AI Medical Compendium

SMGDiff: step mapping generalized diffusion model for efficient noise reduction in cardiac-gated myocardial perfusion SPECT images.

EJNMMI physics Jan 17, 2026

BACKGROUND: Improving the image quality of cardiac gating myocardial perfusion single-photon emission computed tomography (CG MP-SPECT) is crucial for accurate diagnosis. Diffusion model (DM) has recently shown promise in MP-SPECT image denoising, bu... read more

Use of artificial intelligence for veterinary triage: a promising tool but with limitations in the emergency setting.

The Veterinary record Jan 17, 2026

Using artificial intelligence in the vet sector.

The Veterinary record Jan 17, 2026

Development and validation of an interpretable machine learning model for non-invasive screening of precancerous gastric lesions using symptom and lifestyle data: a multicentre cohort study.

EClinicalMedicine Jan 17, 2026

BACKGROUND: Precancerous gastric lesions (PLGC) are a critical stage in gastric cancer progression, where timely intervention can substantially reduce mortality. However, current screening strategies are predominantly endoscopic, which are invasive, ... read more

Inter-rater reliability of a classification systems for distal radius fractures using radiology text and x-rays: what really matters?

European journal of radiology Jan 17, 2026

PURPOSE: This study used different metrics to assess the reliability of radiology text and images in Distal Radial Fractures (DRF) classifications using classifiers with varying levels of experience. METHODS: A random sample of 534 patients (16 + yea... read more

Patient and clinician engagement with generative artificial intelligence (GenAI): A scoping review of implications for patient-centered communication.

Patient education and counseling Jan 17, 2026

OBJECTIVE: To examine the influence of the emerging use of generative artificial intelligence (GenAI) within electronic health records and among the public on the patient-centeredness of communication in healthcare. METHOD: In this scoping review, we... read more

Rule-augmented constraint learning for semantic error detection in MIMIC-III knowledge graph.

International journal of medical informatics Jan 17, 2026

High-quality, error-free data is essential for developing reliable data-driven models, particularly in clinical decision support systems where inaccurate predictions can have serious consequences. While KGs offer a structured and semantically rich re... read more

Super-adhesive sensor based on amylopectin-polyacrylic acid hydrogel for deep learning-assisted sign language recognition.

Journal of colloid and interface science Jan 17, 2026

Flexible wearable electronic devices have garnered substantial research attention and emerged as a pivotal technology across diverse domains, ranging from healthcare monitoring to human-machine interaction. Despite significant advancements in flexibl... read more

Beyond binary diagnosis: Key questions on AI accuracy, real-world applicability, and safety in clinical decision support.

International journal of medical informatics Jan 17, 2026

This comment relates to Kücking et al.'s (2026) study on the bidirectional effects of artificial intelligence recommendations and healthcare provider related factors on the accuracy of wound impregnation diagnosis. While acknowledging the valuable co... read more

U2AD: Uncertainty-based unsupervised anomaly detection framework for detecting T2 hyperintensity in MRI spinal cord.

Medical image analysis Jan 17, 2026

T2 hyperintensities in spinal cord MR images are crucial biomarkers for conditions such as degenerative cervical myelopathy (DCM). However, current clinical diagnoses primarily rely on manual evaluation. Deep learning methods have shown promise in le... read more

Artificial Intelligence Medical Compendium