Law Commons^™

How Are You Holding Up? The State Of Judges' Well-Being: A Report On The 2019 National Judicial, Terry Maroney, David X. Swenson, Joan Bibelhausen, David Marc

Vanderbilt Law School Faculty Publications

Judges have always faced significant stressors, including the burden of consequential decision-making, exposure to disturbing evidence, and isolation. While every judicial assignment has its own mix of concerns, challenge is a constant. Recurrent experiences of serious stressors place judges at risk of burn-out, secondary trauma, poor mental and physical health, and substance use disorders.

Historically, such issues have been addressed primarily in the context of judicial fitness - that is, only when individual judges were suffering to the degree that they could no longer competently perform their duties would the system respond, and then usually for the purpose of discipline …

Is A Child's Life Twice As Valuable As An Adult's?, W. Kip Viscusi

Vanderbilt Law School Faculty Publications

The rise of interest in evidence-based policymaking has created incentives for regulatory agencies to demonstrate the overall benefit-cost merits of their policies. An agency can use evidence to choose more cost-beneficial policies, or it can create the appearance of desirable policies by changing the ground rules by which it assesses a policy's merits.

The Consumer Product Safety Commission (CPSC) recently chose the latter course when monetizing the benefit of mortality risk reductions for children from a proposed safety standard for operating cords on custom window coverings. The cords are currently estimated to be responsible for nine fatal injuries annually. Each …

A Game Theoretic Approach To Balance Privacy Risks And Familial Benefits, Ellen W. Clayton, Jia Guo, Murat Kantarcioglu, Et Al.

Vanderbilt Law School Faculty Publications

As recreational genomics continues to grow in its popularity, many people are afforded the opportunity to share their genomes in exchange for various services, including third-party interpretation (TPI) tools, to understand their predisposition to health problems and, based on genome similarity, to find extended family members. At the same time, these services have increasingly been reused by law enforcement to track down potential criminals through family members who disclose their genomic information. While it has been observed that many potential users shy away from such data sharing when they learn that their privacy cannot be assured, it remains unclear how …

Human-Centered Design To Address Biases In Artificial Intelligence, Ellen W. Clayton, You Chen, Laurie L. Novak, Shilo Anders, Bradley Malin

Vanderbilt Law School Faculty Publications

The potential of artificial intelligence (AI) to reduce health care disparities and inequities is recognized, but it can also exacerbate these issues if not implemented in an equitable manner. This perspective identifies potential biases in each stage of the AI life cycle, including data collection, annotation, machine learning model development, evaluation, deployment, operationalization, monitoring, and feedback integration. To mitigate these biases, we suggest involving a diverse group of stakeholders, using human-centered AI principles. Human-centered AI can help ensure that AI systems are designed and used in a way that benefits patients and society, which can reduce health disparities and inequities. …

Returning Integrated Genomic Risk And Clinical Recommendations: The Emerge Study, Ellen W. Clayton, Jodell E. Linder, Aimee Allworth, Sara T. Bland, 100 Others...

Vanderbilt Law School Faculty Publications

The potential of artificial intelligence (AI) to reduce health care disparities and inequities is recognized, but it can also exacerbate these issues if not implemented in an equitable manner. This perspective identifies potential biases in each stage of the AI life cycle, including data collection, annotation, machine learning model development, evaluation, deployment, operationalization, monitoring, and feedback integration. To mitigate these biases, we suggest involving a diverse group of stakeholders, using human-centered AI principles. Human-centered AI can help ensure that AI systems are designed and used in a way that benefits patients and society, which can reduce health disparities and inequities. …

Concordance Of International Regulation Of Pediatric Health Research, Ellen W. Clayton, Mark A. Rothstein Jd, Et Al.

Vanderbilt Law School Faculty Publications

International, multi-site, pediatric health research has shown great promise by vastly increasing the amount and heterogeneity of biospecimens and clinical records. However, considerable impediments are created by the significant costs and delays associated with obtaining regulatory approval in numerous countries, which is often complicated by varying and sometimes opaque research ethics standards and procedures. Although it is unlikely that the global community could reach consensus on a single set of research ethics policies and procedures, voluntary policy pronouncements by countries agreeing to defer to the approval of research ethics bodies in other countries might be a way forward.

Deference is …