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Declaratory Judgment Actions Examined

Client Alert | less than 1 min read | 05.08.06

A declaratory judgment action is sometimes the best way to resolve a contract dispute, but you must know how to use it. In “Declaratory Judgment Actions--An Effective Tool for Serious Situations," in the American Bar Association's Spring 2006 publication of The Procurement Lawyer, (http://www.crowell.com/pdf/Newsroom/Haile-Claybrook_procureSpr06.pdf) Rick Claybrook and Chris Haile of C&M examine the use of these special actions, providing insight into when they are most effective and warning of some common pitfalls to avoid.

Insights

Client Alert | 9 min read | 10.21.26

Artificial Intelligence in Life Sciences: Reliability of AI-Generated Evidence in Drug Discovery and Development

The life sciences sector is uniquely vulnerable to the inherent risks of AI-generated evidence in drug development and discovery. This client alert focuses on five core challenges: hallucinations, skewed predictions from unrepresentative training data, the opacity of AI reasoning, input sensitivity that undermines reproducibility, and adversarial manipulation of training data. To address these risks, companies should use experimental validation and human oversight as the common legal and regulatory safety net. This entails among other measures auditing AI outputs, characterizing training data, and structural oversight. Companies also should prepare for evolving frameworks and guidance from the U.S. Food and Drug Administration (FDA) and the European Union (EU) that address use of AI in drug discovery and development .  ...