Research graph
References from Machine learning and Voronoi-based decision boundaries for Bacterial vaginosis to determine population- specific microbial interactions. Local targets link to admitted publications; unresolved targets remain external evidence.
The female vaginal microbiome in health and bacterial vaginosis
10.3389/fcimb.2021.631972 · 2021 · External reference
Bacterial vaginosis is a strong predictor of Neisseria gonorrhoeae and Chlamydia trachomatis infection
10.1086/367658 · 2003 · External reference
Interplay between the temporal dynamics of the vaginal microbiota and human papillomavirus detection
10.1093/infdis/jiu330 · 2014 · External reference
Bacterial vaginosis and its association with infertility, endometritis, and pelvic inflammatory disease
10.1016/j.ajog.2020.10.019 · 2021 · External reference
Association between acquisition of herpes simplex virus type 2 in women and bacterial vaginosis
10.1086/375819 · 2003 · External reference
A cluster analysis of bacterial vaginosis-associated microflora and pelvic inflammatory disease
10.1093/aje/kwi243 · 2005 · External reference
Bacterial vaginosis and HIV acquisition: A meta-analysis of published studies
10.1097/qad.0b013e3283021a37 · 2008 · External reference
Nonspecific vaginitis. Diagnostic criteria and microbial and epidemiologic associations
1983 · External reference
Reliability of diagnosing bacterial vaginosis is improved by a standardized method of gram stain interpretation
10.1128/jcm.29.2.297-301.1991 · 1991 · External reference
Differences in vaginal microbiome in African American women versus women of European ancestry
10.1099/mic.0.081034-0 · 2014 · External reference
The prevalence of bacterial vaginosis in the United States, 2001–2004; associations with symptoms, sexual behaviors, and reproductive health
10.1097/olq.0b013e318074e565 · 2007 · External reference
Asymptomatic bacterial vaginosis: To treat or not to treat?
10.1007/s11908-020-00740-z · 2020 · External reference
Bacterial communities in women with bacterial vaginosis: High resolution phylogenetic analyses reveal relationships of microbiota to clinical criteria
10.1371/journal.pone.0037818 · 2012 · External reference
Vaginal microbiome of reproductive-age women
10.1073/pnas.1002611107 · 2011 · External reference
10.1145/2638404.2638521
10.1145/2638404.2638521 · External reference
Machine learning classifiers provide insight into the relationship between microbial communities and bacterial vaginosis
10.1186/s13040-015-0055-3 · 2015 · External reference
Ethnic disparity in diagnosing asymptomatic bacterial vaginosis using machine learning
10.1038/s41746-023-00953-1 · 2023 · External reference
Explainable Artificial Intelligence (XAI): What we know and what is left to attain Trustworthy Artificial Intelligence
10.1016/j.inffus.2023.101805 · 2023 · External reference
Deterministic local interpretable model-agnostic explanations for stable explainability
10.3390/make3030027 · 2021 · External reference
Permutation importance: A corrected feature importance measure
10.1093/bioinformatics/btq134 · 2010 · External reference
Visualizing high-dimensional data using t-SNE
2008 · External reference
Mixtures of probabilistic principal component analysers
External reference
UMAP: Uniform manifold approximation and projection for dimension reduction
2020 · External reference
Visualizing multi-dimensional decision boundaries in 2D
10.1007/s10618-013-0342-x · 2013 · External reference
10.1109/icaca.2016.7887916
10.1109/icaca.2016.7887916 · External reference
Molecular identification of bacteria associated with bacterial vaginosis
10.1056/nejmoa043802 · 2005 · External reference
Molecular analysis of the diversity of vaginal microbiota associated with bacterial vaginosis
10.1186/1471-2164-11-488 · 2010 · External reference
Haemophilus vaginalis vaginitis: A newly defined specific infection previously classified non-specific vaginitis
10.1016/0002-9378(55)90095-8 · 1955 · External reference
Targeted PCR for detection of vaginal bacteria associated with bacterial vaginosis
10.1128/jcm.01272-07 · 2007 · External reference
Quantitative PCR assessments of bacterial species in women with and without bacterial vaginosis
10.1128/jcm.00851-09 · 2010 · External reference
Gardnerella vaginalis does not always cause bacterial vaginosis
10.1093/infdis/jiu303 · 2014 · External reference
Gardnerella vaginalis and Prevotella bivia trigger distinct and overlapping phenotypes in a mouse model of bacterial vaginosis
10.1093/infdis/jiy704 · 2019 · External reference
Immunometabolic analysis of Mobiluncus mulieris and Eggerthella sp. reveals novel insights into their pathogenic contributions to the hallmarks of bacterial vaginosis
10.3389/fcimb.2021.759697 · 2021 · External reference
Is the physiological composition of the vaginal microbiome altered in high-risk HPV infection of the uterine cervix?
10.3390/v14102130 · 2022 · External reference
Antibiotic resistance of human periodontal pathogen Parvimonas micra over 10 years
10.3390/antibiotics9100709 · 2020 · External reference
Co-infection of bacterial vaginosis and mycoplasma genitalium in pregnant women
10.1016/j.ajog.2021.11.1312 · 2022 · External reference
Vaginal Leptothrix: An innocent bystander?
10.3390/microorganisms10081645 · 2022 · External reference
Emergent genital infection by Leptotrichia trevisanii
10.1007/s15010-018-1175-8 · 2019 · External reference
Social, microbial, and immune factors linking bacterial vaginosis and infectious diseases
10.1172/jci184322 · 2025 · External reference
Population-level predictive variation in machine learning diagnosis of symptomatic bacterial vaginosis
10.1038/s44294-025-00092-w · 2025 · External reference
Log (Lactobacillus crispatus/ Gardnerella vaginalis): A new indicator of diagnosing bacterial vaginosis
10.1080/21655979.2022.2027059 · 2022 · External reference
Unresolved reference
External reference
Integrating compositional and functional content to describe vaginal microbiomes in health and disease
10.1186/s40168-023-01692-x · 2023 · External reference
Unresolved reference
External reference
The Human Microbiome Project: A community resource for the healthy human microbiome
10.1371/journal.pbio.1001377 · 2012 · External reference
