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Tag: Deep Learning

From retina to brain: how deep learning closes the gap in silent stroke screening

From retina to brain: how deep learning closes the gap in silent stroke screening

November 14, 2025November 14, 2025npj Digital Medicine

Silent brain infarctions (SBIs), affecting 20% of adults and increasing stroke risk, evade routine MRI screening. While retinal scans offer a “window to the brain,” prior AI failed to simultaneously detect SBIs and predict…

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AISAP Launches FDA-Cleared Platform in Ghana to Solve Cardiologist Shortage

AISAP Launches FDA-Cleared Platform in Ghana to Solve Cardiologist Shortage

November 13, 2025November 14, 2025HIT Consultant

What You Should Know:

– AISAP, an AI Point-of-Care Diagnostics company, announced a landmark field initiative in Ghana to deploy its FDA-cleared AI-powered cardiac diagnosis platform. This program directly addresses the profound challenge of healthcare…

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AI-driven prediction of progression to oral squamous cell carcinoma using a multiresolution pathology model

AI-driven prediction of progression to oral squamous cell carcinoma using a multiresolution pathology model

November 13, 2025November 14, 2025npj Digital Medicine

Potentially malignant oral lesions are visible mucosal changes with risk of progressing to squamous cell carcinoma. These lesions are currently graded as no, mild, moderate, or severe dysplasia per WHO guidelines. While widely used,…

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Automated detection of radiolucent foreign body aspiration on chest CT using deep learning

Automated detection of radiolucent foreign body aspiration on chest CT using deep learning

November 10, 2025November 10, 2025npj Digital Medicine

Radiolucent foreign body aspiration (FBA) remains diagnostically challenging due to its subtle imaging signatures on chest CT scans, often leading to delayed or missed diagnoses. We present a deep learning model integrating MedpSeg, a…

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Interpretable arrhythmia detection in ECG scans using deep learning ensembles: a genetic programming approach

Interpretable arrhythmia detection in ECG scans using deep learning ensembles: a genetic programming approach

November 6, 2025November 7, 2025npj Digital Medicine

Cardiovascular diseases remain the leading cause of death in developed countries. This study introduces deep learning ensembles for arrhythmia detection and atrial fibrillation (AF) recurrence prediction from electrocardiogram scans, supported by explainable artificial intelligence…

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Real-time detection of respiratory circuit events in mechanical ventilation using deep learning

Real-time detection of respiratory circuit events in mechanical ventilation using deep learning

October 25, 2025October 25, 2025npj Digital Medicine

Respiratory circuit events, including fluid accumulation and circuit or cuff leakage during mechanical ventilation, increase ventilator-associated event risks but often go undetected. We developed a convolutional neural network analyzing 57,296 annotated breaths (26,768 training/internal…

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Location and amount of joint involvement differentiates rheumatoid arthritis into different clinical subsets

Location and amount of joint involvement differentiates rheumatoid arthritis into different clinical subsets

October 23, 2025October 24, 2025npj Digital Medicine

Rheumatoid arthritis (RA) is a heterogeneous disease with variable symptoms, prognosis, and treatment response, necessitating refined patient classification. We applied multimodal deep learning and clustering to identify distinct RA phenotypes using baseline clinical data…

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A deep learning based automatic report generator for retinal optical coherence tomography images

A deep learning based automatic report generator for retinal optical coherence tomography images

October 20, 2025October 20, 2025npj Digital Medicine

Reading and summarizing insights from Optical Coherence Tomography (OCT) images is a routine yet time-consuming task that requires expensive time from experienced ophthalmologists. This paper introduces the Multi-label OCT Report Generation (MORG) model, a…

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Evidential deep learning-based ALK-expression screening using H&E-stained histopathological images

Evidential deep learning-based ALK-expression screening using H&E-stained histopathological images

October 14, 2025October 14, 2025npj Digital Medicine

Efficient and accurate identification of genetic alterations of non-small cell lung cancer is a critical diagnostic process for targeted therapies. Utilizing advanced modern deep learning is a potential solution that can accurately predict genetic…

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Deep learning CT model for stratified diagnosis of pancreatic cystic neoplasms: multicenter development, validation, and real-world clinical impact

Deep learning CT model for stratified diagnosis of pancreatic cystic neoplasms: multicenter development, validation, and real-world clinical impact

October 13, 2025October 14, 2025npj Digital Medicine

Pancreatic cystic neoplasms (PCN) are critical precursors for early pancreatic cancer detection, yet current diagnostic methods lack accuracy and consistency. This multicenter study developed and validated an artificial intelligence (AI)-powered CT model (PCN-AI) for…

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