UK experience of professional registration in radiation protection.

The UK Radiation Protection Council (RPC) was established in 2019, under the Royal Charter of the Society for Radiological Protection. The RPC holds the registers for three grades of professional registration-Chartered, Incorporated and Technical Radiation Protection Professional. Individual radiation protection practitioners may apply for registration through any society or organisation that has been accepted as a Licensee of the RPC.

Benchmarking Effectiveness and Efficiency of Deep Learning Models for Semantic Textual Similarity in the Clinical Domain: Validation Study.

Background: Semantic textual similarity (STS) measures the degree of relatedness between sentence pairs. The Open Health Natural Language Processing (OHNLP) Consortium released an expertly annotated STS data set and called for the National Natural Language Processing Clinical Challenges. This work describes our entry, an ensemble model that leverages a range of deep learning (DL) models.

Nutrition and related claims used on packaged Australian foods--implications for regulation.

The aim of this study was to describe the use of nutrition and related claims on packaged food for sale in Australia and measure the compliance of such claims with regulations governing their use. A survey was conducted of the labelling of 6662 products in 40 different food categories on sale in New South Wales in 2001. Levels of compliance were assessed by comparing the claims on the label and data in the nutrition information panel with requirements of the Foods Standards Code and the Code of Practice on Nutrient Claims.