Aperiodic spectral slope tracks the effects of brain state on saliency responses in the human auditory cortex.

Alteration of responses to salient stimuli occurs in a wide range of brain disorders and may be rooted in pathophysiological brain state dynamics. Specifically, tonic and phasic modes of activity in the reticular activating system (RAS) influence, and are influenced by, salient stimuli, respectively. The RAS influences the spectral characteristics of activity in the neocortex, shifting the balance between low- and high-frequency fluctuations.

Automated Characterization of Abdominal MRI Exams Using Deep Learning.

Advances in magnetic resonance imaging (MRI) have revolutionized disease detection and treatment planning. However, as the volume and complexity of MRI data grow with increasing heterogeneity between institutions in imaging protocol, scanner technology, and data labeling, there is a need for a standardized methodology to efficiently identify, characterize, and label MRI sequences. Such a methodology is crucial for advancing research efforts that incorporate MRI data from diverse populations to develop robust machine learning models.

Training providers to implement heart failure shared medical appointments: A qualitative evaluation.

Shared medical appointments (SMA) help patients learn skills to self-manage chronic medical conditions. While this model of care delivery is thought to improve access to care with an efficient use of healthcare providers' time, many healthcare teams struggle to implement this healthcare model. Guidance and training resources on the implementation of SMAs is expected to improve adoption, implementation and sustainability of SMAs.

Task-irrelevant stimuli reliably boost phasic pupil-linked arousal but do not affect decision formation.

The arousal systems of the brainstem, specifically the locus coeruleus-noradrenaline system, respond "phasically" during decisions. These central arousal transients are accompanied by dilations of the pupil. Mechanistic attempts to understand the impact of phasic arousal on cognition would benefit from temporally precise experimental manipulations.