Public Health & Policy

Latest AI and machine learning research in public health & policy for healthcare professionals.

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Non-invasive periodontal screening using self-reported-oral-health (SROH) questionnaire and salivary biomarkers: development and validation of machine learning models.

BACKGROUND: Accurate and accessible screening tools for periodontitis are essential for early detection and disease prevention. This study evaluated a non-invasive diagnostic approach integrating sociodemographic data, self-reported oral health (SROH) questionnaires, and salivary biomarkers, using both conventional statistical and machine learning (ML) predictive models. METHODS: Seventy-seven adu...

Jun 5 2026 42243783

Multistate animal-contact-related nontyphoidal Salmonella enterica outbreaks in the United States, 2009-2022: Network and machine learning analyses of exposure sources, settings, and serovars.

BACKGROUND: Nontyphoidal Salmonella enterica (NTS) is a major public‑health threat in the United States of America (U.S.). Evaluating associations between serovars, exposure sources, and settings in multistate outbreaks can reveal the drivers of NTS transmission and guide prioritization of targeted prevention and control strategies. METHODS: We analyzed multistate animal‑contact-related NTS outbre...

Jun 5 2026 42247430
Topological data analysis for predicting disease outbreaks in humanitarian settings: A machine learning approach.

BACKGROUND: Humanitarian settings are highly vulnerable to infectious disease outbreaks because displacement, crowding, disruption of health services,...

Jun 5 2026 42247445
An automated end-to-end pipeline for the management, de-identification, and distribution of whole-slide images using DICOM: An institutional implementation.

Medical imaging data are an essential resource for research and teaching; however, regulations such as the Health Insurance Portability and Accountabi...

Jun 4 2026 42389204
Environmental conditions and animal hosts shape the spatial transmission risks of echinococcosis in China.

Echinococcosis poses a major public-health challenge and substantial socioeconomic burdens in pastoral regions. Yet the spatial transmission risks in ...

Jun 4 2026 42248289
Machine Learning Reveals the Contribution of Rare Genetic Variants and Enhances Risk Prediction for Coronary Artery Disease in the Japanese Population.

BACKGROUND: GWASs (genome-wide association studies) have advanced our understanding of coronary artery disease (CAD) genetics and enabled the developm...

Jun 4 2026 42237915
Integrating epidemiologic modeling and explainable machine learning to predict and identify factors associated with self-reported depression among adults in Tennessee, United States.

BACKGROUND: Depression is a major public health concern, with Tennessee ranking among the U.S. states with the highest prevalence. Despite its burden,...

Jun 4 2026 42240757
Longitudinal serum uric acid transition patterns and their clinical, genetic, and dietary determinants: prospective prediction of incident hyperuricemia and gout in a Korean population-based cohort.

BACKGROUND: Longitudinal serum uric acid (SUA) transition patterns and their clinical, genetic, and dietary determinants remain poorly characterized. ...

Jun 4 2026 42240788
Advancing Gastrointestinal Cancer Risk Prediction With Patient-Centered Machine Learning: Machine Learning Modeling Study.

BACKGROUND: Gastrointestinal (GI) cancers are a significant health concern in South Korea. Recently, machine learning (ML) models have emerged as powe...

Jun 4 2026 42241216
Plasma signals of lung tumor promotion for molecular cancer prevention.

Predicting lung cancer risk would enhance prevention trials. Although the Canakinumab Anti-inflammatory Thrombosis Outcome Study (CANTOS) trial demons...

Jun 4 2026 42242224
AI-based oculomics for trajectory-driven risk stratification of pathologic myopia in paediatric high myopia.

AIMS: To identify early oculomic biomarkers predictive of pathologic myopia (PM) in children with high myopia (HM) and to develop an artificial intell...

Jun 4 2026 42242890
[State of the art and innovations in breast cancer prevention and screening strategies].

Breast cancer is the most common cancer among women, and its incidence is increasing, particularly in France, due to changes in lifestyle and exposure...

Jun 4 2026 42242965
Substance-induced manic psychosis in which delusions were corroborated by a chatbot - case report.

BACKGROUND: This case describes a substance-induced manic episode with psychotic features in which interaction with an AI (artificial intelligence) ch...

Jun 4 2026 42243814
Network analysis of pairwise relative tuberculosis transmission probabilities in Lima, Peru.

Identifying transmission events is important in understanding infectious disease dynamics. Such events are typically unobservable, particularly in res...

Jun 3 2026 41869840
Smartphone-based Detection of Group A Streptococcal Pharyngitis in Ugandan Children: A Pilot Study.

Prompt diagnosis of group A streptococcal pharyngitis is essential for primary prevention of acute rheumatic fever and rheumatic heart disease, yet af...

Jun 3 2026 42231073
Ethical and Legal Challenges of Partially and Fully Autonomous AI in Healthcare: Reinterpreting Liability and Preserving Trust.

Artificial intelligence (AI) is increasingly embedded in healthcare in a variety of ways, ranging from semi-autonomous decision support systems to the...

Jun 3 2026 42233416
A systematic review of molecular signaling in the muscle-brain-gut axis: exercise-induced myokines and microbial metabolites as key mediators.

Exercise physiology is evolving from an organ-based framework toward a systems-level understanding, where molecular interactions between muscle, brain...

Jun 3 2026 42234268
Suicidal Ideation in Online Spaces Through the Lens of Interpersonal Theory of Suicide: Exploratory Study of Self-Disclosure, Peer Support, and AI Responses.

BACKGROUND: Suicide is a critical global public health issue, with millions experiencing suicidal ideation (SI) each year. Global estimates suggest th...

Jun 3 2026 42234942
Genomic and socioeconomic drivers of antimicrobial resistance forecast to 2050.

Antimicrobial resistance (AMR) is rising worldwide, and a better understanding of the genetic and socioeconomic determinants tied to it may establish ...

Jun 3 2026 42235509
Insights into middle-aged men (40-70) who died by suicide: a nationwide mixed methods study in the Netherlands.

BACKGROUND: Globally, middle-aged men dominate suicide statistics in many regions. To understand their heightened vulnerability, we examine the interp...

Jun 2 2026 42231238
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