Pulmonology

Pneumonia

Latest AI and machine learning research in pneumonia for healthcare professionals.

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A radiology-aware fuzzy deep learning framework with entropy-guided feature selection for robust multi-disease chest X-ray classification across multiple magnifications.

Chest X-ray (CXR) imaging remains the most widely used and cost-effective modality for diagnosing thoracic diseases, yet automated multi-disease interpretation remains challenging due to acquisition variability, subtle overlapping pathologies, and multi-class classification complexity. Existing deep learning approaches often lack uncertainty modeling, interpretability, and robustness across hetero...

Jul 30 2026 42530795

Why did NICE not Recommend AI for CXR Reading in the UK?

The National Institute for Health and Care Excellence (NICE), which advises the National Health Service (NHS) on cost-effective resource allocation, introduced its Early Value Assessment (EVA) pathway in 2020 to accelerate access to promising digital and artificial intelligence (AI) technologies while further evidence is generated. However, one of the first EVA cohorts not to receive a conditional...

Jul 30 2026 42532688
An Explainable Cryobiopsy AI Model, CRAI, to Predict Progression in Interstitial Pneumonia.

Interstitial lung disease (ILD) encompasses diverse pulmonary disorders with varied prognoses. Current pathological diagnoses suffer from inter-observ...

Jul 29 2026 42526602
ViralMap: predicting features in viral proteins from primary sequence.

Modern viral vaccines are designed to elicit an immune response against viral proteins that mediate infection, making those proteins important targets...

Jul 28 2026 42517630
Machine learning reveals biocontrol agents shaping disease outcome in natural Arabidopsis populations.

Plants recruit antagonistic microbes to defend against phytopathogens, offering a route to rational biocontrol beyond empirical screening. Here, using...

Jul 28 2026 42521687
The Role of Pharmacists in Tackling Mpox: Challenges and Future Prospects: A Narrative Review.

BACKGROUND AND AIMS: Pharmacists play a key role in managing and mitigating mpox through clinical care, pharmacovigilance, vaccine management, and res...

Jul 27 2026 42517023
A 3-year wastewater-based epidemiology study of noroviruses in Senegal.

UNLABELLED: Norovirus is a leading cause of acute gastroenteritis worldwide due to its high contagiousness, widespread transmission, and the lack of t...

Jul 27 2026 42505094
Preoperative Optimization for Ventral Hernia Repair: Augmented Evidence Review.

BACKGROUND: Preoperative optimization is widely recommended for patients undergoing ventral hernia repair. However, the clinical impact of individual ...

Jul 27 2026 42508724
Designing fiber-gut microbiome interactions with active learning.

Identifying synergies between dietary fibers and beneficial bacteria holds promise for precision interventions that optimize gut health, yet these int...

Jul 27 2026 42509322
Mapping Depression Correlated Amygdala Communication.

The amygdala is a central hub for emotional processing, whose interactions with large-scale brain networks have been implicated in the pathophysiology...

Jul 25 2026 42501214
Machine learning classification of frailty using wearable-derived sleep metrics in community-dwelling older adults.

INTRODUCTION: Frailty is a multifactorial geriatric syndrome, and sleep disturbances have emerged as a potential contributing factor. However, convent...

Jul 23 2026 42490346
A Community-in-the-Loop Approach to Smart Home Monitoring for Aging in Place: Mixed Methods Evaluation of a Co-Designed Prototype.

BACKGROUND: The population of adults aged 65 and older is rapidly increasing, while the availability of caregivers is declining. Smart homes that prov...

Jul 23 2026 42492087
Battling the Bots and Defending Against Fraudulent Responses in an International Community-Engaged Web-Based Survey With People Living With Long COVID: Methodological Study.

BACKGROUND: Web-based surveys involving self-reported questionnaires are vulnerable to fraudulent responses. Advancements in artificial intelligence a...

Jul 23 2026 42492482
An explainable multi-label Diagnostic Prediction Model for lung diseases based on proteomic biomarkers.

OBJECTIVES: Differential diagnosis of pneumonia, tuberculosis, and lung cancer is highly challenging due to overlapping clinical presentations and hig...

Jul 23 2026 42499817
Development of a clinical trial knowledge management application for community oncology.

INTRODUCTION: Participation in cancer clinical trials is low in community oncology settings, partly because institution-specific trial information is ...

Jul 22 2026 42488172
Personalized cancer vaccines: bridging immune-oncology and precision medicine for advanced therapeutics.

Despite advancements in therapeutic cancer vaccines, clinical translation has been hindered by limited efficacy, with Sipuleucel-T remaining the only ...

Jul 22 2026 42481451
Machine Learning-Based Prediction of Planned Home Care Follow-Up Intervals in Older Adults: Evidence From the YASAM Observational Cohort.

OBJECTIVES: To develop and validate machine learning models for predicting clinician-determined follow-up interval categories in home care services am...

Jul 21 2026 42480328
Evaluating the reliability and information quality of ChatGPT responses on vaccine hesitancy: an expert panel study.

BACKGROUND: Vaccine hesitancy is a major public health problem that threatens global immunisation programmes. The use of artificial intelligence-based...

Jul 21 2026 42482189
COVLIAS 3.5: integration of attention-based segmentation technique with fuzzy dilated convolutional neural networks for improved classification of chest X-ray scans for multiclass pneumonia diagnosis.

This study aims to improve pneumonia diagnosis by integrating attention-based U-Net models for lung segmentation with fuzzy logic-enhanced CNNs for cl...

Jul 21 2026 42477066
Youth health volunteers shaping the future of community-based digital health.

The use of digital health technologies is advancing the provision of community health services, especially in low- and middle-income countries. Howeve...

Jul 21 2026 42479721
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