Summary In the United Kingdom (UK), inquiries into abuse of adolescents harmed in contexts beyond their families frequently document failures multi-agency arrangements. Forms extra-familial harm, such as criminal and sexual exploitation, often feature near-fatal violence serious abuse. UK welfare policy has shifted towards place-based approaches to leading safeguarding partnerships forming betw...

The fluctuations in a brain region's activation levels over a functional magnetic resonance imaging (fMRI) time-course are used in functional connectivity (FC) to identify networks with synchronous responses. It is increasingly recognized that multi-voxel activity patterns contain information that cannot be extracted from univariate activation levels. Here we present a novel analysis method tha...

Multi-label classifiers allow us to predict the state of a set of responses using a single model. A multi-label model is able to make use of the correlation between the labels to potentially increase the accuracy of its prediction. Critical applications of multi-label classifiers (such as medical diagnoses) require that the system’s confidence in prediction also be provided with the multi-label...