Urgent findings in CT chest examinations: Radiography and medical students' capabilities and learning perspectives - a preliminary study.

Introduction: Radiography and medical students (RMS), upon graduation, require capabilities to provide life-saving care through identification and communication of urgent findings on radiological imaging. This preliminary study investigated RMS' ability to identify and categorise urgent findings on CT examinations. It also explored their experiences of image interpretation education.

Understanding the Current Practice in Chest Tube Management Following Lung Resection-A Canadian National Survey.

Aim: Timing of chest tube removal post lung resection is variable in practice and often based on personal experience rather than evidence. The current practice in chest tube management among thoracic surgeons across Canada is so far unknown. Our primary aim was to assess the current status of chest tube removal in Canada in order to uncover potential shortcomings.

Improving influenza forecast in the tropics and subtropics: a case study of Hong Kong.

Influenza forecasts could aid public health response as shown for temperate regions, but such efforts are more challenging in the tropics and subtropics due to more irregular influenza activities. Here, we built six forecast approaches for influenza in the (sub)tropics, with six model forms designed to model seasonal infection risk (i.e.

Unsupervised deep learning of electrocardiograms enables scalable human disease profiling.

The 12-lead electrocardiogram (ECG) is inexpensive and widely available. Whether conditions across the human disease landscape can be detected using the ECG is unclear. We developed a deep learning denoising autoencoder and systematically evaluated associations between ECG encodings and ~1,600 Phecode-based diseases in three datasets separate from model development, and meta-analyzed the results.

Psychometric Properties of the Edinburgh Postnatal Depression Scale Among Rural-Dwelling U.S. Women.

To decrease the high rates of mental health-related maternal morbidity and mortality among rural-dwelling women, it is critical to identify those experiencing postpartum depression (PPD) and provide necessary follow-up care. To effectively screen for PPD, clinicians must utilize instruments which account for context-specific factors and maintain validity across diverse populations. The Edinburgh Postnatal Depression Scale (EPDS) is the most commonly used depression screening tool in perinatal settings, but has not been validated for use within rural American settings.