Available
2025_69
Start date:
October 2025
Project themes:
Main supervisor:
Lecturer
Co-supervisor:
Dr Angus Roberts
Additional Information:
Background
To date there is sparse existing research that has examined non-symptomatic recovery amongst mental health services users. Electronic health records (EHRs) potentially provide a robust platform from which the occurrence of recovery can be detected over long periods of time for a defined population cohort. However, much of the information on recovery is recorded in free text clinical notes, rather than in the structured (such as drop down menus) portions of EHRs, making it difficult to extract and analyse such information.
Novelty and importance
This work will be one of the first attempts to detect functional recovery for a large cohort of mental health users. From a clinical perspective, identifying recovery could help support service users in their mental health recovery, moving away from thinking only about mental health symptoms and looking at recovery more holistically. From an informatics perspective, the problem is interesting because of the complexity of expressions used to describe recovery, and the assumption implicit in the text that the reader has world and domain knowledge. This will require a novel use of models that are able to handle implicature in language, such as recent large language models (LLMs).
Aims and Objectives
This project will aim to develop and evaluate natural language processing (NLP) models for the identification of recovery among mental health service users, using free-text data from de-identified electronic health records in one of Europe’s largest electronic health records databases.
We are now accepting applications for 1 October 2025
Candidates should possess or be expected to achieve a 1st or upper 2nd class degree in a relevant subject including the biosciences, computer science, mathematics, statistics, data science, chemistry, physics, and be enthusiastic about combining their expertise with other disciplines in the field of healthcare.
Important information for International Students:
It is the responsibility of the student to apply for their Student Visa. Please note that the EPSRC DRIVE-Health studentship does not cover the visa application fees or the Immigration Health Surcharge (IHS) required for access to the National Health Service. The IHS is mandatory for anyone entering the UK on a Student Visa and is currently £776 per year for each year of study. Further detail can be found under the International Students tab below.
Closing date: 30 January 2025 (23:59 hrs BST)
Create an account with King’s Apply.
Apply to the EPSRC DRIVE-Health: Centre for Doctoral Training in Data-Driven Health MPhil/PhD (Full-time).
Please ensure you read the full information required on our Apply page, particularly relating to Personal Statement and Supporting Information.
Complete the following sections of the application with all the relevant information.
A PDF copy of your CV should be uploaded to the Employment History section.
A 500-word personal statement outlining your motivation for undertaking postgraduate research with the CDT should be uploaded to the Supporting Statement section.
Funding:
Please choose Option 5 "I am applying for a funding award or scholarship administered by King’s College London" in the funding section.
Under "Award Scheme Code or Name" enter "EPSRC DRIVE-Health 2025".
Failing to include one of these codes might result in you not being considered for funding.
Questions marked * are mandatory and you will not be able to submit without answering.
Non-EU international applicants are advised that ATAS may be required. While there is no charge to apply for ATAS, processing can take up to 3 months. Please read the Important Information for International Students.
Enhanced Studentships to Attract Top Talent
Each studentship is fully funded for 4 years.
This includes tuition fees, a stipend and a generous allowance for project consumables.
Tuition Fees: these will be covered for both Home and International students.
Stipend: students will receive a tax-free living allowance of £23,814 per year (current projection for Academic Year 2025/26).
Research Training Support Grant (RTSG): up to £20,000 over 4 years for research consumables and attending national and international conferences.
Important Information for International Students
It is the responsibility of the student to apply for their Student Visa.
Please note that the EPSRC DRIVE-Health studentship does not cover the visa application fees or the Immigration Health Surcharge (IHS) required for access to the National Health Service. The IHS is mandatory for anyone entering the UK on a Student Visa and is currently £776 per year for each year of study.
Additionally, depending on your chosen project, some nationals may need to apply for an Academic Technology Approval Scheme (ATAS) certificate prior to applying for a visa. The ATAS application process can take up to 3 months and so it is essential that you apply for this early. Please note the following:
• If you need to apply for a student visa, you cannot submit your visa application until your ATAS certificate has been issued.
• If you are applying for any other visa, you cannot enrol at King’s and start your programme unless your ATAS certificate has been issued.
• If you apply late, you may not be able to join on the expected entry point and your registration may be postponed
Please review the following article for further information on the ATAS certificate and how to apply: label="" type="url" target="_blank" href="https://self-service.kcl.ac.uk/article/KA-01847/en-us" data-runtime-url="https://self-service.kcl.ac.uk/article/KA-01847/en-us">Do I need ATAS clearance before I start my course at King's?
For further advice, please contact the Visas & International Student Advice as soon as possible.
Academic Requirements and Eligibility
We welcome eligible Home and International applicants from any personal background who are pleased to join diverse and friendly research groups.
Open to Home and International applicants.
Applicable level of study: Postgraduate research.
English Language Requirements (Band D)
Based on the IELTS test scoring system, this programme requires that successful candidates achieve the following level of English before enrolling. Successful applicants’ offer letters will include information about when they must have achieved this standard.
Overall: 6.5
Listening: 6
Speaking: 6
Reading: 6
Writing: 6
Visit our admissions webpages to view our English language entry requirements.
For any other questions about the recruitment process, please email us at
EPSRC DRIVE-Health Centre for Doctoral Training in Data-Driven Health