FY05 Protestors Achieve Effective Relief 37% Of Time At GAO
Client Alert | less than 1 min read | 01.27.06
GAO recently reported to Congress a 23% "sustain" (win) rate for protests decided in FY05. Even more impressive, GAO reported an "effectiveness" rate of 37%, meaning that, between winning the protest and having the agency concede error and take corrective action before a decision was rendered, protestors obtained effective relief in over one-third of the protests resolved last fiscal year.
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AI in Life Sciences: Ten Legal Considerations and Risks of AI Use in Drug Discovery and Development
Over the past several years, the biopharmaceutical industry has embraced artificial intelligence and machine learning (AI/ML) in near lockstep with the pace of AI/ML innovations. Today, industry leaders are using AI/ML to, among other things: discover and assess biological pathways, target chemical structures and sequences; design proteins; model pre-clinical and clinical trials; recruit and screen potential patient populations; evaluate clinical trial results and biomarker data; prepare regulatory filings; and manage supply chains. Deployment of new AI/ML models promises extraordinary advances in pharmaceutical development. However, as with any technological and scientific advances, the use of AI/ML also poses substantial legal risks that life sciences companies need to consider and proactively manage.
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Mining, Indigenous Consultation Rights, and Investment Treaty Protection
