Design of an improved graph-based model for real-time anomaly detection in healthcare using hybrid CNN-LSTM and federated learning.

Real-time monitoring and anomaly detection are essential in healthcare to ensure safe conditions for patients and maintain the integrity of medical data samples. The majority of existing systems, despite improvements in healthcare technologies, cannot capture the spatial and temporal patterns of multimodal data simultaneously, process high Volume data in real-time, and ensure the privacy of patients' identity effectively. In this work, we handle these limitations by proposing a complete approach that uses state-of-the-art deep learning and data processing architectures to realize resilient anomaly detection in healthcare systems.

Incorporating Faculty and Student Co-leadership in Workgroup Structures.

In 2020, the Dean of the University of Cincinnati College of Medicine created a college-wide task force to address inequities in the medical school curriculum. The task force consisted of four workgroups, each co-chaired by a faculty member and a student. This co-leadership model was chosen because it provided diverse perspectives and addressed the typical faculty-student power differentials.

Sorghum rhizosphere bacteriome studies and generation of multistrain beneficial bacterial consortia.

The plant rhizosphere microbiome plays a crucial role in plant growth and health. Within this microbiome, bacteria dominate, exhibiting traits that benefit plants, such as facilitating nutrient acquisition, fixing nitrogen, controlling pathogens, and promoting root growth. This study focuses on designing synthetic bacterial consortia using key bacterial strains which have been mapped and then isolated from the sorghum rhizosphere microbiome.

Mechanistic Insights into the Divergent Membrane Activities of a Viroporin from Chikungunya Virus and Its Transframe Variant.

Alphaviruses, a genus of vector-borne viruses in the family, encode a small ion-channel-forming protein, 6K, and its transframe variant (TF) during infections. Although 6K/TF have vital roles in glycoprotein transport, virus assembly, and budding, there is no mechanistic explanation for these functions. We investigated the distinct biochemical functionalities of 6K and TF from the mosquito-borne alphavirus, Chikungunya Virus.

Stem cell therapy approaches for non-malignant diseases & non-haematological diseases in India: A systematic review.

Background & objectives Our study aims to provide the diversity of stem cell use for non-malignant, non-haematological diseases in India through the lens of clinical trials. Methods A PRISMA approach was used to evaluate the safety and efficacy of stem cell use for the period 2001-2021 in India. The outcomes were measured using each disease category, types of stem cells, the origin of stem cells, safety, and efficacy.