Clinician-Led AI for Safer Cardiometabolic Care: International Multi-Centre Validation and Northern Ireland Translation

Summary

This PhD will develop and evaluate clinician-led artificial intelligence tools to support safer, more personalised management of cardiometabolic multimorbidity, including type 2 diabetes, cardiovascular disease, hypertension and chronic kidney disease.

Working across Ulster University and collaborating hospitals in China, the researcher will use routinely collected, de-identified clinical data to develop risk-stratification models for clinically important adverse events, with initial exemplar outcomes including acute kidney injury and severe hypoglycaemia.

The project will move beyond model accuracy alone. The researcher will assess calibration, clinical utility, generalisability across healthcare settings, subgroup performance and explainability, and will work with clinicians to design outputs that can be integrated into real-world decision making.

A staged programme will include data harmonisation and clinically informed feature development; model development and external validation across centres; and clinician-in-the-loop evaluation of usability, acceptability and implementation requirements. The project will also examine governance, ethical and regulatory considerations relevant to safe use of health AI and its future translation to Northern Ireland healthcare.

The successful candidate will join an interdisciplinary international team and receive training in health data science, machine learning, clinical research, responsible AI, data governance and implementation science. The intended outputs are validated predictive models, prototype modular decision-support tools and a transferable implementation framework for safe clinical AI in complex chronic disease care.

Please note:  Research Proposal - 5 pages in total

The proposal must include:

• Background to the project - 2 pages
• Problem to be addressed/Aim and Objectives - 1 page
• Methods to be used -1 page
• Anticipated outcomes -1 page
• List of references

Please also note that the use of AI in generating the research proposal is prohibited.

Important Information: Applications for more than one PhD studentship are welcome, however if you apply for more than one PhD project within Biomedical Sciences/Pharmacy and Pharmaceutical Sciences, your first application on the system will be deemed your first-choice preference and further applications will be ordered based on the sequential time of submission.

If you are successfully shortlisted, you will be interviewed only on your first-choice application and ranked accordingly. Those ranked highest will be offered a PhD studentship.

In the situation where you are ranked highly and your first-choice project is already allocated to someone who was ranked higher than you, you may be offered your 2nd or 3rd choice project depending on the availability of this project.

AccessNI clearance required

Please note, the successful candidate will be required to obtain AccessNI clearance prior to registration due to the nature of the project.

Essential criteria

Applicants should hold, or expect to obtain, a First or Upper Second Class Honours Degree in a subject relevant to the proposed area of study.

We may also consider applications from those who hold equivalent qualifications, for example, a Lower Second Class Honours Degree plus a Master’s Degree with Distinction.

In exceptional circumstances, the University may consider a portfolio of evidence from applicants who have appropriate professional experience which is equivalent to the learning outcomes of an Honours degree in lieu of academic qualifications.

• Sound understanding of subject area as evidenced by a comprehensive research proposal detailing background, research questions, aims and methodology
• A comprehensive and articulate personal statement demonstrating interest in the subject area

Desirable Criteria

If the University receives a large number of applicants for the project, the following desirable criteria may be applied to shortlist applicants for interview.

• Applicants should hold, or expect to hold a First Class Honours Degree in a relevant subject area
• Applicants should hold, or expect to hold a relevant Masters Degree at a level equivalent to commendation or distinction at Ulster
• Practice-based research experience and/or dissemination
• Experience or knowledge of research methods or other approaches relevant to the subject domain
• Work experience relevant to the proposed project
• Experience of presentation of research findings

Equal Opportunities

The University is an equal opportunities employer and welcomes applicants from all sections of the community, particularly from those with disabilities.

Appointment will be made on merit.

Funding and eligibility

This project is funded by:

• Department for the Economy (DfE)
• Vice Chancellor's Research Scholarship (VCRS)

PhD Scholarships are available for this project and will cover:

• Tuition fees.
• A maintenance allowance of approximately £22,000 (exact rate is to be confirmed) per annum for three years, subject to satisfactory academic performance.
• A Research Training Support Grant (RTSG) of approximately £900 per annum.

To be eligible for these scholarships applicants must: be a UK or Irish national; or have pre-settled or settled status; or have indefinite leave to remain or enter.

Applicants should also meet the residency criteria which requires that they have lived in the EEA, Switzerland, the UK or Gibraltar for at least the three years preceding the start date of the research degree programme i.e. September 2027.

Applicants who already hold a doctoral degree or who have been registered on a programme of research leading to the award of a doctoral degree on a full-time basis for more than one year, or part-time equivalent, funded from any source, including self-financing students, are NOT eligible to apply for an award.

Students in full-time employment are not eligible for an award.

Due consideration should be given to financing your studies.

Part-time PhD scholarships may be available at a 0.5 pro rata rate of the full-time scholarship, which would require a six-year registration period.

The University will award a successful candidate one of the following scholarships for the project, depending on the funding available at the time an admissions offer is made:

1. Department for the Economy (DfE) PhD Scholarships
2. Vice Chancellor’s Research Scholarships (VCRS)

Please note that the Terms and Conditions for scholarships are subject to change for 2027/28.