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ASBCA's FY15 Report – a Look at the Numbers

Client Alert | less than 1 min read | 11.05.15

Last month, the Armed Services Board of Contract Appeals published its FY15 Report of Transactions and Proceedings, which provides statistics regarding the adjudication of appeals between contractors and the Army, Navy, Air Force, Corps of Engineers, DLA, DCMA, CIA, NASA, other Defense agencies, and the Washington Metropolitan Area Transit Authority. This year's report reflects that the appellant prevailed in just over half of the appeals decided in the merits (53%) and indicates that, as usual, the board had a high success rate in resolving matters via ADR, with a 93% resolution in non-binding ADR.


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 .  ...