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Author

Andrew Bate

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Open access Aug 2026

When does Follow-up on Adverse Events Improve the Understanding of Medicine and Vaccine Safety? Insights from Global Expert Perspectives.

The results indicate that follow-up improves understanding when it resolves clinical uncertainty, but is inefficient when pursued without regard to impact, supporting a shift to proportionate, purpose-driven follow-up strategies for consistent and efficient use of resources.

V. Kara, F. van Hunsel, Manal Younus et al. · 0 citations
Review Open access Aug 2026

Optimising Pharmacovigilance Efficiency with MLIT (Machine Learning for Intelligent Triage): A Tool for Statistical Safety Alerts.

This study highlights the potential of ML-based tools to improve pharmacovigilance by enhancing signal detection performance, reducing the likelihood of missed signals, while increasing operational efficiency, and strengthening reproducibility and transparency.

Luciano Ciccarelli, Olivia Mahaux, Christie Roshan et al. · 0 citations
Review Open access Aug 2026

Predictive Safety in the Era of Artificial Intelligence: Promises, Limits, and the Case for an Enterprise Lifecycle Evidence Ecosystem.

Predictive safety is used primarily to mean product-level and population- or subgroup-level anticipation of plausible treatment-related harm, rather than an autonomous patient-level clinical decision-making approach.

Tarek A. Hammad, Justine Rochon, Kate Gofman et al. · 0 citations

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