A Deep Learning-Based Radiomic Classifier for Usual Interstitial Pneumonia.

Background: Because chest CT scan has largely supplanted surgical lung biopsy for diagnosing most cases of interstitial lung disease (ILD), tools to standardize CT scan interpretation are urgently needed.

Research Question: Does a deep learning (DL)-based classifier for usual interstitial pneumonia (UIP) derived using CT scan features accurately discriminate radiologist-determined visual UIP?

Study Design And Methods: A retrospective cohort study was performed. Chest CT scans acquired in individuals with and without ILD were drawn from a variety of public and private data sources.

Standardising the organisation of clinical equipment on surgical wards at North Bristol NHS Trust: a quality improvement initiative.

Poorly organised clinical equipment can waste significant amounts of time otherwise available for direct patient care. As a group of foundation year one doctors, we identified the organisation of clinical equipment across surgical wards at North Bristol NHS Trust to be poor with stocks often low and items frequently difficult to locate. Time-motion studies (n=80) were confirmatory demonstrating that the mean time to collect equipment necessary for venepuncture, cannulation, arterial blood gases, or blood cultures ranged from 121 to 174 seconds between different areas.

Engaging all doctors in continuous quality improvement: a structured, supported programme for first-year doctors across a training deanery in England.

The structure of postgraduate medical training rightly puts enormous emphasis on gathering clinical experience and constantly updating knowledge of relevant medical research to use in practice. At most, this can be contrasted with the slight emphasis on clinical leadership and acquiring the skills to effect change and improve the quality of care. Doctors play central roles in orchestrating the clinical management of patients across multiple settings within the healthcare system.

The role of thoracic imaging in the intensive care unit.

Radiology is critical in managing patients on intensive care units. The portable chest X-ray is widely used, but ultrasound and computed tomography are of diagnostic value in selected cases. This article discusses the role of thoracic imaging in the intensive care unit.

Surgical management of single ostium anomalous coronary artery from pulmonary artery.

A 6-week-old infant presenting in heart failure was suspected on echocardiography of having anomalous origin of the whole coronary circulation from the pulmonary artery arising from a single ostium. This was confirmed at operation, and the child underwent successful correction. The management of cardiopulmonary bypass and myocardial protection in this abnormality is discussed.

Eight years survival after partial left ventriculectomy.

Remodelling the left ventricle by partial left ventriculectomy (PLV) has been proposed as an alternative surgical treatment for end-stage heart failure. We present the case of a patient with dilated idiopathic cardiomyopathy who underwent PLV and remains in NYHA functional Class I eight years after the surgery.