Privacy Enhancing and Scalable Federated Learning to Accelerate AI Implementation in Cross-Silo and IoMT Environments.

Federated Learning (FL) is a machine learning technique that enables to collaboratively learn valuable information across devices or sites without moving the data. In FL, the model is trained and shared across decentralized locations where data are privately owned. After local training, model updates are sent back to a central server, thus enabling access to distributed data on a large scale while maintaining privacy, security, and data access rights.

Evaluation of the left ventricle longitudinal deformity using myocardial-tracking signals in severely obese adolescents.

Background: The global prevalence of obesity in school-age children and adolescents has increased in recent decades. Obesity modifies some aspects of the cardiovascular system in order to preserve the body homoeostasis. Echocardiography to study ventricular function plays an important role in the evaluation of pathological re-modelling associated with left ventricular dysfunction.

Substance use and HIV risk in a sample of severely mentally Ill Puerto Rican women.

Latinos, and Puerto Ricans in particular, have been disproportionately impacted by HIV/AIDS. Severe mental illness (SMI) is associated with an increase in HIV risk. Relatively little research has focused on the role of SMI among Puerto Rican injection drug users (IDUs) and non-IDUs in susceptibility to and transmission of HIV and there are few published reports on HIV risk among Latina SMI.

Intimate partner violence victimization and perpetration by Puerto Rican women with severe mental illnesses.

Previous research indicates a higher prevalence of victimization among severely mentally ill women. Few studies have either compared these levels across diagnostic categories or evaluated perpetration by the women. We report qualitative and quantitative findings regarding intimate partner violence perpetrated both against and by a sample of 53 Puerto Rican women diagnosed with major depression, bipolar disorder, or schizophrenia.

Preliminary evidence for the integration of music into HIV prevention for severely mentally ill Latinas.

Background: Individuals with severe mental illness (SMI) may be at increased risk of HIV infection. Prevention programs designed specifically for SMI have relied primarily on principles of cognitive-behavior change theories delivered in a small group format and in venues and services utilized by SMI. Most intervention effects have not been shown to be sustainable over time.

I don't know who I am: severely mental ill Latina WSW navigating differentness.

We examine interviews from a qualitative study designed to examine HIV perceptions, risk, and risk management among Puerto Rican women who have sex with women (WSW) and who also have been diagnosed with major depression, bipolar disorder, or schizophrenia. These women's stories challenge both the lesbian and the Latino communities to reexamine how and why they claim individuals as their own and they similarly challenge professional communities, including HIV educators, health researchers, and medical care providers, to develop effective HIV prevention programs and counseling approaches that facilitate patient/client self-disclosure and consider cultural and contextual barriers to both self-disclosure and the provision of services.