CheXmask: a large-scale dataset of anatomical segmentation masks for multi-center chest x-ray images.

The development of successful artificial intelligence models for chest X-ray analysis relies on large, diverse datasets with high-quality annotations. While several databases of chest X-ray images have been released, most include disease diagnosis labels but lack detailed pixel-level anatomical segmentation labels. To address this gap, we introduce an extensive chest X-ray multi-center segmentation dataset with uniform and fine-grain anatomical annotations for images coming from five well-known publicly available databases: ChestX-ray8, CheXpert, MIMIC-CXR-JPG, Padchest, and VinDr-CXR, resulting in 657,566 segmentation masks. Our methodology utilizes the HybridGNet model to ensure consistent and high-quality segmentations across all datasets. Rigorous validation, including expert physician evaluation and automatic quality control, was conducted to validate the resulting masks. Additionally, we provide individualized quality indices per mask and an overall quality estimation per dataset. This dataset serves as a valuable resource for the broader scientific community, streamlining the development and assessment of innovative methodologies in chest X-ray analysis.

Importance of Doppler ultrasound in vaginal foreign body: case report and review of the literature.

The aim of this paper is to describe the distinctive ultrasound findings of a case of vaginal bleeding caused by the presence of a foreign body. We present the case of an infant who consulted for vaginal bleeding and foul-smelling discharge. The ultrasound revealed signs of vaginal distension due to heterogeneous-hematic contents and parietal thickening. At Doppler examination, a striking finding of increased vascularization limited to the upper two-thirds of the vaginal wall was found, which was initially interpreted as a sign of local inflammation suggesting the presence of an underlying foreign body. At direct vaginoscopic examination remains of toilet paper in the vaginal fundus were found. The presence of a foreign body in the vagina is an uncommon cause of discharge and vaginal bleeding in pediatrics, therefore, this etiology should be kept in mind when the adequate clinical context arises. Doppler ultrasound represents a first-line complementary method when this entity is suspected.