; Evolutionary biology; Bacterial vaginosis; Ecology; Computational biology; Microbiology; Genetics","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":[0.0006868401,0.0006838509,0.001044825,0.00149194,0.0002567943,0.001326029,0.0005360392,0.001132252,0.003467817],"category_scores_gemma":[0.001346328,0.0001919425,0.0004162482,0.001342648,0.0005456424,0.001183585,0.0008524099,0.00123695,0.001615297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004714338,"about_ca_system_score_gemma":0.001095641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570083,"about_ca_topic_score_gemma":0.002162696,"domain_scores_codex":[0.9997317,0.00006556662,0.00003015752,0.00005653797,0.00008790089,0.00002803221],"domain_scores_gemma":[0.9995473,0.0002283428,0.00006485719,0.00001405769,0.0001037679,0.00004166208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004314418,0.00002267967,0.0003287445,0.01192521,0.00005697319,0.00007914064,0.00009529593,0.00009398946,0.0006549962,0.002447771,0.02200501,0.9622471],"study_design_scores_gemma":[0.000008183621,0.00009243806,0.00267065,0.01041113,0.0001085008,0.001165409,0.0001724141,0.00004224389,0.0003010732,0.002183571,0.9828212,0.00002301779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006904433,0.9990013,0.00003389931,0.0003445098,0.000168295,0.000001412839,0.00001031648,0.000002729647,0.0003684261],"genre_scores_gemma":[0.0005633162,0.9987773,0.00005858878,0.0001474937,0.0001637869,0.000002678452,0.00001488027,7.908455e-7,0.0002712103],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003467817,"threshold_uncertainty_score":0.01160103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04601443959593642,"score_gpt":0.3455687994748123,"score_spread":0.2995543598788759,"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."}}