MHRA Consultation Response
MHRA Consultation on Proposals for Legislative Changes to Clinical Trials Introduction Akrivia Health works with a network of 16 mental…
Publications
Read MoreMHRA Consultation Response
Personalised treatment for cognitive impairment in dementia: development and validation of an artificial intelligence model
Abstract Background Donepezil, galantamine, rivastigmine and memantine are potentially effective interventions for cognitive impairment in dementia, but the use of…
Associated mortality risk of atypical antipsychotic medication in individuals with dementia
BACKGROUND Antipsychotic medications such as risperidone, olanzapine and aripiprazole are used to treat psychological and behavioural symptoms among dementia…
Validation of UK Biobank data for mental health outcomes: A pilot study using secondary care electronic health records
Highlights Linking UK Clinical Record Interactive Search (UK-CRIS) and UK Biobank. Comparison of diagnosis for 854 individuals present in both…
Telemachus
Overview A project between Oxford Health NHS Foundation Trust, Southern Health NHS Foundation Trust, the University of Oxford and Akrivia…
An efficient representation of chronological events in medical texts
Abstract In this work, we addressed the problem of capturing sequential information contained in longitudinal electronic health records (EHRs). Clinical…
Real-world effectiveness, its predictors and onset actions of cholinesterase inhibitors and memantine in dementia: retrospective health record study
Abstract Background The efficacy of acetylcholinesterase inhibitors and memantine in the symptomatic treatment of Alzheimer’s disease is well-established. Randomised trials…
Med7
Abstract The field of clinical natural language processing has been advanced significantly since the introduction of deep learning models. The…
NLP for structuring clinical text
Background Utilisation of routinely collected electronic health records from secondary care offers unprecedented possibilities for medical science research but can…
A Southern Health OPMH CRIS Audit
Abstract Background: Antipsychotic prescription in older people with mental health problems can have severe adverse effects such as an increased…
Named Entity Recognition
Abstract Neural networks (NNs) have become the state of the art in many machine learning applications, such as image,…
Maximizing the use of social and behavioural information
Highlights Precision medicine will require better data sources of social and behavioural data. Most structured social and behavioural data fields…
Automatic Mining of Symptom Severity from Psychiatric Evaluation Notes.
Abstract Objectives: As electronic mental health records become more widely available, several approaches have been suggested to automatically extract information…
