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US FDA’s Machine Learning Analysis Suggests Where To Look For Manufacturing Site Quality Problems

 
• By Bowman Cox

XGBoost model sees site complexity contributes to quality risk, but misses device-related issues, says third FDA pharmaceutical quality report.

Watching the machine learn
watching the machine learn • Source: Alamy

Using a machine learning regression model on a decade of manufacturing site inspection data, the US Food and Drug Administration’s Office of Pharmaceutical Quality has identified an array of underlying quality factors, some of them obvious to most observers, others quite obscure, that the agency may use in targeting future surveillance activities.

After chewing on the FDA’s data, the open-source model confirmed, for example, the widely held belief that manufacturing sites in...

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US FDA’s Tough Talk On Talc: Regulating In An Echo Chamber

 
• By Michael McCaughan

An FDA “expert roundtable” on talc produced a new talking point on a potential drug safety risk, but the basis of that claim is difficult to determine.

UK’s Decentralized Manufacturing Rules Designed To Allow For ‘Future Developments’

 
• By Eliza Slawther

The UK drug regulator acknowledges that technology will “move on” and, as such, has designed its decentralized manufacturing regulation to be as “enduring” as possible. Experts from the MHRA explain what products are covered by the new framework and how it has been future-proofed.

EUCOPE Wants Simpler Manufacturing Rules And Framework For Combined Trials Under EU Biotech Act

 
• By Eliza Slawther

EU authorities must “take advantage” of the upcoming Biotech Act to reassess the bloc’s policies and “offset existing challenges” for small and midsized enterprises, trade association EUCOPE has said.

UK MHRA Helps Sponsors Prepare For ‘World’s First’ Decentralized Manufacturing Framework

 
• By Neena Brizmohun

The UK drug regulator, the MHRA, is set to launch its decentralized manufacturing framework in July, and has issued a series of guidance documents that it believes will help companies and also be of value to other countries that are considering how best to regulate the fledging sector.

More from Compliance

UK’s Decentralized Manufacturing Rules Designed To Allow For ‘Future Developments’

 
• By Eliza Slawther

The UK drug regulator acknowledges that technology will “move on” and, as such, has designed its decentralized manufacturing regulation to be as “enduring” as possible. Experts from the MHRA explain what products are covered by the new framework and how it has been future-proofed.

EUCOPE Wants Simpler Manufacturing Rules And Framework For Combined Trials Under EU Biotech Act

 
• By Eliza Slawther

EU authorities must “take advantage” of the upcoming Biotech Act to reassess the bloc’s policies and “offset existing challenges” for small and midsized enterprises, trade association EUCOPE has said.

UK MHRA Helps Sponsors Prepare For ‘World’s First’ Decentralized Manufacturing Framework

 
• By Neena Brizmohun

The UK drug regulator, the MHRA, is set to launch its decentralized manufacturing framework in July, and has issued a series of guidance documents that it believes will help companies and also be of value to other countries that are considering how best to regulate the fledging sector.