A companion robot beside a digital human display: a digital-health research concept

DEMENTIA CARE & CAREGIVER WELLBEING

Hector Hao
Chong He

QUALIFICATIONS & MEMBERSHIPS

  • Nurse Practice Qualification, Mainland China
  • Health Manager, Level 3
  • China Computer Federation (CCF), Member
  • Committee Member, Guangdong Home Nursing Association

Former PolyU Research Assistant with Prof. Patrick Pui Kin Kor. Fluent Cantonese. Now researching psychological interventions for dementia caregivers at Macao Polytechnic University.

Guangdong Pharmaceutical UniversityNursing · Bachelor's & master's degrees
Guangdong Jiangmen Chinese Medicine CollegeAssistant Teacher
PolyUFormer Research Assistant
Macao Polytechnic UniversityPhD Student · AI for Smart Health & Elderly Care

01 / PROFILE

Research profile

I bring nursing training, previous research-assistant experience at The Hong Kong Polytechnic University, and current doctoral research in dementia caregiver support at Macao Polytechnic University.

My research connects older adults' psychosocial care needs, evidence synthesis and practical AI development. I am interested in dementia-focused nursing research where caregiver wellbeing, reliable evidence and real-world study delivery come first.

Seeking research assistant roles and doctoral research opportunities in dementia care and digital health.

Caregiver-centred research

Current doctoral work focuses on psychological support for dementia caregivers, complemented by research on stigma, care needs and quality of life in older adults.

Caregiver interviews & data collection

At PolyU, I conducted caregiver interviews, worked with questionnaires and analysed data in dementia-related research. Fluent Cantonese supports communication with local caregivers.

Clinical & residential-care connections

Ongoing relationships with hospital teams and residential care homes, alongside academic and doctoral collaborators.

02 / RESEARCH FOCUS

Dementia caregivers & digital interventions

ONGOING DOCTORAL RESEARCH · MACAO POLYTECHNIC UNIVERSITY

Digital Twins and Self-Evolving AI Agents for Psychological Interventions for Dementia Caregivers

My doctoral topic explores how caregiver digital twins and adaptive AI agents could support personalised psychological interventions. The focus is dementia caregiving, with causal inference as part of my broader research direction in geriatric health.

Population
Caregivers of people living with dementia
Approach
Digital twins, AI agents & psychological interventions
Research interest
Personalisation, caregiver wellbeing & intervention evaluation

Research foundations

01

Psychosocial needs

First-author research on stigma, care needs and quality of life in older adults provides a foundation for studying caregiver experiences.

02

Evidence synthesis

Work on generative AI for dementia caregiver psychological support and AI agents in Alzheimer's disease.

03

Practical AI development

Knowledge graphs, retrieval-augmented generation and nursing AI tools provide transferable engineering experience for digital intervention research.

03 / EXPERIENCE & COLLABORATION

Education & experience

Current

Macao Polytechnic University

Doctoral Student · AI for Smart Health & Elderly Care

Computing degree pathway. Dementia caregiver digital twins and psychological intervention agents; geriatric health and causal inference.

Aug 2025
Jun 2026

The Hong Kong Polytechnic University

Research Assistant · Prof. Patrick Pui Kin Kor

Conducted caregiver interviews, worked with questionnaires and performed data analysis in dementia-related research.

Co-authored a GenAI-assisted nursing simulation study in Nurse Education Today, comparing AI-assisted and facilitator-led debriefing.

Jun 2024
Jun 2025

Guangdong Jiangmen Chinese Medicine College

Assistant Teacher

Taught human anatomy, gerontological nursing, and physical and psychological health in older adults.

Sep 2017
Jun 2024

Guangdong Pharmaceutical University

Undergraduate & master's studies in Nursing

Master's research: development and evaluation of a clinical care pathway for older adults with urinary incontinence.

Clinical placements: the Fifth Affiliated Hospital of Sun Yat-sen University, Jiangmen Central Hospital, Guangdong Provincial People's Hospital and the First Affiliated Hospital of Guangdong Pharmaceutical University.

04 / RESEARCH OUTPUTS

Publications & research manuscripts

Loading research outputs...

05 / METHODS & SYSTEMS

Research methods & AI practice

Quantitative & qualitative research

Machine learning, latent profile analysis, network analysis, mixed-methods research, systematic reviews and meta-analysis. Doctoral research interests include causal inference.

RSPSSMplusStataNVivoPython

AI & research engineering

LLM deployment, RAG development, knowledge graphs and agent workflows.

OllamaLangChainLlamaIndexDifyRagFlowNeo4jMySQLDockerNginx

Implemented nursing AI systems

Nursing knowledge graph & LLM

Nursing education knowledge graph interface with connected clinical concepts

21 chapters, 13,712 entities and 15,427 relationships. A knowledge foundation for retrieval-augmented nursing question answering.

Live knowledge graph

AI question generation & exam practice

Mobile and desktop interfaces of the AI nursing examination system

Question generation from prompts or study materials, with configurable question types and difficulty, plus mobile exam practice.

Nursing AI question answering

Nursing question answering interfaces alongside textbook, DeepSeek-R1 and GPT-4o responses

Mobile nursing Q&A, with response comparisons against textbook material and different language models.

06 / CONTACT

Let's connect

Dementia care, caregiver wellbeing
and nursing research opportunities.