This study aimed to co-design a tailored model of care for older people with long COVID.

Using a human-centred design approach, semistructured interviews were conducted with patients and health professionals from a long COVID service to explore their experiences. Insights were further developed during a co-design workshop involving patients, health professionals and community members who identified as older people and who had experience with chronic illness. Key themes were identified and used to map an ideal patient journey and inform the final model of care.

Long COVID outpatient service in a tertiary hospital in Adelaide, South Australia.

Four patients and four health professionals participated in the interviews. The workshop included four patients, five health professionals and seven community members.

The co-design process identified challenges experienced by people with long COVID, including lack of validation, delayed multidisciplinary care, mental health deterioration and difficulties navigating the healthcare system. These challenges were described as having particular relevance for older adults. In response, a model of care was developed focused on comprehensive assessment, coordinated multidisciplinary care, education for self-management, mental health support and opportunities for research participation.

A comprehensive and adaptable model of care is needed to address the complex and multifaceted nature of long COVID. This human-centred design approach ensured the model was grounded in lived experience, clinically informed and aligned with patient priorities. While not unique to older adults, the findings highlight areas that may require particular attention in this population, including care coordination, validation and support for comorbidities and social vulnerabilities. While developed in a single tertiary service, these principles may inform the design of services for similar populations in other healthcare settings.

Māori experience higher rates of disease and poorer health outcomes than non-Māori, highlighting inequities in the health system in Aotearoa New Zealand (Aotearoa). Māori eye health has historically been under-researched. Kaupapa Māori (by Māori, with Māori, for Māori) approaches to research have been recognised as critical for developing and informing equitable and inclusive health service solutions for Māori. This scoping review aims to summarise the literature on interventions to improve Māori eye health and investigate the extent to which Kaupapa Māori approaches have been used within these studies.

This scoping review will be reported according to the Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews Checklist and informed by Kaupapa Māori research and strengths-based methodologies. Electronic searches of MEDLINE (Ovid), Embase (Ovid) and Google Scholar were performed using keywords focused on Māori eye health, Kaupapa Māori and eye health interventions. The search was performed by an information specialist without language or time restrictions. Peer-reviewed and grey literature reports will be included if they report any intervention that aimed to improve eye health for Māori. Two reviewers will independently screen abstracts and full texts, followed by data charting in Covidence. Data items will include publication, study and intervention characteristics and whether a Kaupapa Māori approach was used, in which case the characteristics of the approach will be charted. The responsiveness to Māori of each included study will be assessed using the MĀORI framework and CONSIDER statement. Data will be summarised in tables, graphs, maps and text.

To the best of our knowledge, the scoping review is the first to investigate published and publicly accessible literature related to interventions for improving Māori eye health and Kaupapa Māori approaches. Ethical approval is not required for this review as we will include information available in the public domain. We anticipate that the findings will be useful for Hauora Māori providers, organisations, education training and research providers of eyecare services. The scoping review also informs a more extensive project examining Indigenous perspectives in optometry to achieve equitable outcomes. Dissemination will include publication of the scoping review findings in an open-access peer-reviewed journal, as well as presentations at conferences, to Māori community and service organisations, scholars and staff working in the field of Māori eye health.

Open science framework (https://osf.io/4vqaw/). On 27 February 2025.

Community health workers (CHWs) are critical to healthcare delivery in low-resource settings but often lack formal clinical training, limiting their decision-making. Large language models (LLMs) could provide real-time, context-specific support to improve referrals and management plans. This study aims to evaluate the potential utility of LLMs in assisting CHW decision-making in Rwanda.

This is a prospective, observational study conducted in Nyabihu and Musanze districts, Rwanda. Audio recordings of CHW-patient consultations will be transcribed and analysed by an LLM to generate referral decisions, differential diagnoses and management plans. These outputs, alongside CHW decisions, will be evaluated against a clinical expert panel’s consensus. The primary outcome is the appropriateness of referral decisions. Secondary outcomes include diagnostic accuracy, management plan quality, and patient and user perceptions to ambient recording of consultations. Sample size is set at 800 consultations (400 per district), powered to detect a 15–20 percentage point improvement in referral appropriateness.

Ethical approval has been obtained from the Rwandan National Ethics Committee (RNEC) (Ref number: RNEC 853/2025) in June 2025, recruitment started in July 2025 and results are expected in late 2025. Results will be disseminated via stakeholder meetings, academic conferences and peer-reviewed publication.

PACTR202504601308784.