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OGE Issues Final Rule on Gifts

Client Alert | 1 min read | 11.22.16

The Office of Government Ethics has issued a final rule revising the Standards of Ethical Conduct for Employees of the Executive Branch applicable to the solicitation and acceptance of gifts from outside sources imposing a duty to decline otherwise permissible gifts when the appearance of impropriety is present, adding new examples of how to apply the rules, codifying previous interpretations of the gift rule, and retaining the $20 de minimis exception. In the rule, discussed more fully here, OGE says it will provide additional guidance and training as warranted.

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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 .  ...