Chinese crop diseases and pests named entity recognition based on variational information bottleneck and feature enhancement. [PDF]
Huang R, Li M, Zheng H, Zhao Z.
europepmc +1 more source
Small and mid‐sized pharmaceutical innovators often have limited in‐house health economics and market access expertise, and may struggle to align development strategies of investigational medicinal products with health system needs and payer expectations.
Zoltán Kaló +5 more
wiley +1 more source
Regulators use expedited approval pathways to speed market approval and patient access to promising new drugs. However, there is uncertainty about whether these pathways are successful in approving drugs with significant therapeutic advantages. This systematic review aims to examine the safety, effectiveness and cost‐effectiveness of drugs approved via
Ashleigh Hooimeyer +4 more
wiley +1 more source
Chinese medical named entity recognition integrating adversarial training and feature enhancement. [PDF]
Zhang X +6 more
europepmc +1 more source
Decoding RNA regulation: Challenges and opportunities for RNA‐based therapies in Europe
Abstract RNA‐based medicinal products represent a promising frontier in personalised medicine, offering sequence‐specific disease targeting at various molecular levels, yet their clinical translation in the European Union (EU) may be hindered by regulatory uncertainty around definitions and evidence requirements; this study therefore aims to identify ...
Olivia C. Lewis +4 more
wiley +1 more source
Chinese medical named entity recognition based on multimodal information fusion and hybrid attention mechanism. [PDF]
Luo Z, Che J, Ji F.
europepmc +1 more source
Regulatory harmonization: Evolution, globalization and future directions
Regulatory harmonization has become an increasingly important and accepted approach to streamline regulatory review processes and expedite access to safe, effective and high‐quality medicines globally. This review explores the evolution and current status of regulatory harmonization, convergence and reliance initiatives.
Orin Chisholm +2 more
wiley +1 more source
Microllm: a structured information extraction tool using large language models and named entity recognition in microbiology. [PDF]
Lu J +10 more
europepmc +1 more source
Span-based annotation framework for LLM-based clinical named entity recognition: development and validation using Korean emergency department notes. [PDF]
Jang EH +4 more
europepmc +1 more source
Nested named entity recognition in traditional Chinese medicine electronic medical records via dual-granularity feature augmentation and span classification. [PDF]
Minghao L, Qing Y, Chunlei C, Peng L.
europepmc +1 more source

