Comparison of Chart Review and Administrative Data in Developing Predictive Models for Readmissions in Chronic Obstructive Pulmonary Disease.

This study aimed to evaluate the performance of machine learning models for predicting readmission of patients with Chronic Obstructive Pulmonary Disease (COPD) based on administrative data and chart review data. The study analyzed 4,327 patient encounters from the University of Chicago Medicine to assess the risk of readmission within 90 days after an acute exacerbation of COPD. Two random forest prediction models were compared.

An Examination of predictors of prospective changes in self-reported drinker identity and changes in drinker identity as a predictor of changes in alcohol use and associated consequences.

Purpose: Self-reported drinker identity, the extent to which one views oneself as a drinker, is associated with alcohol consumption and related harms in young adults. The current study examined changes in self-reported drinker identity, theoretically relevant factors associated with drinker identity development, and drinker identity's association with changes in drinking and alcohol-related consequences. We hypothesized that drinker identity would increase over time; theoretically relevant factors would be significantly and positively associated with that increase, and increases in drinking identity would be associated with elevated drinking and related consequences.

Polysomnographic titration of non-invasive ventilation in motor neurone disease (3TLA): study protocol for a randomised controlled trial.

Background: Non-invasive ventilation (NIV) uses positive pressure to assist people with respiratory muscle weakness or severe respiratory compromise to breathe. Most people use this treatment during sleep when breathing is most susceptible to instability. The benefits of using NIV in motor neurone disease (MND) are well-established.

mRNA export factors store nascent transcripts within nuclear speckles as an adaptive response to transient global inhibition of transcription.

Several transcription inhibitors have been developed as cancer therapies. However, they show modest clinical activity, highlighting that our understanding of the cellular response to transcriptional inhibition remains incomplete. Here we report that potent inhibitors of transcription not only impact mRNA output but also markedly impair mRNA transcript localization and nuclear export.