Working in Extended Reality in the Wild: Worker and Bystander Experiences of XR Virtual Displays in Public Real-World Settings.

Although access to sufficient screen space is crucial to knowledge work, workers often find themselves with limited access to display infrastructure in remote or public settings. While virtual displays can be used to extend the available screen space through extended reality (XR) head-worn displays (HWD), we must better understand the implications of working with them in public settings from both users' and bystanders' viewpoints. To this end, we conducted two user studies.

Protocol for predicting single- and multiple-dose-dependent gene expression using deep generative learning.

Variational autoencoders (VAEs) can be used to model the gene expression space of single-cell RNA sequencing (scRNA-seq) data. Here, we present a protocol for using single-cell variational inference of dose response (scVIDR), a VAE designed to model single-cell gene expression for dose-dependent chemical perturbations. We describe steps to access the scVIDR code and data using a containerization application called Docker.

Soybean (Glycine max L.) canopy response to simulated dicamba vapor drift using unmanned aerial sensing.

Background: Concerns about off-target dicamba exposure to sensitive vegetation have escalated following the commercialization of dicamba-tolerant (DT) soybean [Glycine max (L.) Merr.] and cotton (Gossypium hirsutum L.

From plant traits to fire behavior: Scaling issues in flammability studies.

Despite fire being one of the oldest and most important ecological disturbance processes on Earth, many aspects of fire-vegetation feedbacks are poorly understood, limiting their accurate representation in predictive models. Translating plant flammability traits to fire behavior and fire effects on ecosystems has proven a challenge with different disciplines approaching the problem at widely different scales. One approach has been a top-down assessment of ecosystem-level effects of vegetation structural characteristics and plant physiology on fuel properties such as fuel moisture.