1. Home
  2. |Insights
  3. |Public-Private Partnerships On The Rise

Public-Private Partnerships On The Rise

Client Alert | less than 1 min read | 04.22.09

In "Funding America's Infrastructure Needs: Public-Private Partnerships May Help Close Infrastructure Gap," in the March 2009 issue of Construction Briefings, Steve McBrady of C&M examines the increasing use of Public-Private Partnerships (PPPs) in American infrastructure, as the federal government, states, and localities seek innovative mechanisms for upgrading and operating critical infrastructure. The recently passed American Recovery and Reinvestment Act of 2009, the Obama administration's proposal for a National Infrastructure Reinvestment Bank, and the upcoming Transportation Re-Authorization bill, will bolster these efforts and generate increased focus on the use of PPPs across the country.

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 .  ...