Pulmonology

Pneumonia

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

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Showing 421-440 of 2,376 articles

Current and future use of artificial intelligence in valvular heart disease imaging.

Valvular heart disease (VHD) remains significantly underdiagnosed and undertreated. This review examines an artificial intelligence (AI)-enhanced 'spoke-hub-node' care model designed to improve the early detection, risk stratification, and treatment of VHD. In this model, AI tools-such as automated ECG interpretation, digital stethoscopes, and point-of-care ultrasound-facilitate decentralized scre...

Feb 9 2026 41355285

[Imaging of eosinophilic pneumonia : Differential diagnosis in radiological practice].

CLINICAL/METHODICAL ISSUE: Eosinophilic pneumonias are rare inflammatory lung diseases with heterogeneous clinical presentation and variable computer tomography (CT) patterns. Overlap with infectious, drug-induced, or neoplastic entities poses a diagnostic challenge in radiological practice. STANDARD RADIOLOGICAL METHODS: High-resolution computed tomography (HRCT) is the key imaging modality. Typi...

Feb 9 2026 41661280
Disability risk prediction models in community-dwelling older adults: a systematic review.

BACKGROUND: Early identification of disability risk in community-dwelling older adults has emerged as a critical public health priority. An increasing...

Feb 9 2026 41663979
Spatial amyloid-informed multimodal brain age as an early marker of Alzheimer's-related vulnerability and risk stratification.

BACKGROUND: Brain age gap (BAG)-the difference between predicted and chronological age-captures neurobiological aging, but MRI-only models insufficien...

Feb 6 2026 41653882
Semi-supervised multi-class pneumonia classification using a CNN-cascade forest framework.

Medical imaging diagnosis of pneumonia must be accurate at distinguishing between the various disease subtypes but must be resistant to sparse annotat...

Feb 5 2026 41644678
Impacts of delayed influenza vaccination on clinical outcomes in ICU-admitted patients with influenza: A retrospective cohort study.

BACKGROUND: Influenza vaccination is an effective measure for reducing the risk of severe influenza infection. However, the task of achieving adequate...

Feb 4 2026 41643751
Development and validation of a fentanyl quantification model for drug checking services.

BACKGROUND: Drug checking services are becoming increasingly popular. Despite the significant variability in fentanyl concentrations observed in the u...

Feb 4 2026 41704559
Digital Phenotyping for Adolescent Mental Health: Feasibility Study Using Machine Learning to Predict Mental Health Risk From Active and Passive Smartphone Data.

BACKGROUND: Adolescents are particularly vulnerable to mental disorders, with over 75% of lifetime cases emerging before the age of 25 years. Yet most...

Feb 4 2026 41637624
Validation and longitudinal trajectory analysis of an AI-based ECG model for aortic stenosis: from community screening to pre-TAVR risk stratification.

AIMS: Early aortic stenosis (AS) detection remains challenging, with many patients presenting late when left ventricular dysfunction may be irreversib...

Feb 3 2026 41716932
Predicting genetic evolution of viruses to identify suitable vaccines using artificial intelligence.

The evolution of the viruses is rapidly becoming a global challenge to the creation of vaccines since the new variants are often capable of escaping t...

Feb 3 2026 41634057
Machine Learning Models for Predicting Stroke-Associated Pneumonia: A Systematic Review and Meta-Analysis.

Stroke-associated pneumonia (SAP) is a frequent and severe complication following stroke. Recently, several machine learning (ML) models have been dev...

Feb 3 2026 41634499
Predicting non-emergency healthcare use in Australia using machine learning on longitudinal household data.

The persistent increase in healthcare expenditure has become a major challenge for the sustainability of public financing worldwide. Therefore, identi...

Feb 3 2026 41629360
Linking ecological strategies to niche breadth: interpretable machine learning unravels community patterns of nirS-type aerobic denitrifiers along oxygen gradients in drinking water reservoirs.

Aerobic denitrifying bacteria are increasingly recognized for nitrogen removal in deep drinking-water reservoirs, yet how dissolved oxygen (DO) gradie...

Feb 2 2026 41650620
Modeling Zero-Dose Children in Ethiopia: A Machine Learning Perspective on Model Performance and Predictor Variables.

BACKGROUND: Despite progress in childhood vaccination, many children in low- and middle-income countries, including Ethiopia, remain unvaccinated, pre...

Feb 2 2026 41628354
A GIS-based thermal mapping and forecasting approach to decarbonize residential heating systems based on metals: A city-level case study.

Decarbonizing residential heating requires the widespread implementation of cleaner energy infrastructures. The absence of reliable technologies to ph...

Feb 1 2026 41628577
Moving toward equitable juvenile justice risk assessments for adolescents: Considering clinical, community, and statistical fairness.

Risk assessments are often mandated within the juvenile justice system (JJS). Yet, it is unclear whether these protocols reflect equitable clinical to...

Feb 1 2026 41587171
Multi-omics and machine learning-based profiling of severity signatures in Mycoplasma pneumoniae infection in children.

Mycoplasma pneumoniae pneumonia (MPP) is a common respiratory infection in children; however, the mechanisms driving its progression to severe disease...

Jan 31 2026 41732270
Machine learning-driven identification of serotype-independent pneumococcal vaccine candidates using samples from human infection challenge studies.

Identifying conserved, immunogenic proteins that confer protection against Streptococcus pneumoniae (pneumococcus) colonization could enable developme...

Jan 31 2026 41621114
"I had eyes on me to help me": a qualitative descriptive study on trust in passive monitoring systems among older adults with mild cognitive impairment.

BACKGROUND: Passive monitoring can support aging in place for older adults with mild cognitive impairment (MCI). Yet, their trust in the technology is...

Jan 30 2026 41612896
IL2Pepscan: a machine learning framework for predicting IL-2 inducing peptides and their identification across global viral proteomes.

Interleukin-2 (IL-2) is a pivotal cytokine involved in regulating immune responses, particularly in the activation and proliferation of T cells. Inter...

Jan 30 2026 41618087
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