To examine the feasibility of using a large language model (LLM) as a screening tool during structured literature reviews to facilitate evidence-based practice.
A proof-of-concept study.
This paper outlines an innovative method of abstract screening using ChatGPT and computer coding for large scale, effective and efficient abstract screening. The authors, new to ChatGPT and computer coding, used online education and ChatGPT to upskill. The method was empirically tested using 400 abstracts relating to public involvement in nursing education from four different databases (CINAHL, Scopus, ERIC and MEDLINE), using four versions of ChatGPT. Results were compared with a human nursing researcher and reported using the CONSORT 2010 extension for pilot and feasibility trials checklist.
ChatGPT-3.5 Turbo was most effective for rapid screening and had a broad inclusionary approach with a false-negative rate lower than the human researcher. More recent versions of ChatGPT-4, 4 Turbo, and 4 omni were less effective and had a higher number of false negatives compared to ChatGPT-3.5 Turbo and the human researcher. These more recent versions of ChatGPT did not appear to appreciate the nuance and complexities of concepts that underpin nursing practice.
LLMs can be useful in reducing the time nurses spend screening research abstracts without compromising on literature review quality, indicating the potential for expedited synthesis of research evidence to bridge the research–practice gap. However, the benefits of using LLMs can only be realised if nurses actively engage with LLMs, explore LLMs' capabilities to address complex nursing issues, and report on their findings.
Nurses need to engage with LLMs to explore their capabilities and suitability for nursing purposes.
No patient or public contribution.
Obstructive sleep apnoea (OSA) is a common and modifiable risk factor for atrial fibrillation (AF), yet it remains frequently unrecognised and undertreated. Despite guideline recommendations to consider OSA screening, no consensus exists on optimal strategies. The VIR-SAAF (VIRtual national study with home Sleep Apnea investigation in patients with Atrial Fibrillation) trial investigates whether home-based OSA screening and referral for potential treatment improve quality of life, physical activity and AF-related outcomes compared with standard care.
VIR-SAAF is a national, investigator-initiated, decentralised randomised clinical trial enrolling adults with paroxysmal or persistent AF across Denmark. Participants are randomised 2:1 to home-based screening for OSA or to no screening. The trial is conducted entirely remotely using a purpose-built mobile application that supports electronic consent, digital questionnaires, rhythm monitoring, activity tracking and real-time communication with investigators. This design allows all study procedures, including device delivery, data collection and follow-up, to be completed without in-person visits, enabling large-scale participation across geographical regions. The primary outcome is the between-group difference in change from baseline to 18 weeks in quality of life, assessed using the Atrial Fibrillation Effect on QualiTy-of-life questionnaire. VIR-SAAF is the first randomised trial to evaluate OSA screening itself as an intervention in AF. The fully decentralised design will generate novel evidence on whether systematic home-based OSA screening can improve patient-centred outcomes.
The study has been approved by the Danish National Committee on Health Research Ethics (approval number: 2402591). All participants provide electronic informed consent prior to enrolment. Results will be disseminated through peer-reviewed publications and presentations at national and international scientific conferences.
Despite optimised antiseizure medication, pharmacoresistant epilepsy still affects a substantial proportion of adult patients, especially when epilepsy surgery is not possible or is rejected. Transcutaneous vagus nerve stimulation (t-VNS) is a non-invasive neuromodulatory approach for which the evidence from randomised studies to date does not allow for a reliable assessment of its benefits due to small case numbers and methodological limitations. Transcutaneous vagus nerve stimulation as add-on therapy versus pharmacotherapy alone (TRAVAST) is a prospective, multicentre, randomised, triple-blind, controlled trial to investigate whether t-VNS as an add-on to established pharmacotherapy improves seizure-related and patient-relevant outcomes in adults with pharmacoresistant epilepsy.
A total of 164 adults (aged 18–65) with pharmacoresistant epilepsy and clinically manifest seizures who are not eligible for or refuse (further) resective epilepsy surgery will be enrolled at 15 sites. Patients are assigned 1:1 to active t-VNS or sham stimulation in addition to stable antiseizure medication for 12 months. t-VNS is performed using a non-implanted stimulator with an ear electrode as a daily self-administered therapy in the home environment. The primary outcome is the proportion of patients with at least 50% reduction in mean seizure frequency after 52±2 weeks compared with a 4-week baseline period, documented in a standardised epilepsy diary. Secondary outcomes include additional response rates, seizure freedom, seizure severity, health-related quality of life, psychological and cognitive parameters, treatment retention and safety, including device-related events and sudden unexpected death in epilepsy.
The trial protocol has been approved by an ethics committee (Ethics Committee of LMU of Munich). All patients will provide written consent prior to inclusion and can withdraw from the trial at any time without this affecting their further care. The results will be published in specialist journals, reported in trial registries, made available anonymously for scientific use and communicated back to the participating physicians, patients and the public.
DRKS00039592.
Frailty is a common condition in older adults which becomes more prevalent and more severe with age. Health and care services designed to meet the needs of older adults living with frailty are expanding in number and scope, but information on the workforce needed to deliver services both now and in the future is lacking.
To understand the service design and staffing configurations for frailty services through gathering data on the setting and purpose of services; target population; referral methods into the service; specific activities delivered; frailty assessment tools; key service and patient outcomes; staff involved; future service priorities and anticipated future workforce requirements.
National survey, circulated electronically via national networks and organisations involved in the care of patients with frailty (n=26).
England health and care settings.
Health and care professionals delivering services for people living with frailty.
There were 93 survey responses from frailty services across England, of which 82 contained usable information. Respondents included clinicians and managers in a range of health and care sectors and the voluntary sector. Frailty services across settings commonly prioritised reducing frailty-associated risks but few focused on prevention. Staff teams included representation across professions, with specialists in older people’s care (eg, geriatricians, advanced practitioners) present in most teams, but non-specialist team members (eg, therapists, social workers and care co-ordinators) comprised a large proportion of the total workforce. All respondents identified similar priorities for their service in future, including reducing frailty progression, and specified needs for additional staff which broadly reflected the current team configurations. However, staff vacancies or unmet patient need due to low capacity was highlighted, and all respondents identified the need for additional staff in future.
Services designed to identify and manage people with frailty are complex and require a workforce with specialist training to assess, plan and deliver care. Current services are understaffed with insufficient capability to prevent frailty onset or slow progression, thereby failing to address unmet need. Workforce planning and resourcing to address frailty-related needs is urgently required.
Care provided in people’s own homes (domiciliary care) is an increasingly important part of long-term care. There are various services, including home visits, live-in care and housing with care. Some people directly employ care staff, called personal assistants. Services vary in quality, price and availability, and there is currently little evidence of the value these services provide to the public purse and individuals. This study protocol presents planned research to fill this important gap.
This will be a cross-sectional study based on surveys of care recipients, their unpaid carers as well as formal care providers. In the first half of 2026, we will survey 1850 people accessing domiciliary care either through a homecare agency, a housing with care scheme or by directly employing personal assistants and 400 unpaid carers, all based in England. We will conduct a cost-effectiveness analysis taking a ‘production function’ approach and use quality of life as measured by the Adult Social Care Outcomes Toolkit as the main outcome of interest.
The study received ethical approval from the School of Social Sciences Staff Review Committee at the University of Kent on 20 May 2025 (reference 1195) and the Health Research Authority, London—Camberwell St Giles Research Ethics Committee on 28 October 2025 (reference 25/LO/0652). Implications around consent, data protection and confidentiality, risk and participant payment are discussed. In addition to academic outputs (eg, academic articles, conference presentations), we aim to coproduce news items and blogs with people with lived experience of accessing long-term care and jointly present findings at events aimed at the care sector. Moreover, we will offer participating care providers benchmarking briefs based on our findings.
Doxycycline as post-exposure prophylaxis (doxy-PEP) has emerged as an efficacious strategy to reduce Chlamydia trachomatis (C. trachomatis), Neisseria gonorrhoeae (N. gonorrhoeae) and syphilis (sexually transmitted infections (STIs)) among gay, bisexual and other men who have sex with men (GBM). There is a need to identify prescribing criteria that maximise the number of STIs averted while minimising excessive use.
In this prospective longitudinal cohort study with repeated measures and biobehavioural data collection, participants completed a questionnaire and tested for STIs at each visit.
Community-based, population-level study conducted in three large Canadian cities between February 2017 and July 2023.
2449 GBM were recruited through respondent-driven sampling (RDS); 1998 had ≥1 follow-up visit, contributing 7551 person-years of observation. Eligible participants were aged ≥16 years, cis- or transgender men, reported sex with another man in the past 6 months and resided in Montreal, Toronto or Vancouver.
Adjusted rate ratios (aRR) of STIs, accounting for RDS recruitment, loss to follow-up and confounding were estimated using generalised estimating equations (GEE) Poisson regression. For identified STI risk factors, the proportions of STIs averted through doxy-PEP prescription (based on the efficacy of doxy-PEP for each bacterial STI) and the number needed to treat (NNT) for 1 year to avert one STI, assuming 100% adherence, were calculated.
Among 1998 participants, the combined incidence rate of any C. trachomatis, N. gonorrhoeae and syphilis infection was 29.5 (95%CI 27.3 to 31.9) per 100 person-years. STI risk factors that had the most impact as doxy-PEP criteria were history of any of the three STIs in the past 12 months (P12M) (aRR=2.0, 95% CI 1.8 to 2.2, 36% STI averted, NNT=2.1); ≥10 male sexual partners in the past 6 months (P6M) (aRR=3.8, 95% CI 3.0 to 4.9, 41% STI averted, NNT=2.4); HIV-pre-exposure prophylaxis (PrEP) use P6M (aRR=1.7, 95% CI 1.5 to 2.0, 29% STI averted, NNT=2.5); use of any chemsex-related substance P6M (aRR=1.2, 95% CI 1.1 to 1.4, 28% STI averted, NNT=2.6); and group sex event attendance P6M (aRR=1.2, 95% CI 1.1 to 1.3, 27% STI averted, NNT=2.3). Reporting≥10 male sex partners P6M represented the most useful criterion for syphilis prevention (52% syphilis infections averted, NNT=20). Prescribing doxy-PEP to GBM having any of the following STI risk factors, namely, ≥1 bacterial STI P12M, ≥10 male sex partners P6M, or HIV-PrEP use P6M, would substantially increase the proportion of all STI diagnoses potentially averted (60%) with minimal increase of the NNT (2.7).
This work informs on the impact of various doxy-PEP clinical prescribing criteria and demonstrates the benefit of focusing on any of the following three criteria: ≥1 bacterial STI P12M, ≥10 male sex partners P6M or HIV-PrEP use P6M.
To evaluate the value of linked electronic health records (EHRs) for measuring stroke care quality in England before and after the COVID-19 pandemic, focusing on metrics not routinely captured: stroke incidence, dispensing of secondary prevention medications and a proxy of disability—time spent at home after stroke (‘home-time’).
Prospective cohort study using national linked datasets.
England-wide health data linkage including the Sentinel Stroke National Audit Programme (SSNAP), primary and secondary care, dispensed medications and mortality records, accessed via National Health Service (NHS) England’s Secure Data Environment.
425 675 adults with a first stroke between 1 January 2020 and 31 December 2023; data were available for 304 210 in primary care, 279 825 in hospital admissions, 220 470 in SSNAP and 59 465 in death records.
Annual stroke incidence; first-year medication dispensing rates for antiplatelets, anticoagulants, antihypertensives and lipid-lowering agents (with a 1-month washout period) and home-time at 180 days post stroke.
Stroke ascertainment was highest when combining all sources, with 10.8% of non-fatal ischaemic strokes recorded exclusively in primary care and 19.4% of fatal strokes identified solely through death records. Standardised annual stroke incidence rose from 227.6 (95% CI 226.1 to 229.0) to 244.8 (95% CI 243.4 to 246.3) per 100 000 over the study period including the COVID-19 pandemic. During the COVID-19 lockdown, non-fatal stroke recordings decreased while stroke-related deaths rose, indicating that recording quality was sensitive to shifts in healthcare-seeking behaviour during the pandemic. Among people with ischaemic stroke, 89.1% received an antiplatelet or anticoagulant, 44.5% an antihypertensive and 80.5% a lipid-lowering therapy. For haemorrhagic stroke, these proportions were: for anticoagulants 13.5%, antiplatelets 13.2%, antihypertensives 46.6% and lipid lowering 41.1%. Medication dispensing for stroke prevention declined with increasing age and comorbidity, but varied little by ethnicity, region or pandemic period. Mean home-time within 180 days of stroke was 166.6 (95% CI 166.4 to 166) days, decreasing with greater age (141.4 days for 90 years or older (95% CI 140.7 to 142.1)), deprivation (166.4 days (95% CI 166.1 to 166.6) for most deprived quintile) and stroke severity (137.4 days for National Institutes of Health Stroke Scale (NIHSS) score on arrival over 22 (95% CI 135.8 to 139.1)) and increasing with years from the COVID-19 pandemic 2023 (169.3 days (95% CI 169.0 to 169.5) vs 2020 164.4 days (95% CI 164.1 to 164.7)).
Standardised stroke incidence increased significantly over the study period, highlighting a growing public health burden that persisted despite disruptions due to the pandemic although variation in case ascertainment and stroke coding practices was observed. While secondary prevention coverage for antiplatelets and lipids was high, lower rates of dispensing of antihypertensives, particularly in older and comorbid populations, potentially signal a target for improvement. Home-time represents a sensitive, person-centred outcome that exposes disparities linked to socioeconomic deprivation and clinical severity that can be used to enhance routine stroke audits. These findings justify the expansion of linked EHR infrastructure and the modernisation of governance frameworks to enable the longitudinal evaluation of care quality beyond the COVID-19 era.
Healthcare systems are undergoing major transformation driven by technological progress, growing patient involvement, workforce shortages, complex care needs, and rising costs. Against this backdrop, value-based healthcare has gained traction, yet the notion of ‘value’ remains ambiguously defined.
To clarify the concept of ‘value’ in value-based healthcare.
We conducted a concept analysis using Walker & Avant's eight-step method: (1) Select a concept; (2) Determine the aims; (3) Identify uses; (4) Define the concept's attributes; (5) Identify the model case(s); (6) Identify additional cases; (7) Identify antecedents and consequences; and (8) Define empirical referents. Data Sources: Scoping review methods following the Joanna Briggs Institute (JBI) recommendations were used to introduce rigour in locating, screening, and extracting data. We used a deductive thematic analysis for data analysis.
We selected the concept of value in value-based healthcare because it lacked conceptual clarity to support healthcare systems transformations. We propose that value arises when outcomes-to-costs ratios (empirical referents) are considered in processes (uses) addressing healthcare systems transformations, characterised by more informed and engaged patients and rising costs (antecedents). Model case included consideration for all components (health, non-health outcomes, and direct, indirect, social costs) of the ratio, whereas additional cases showed that consideration for most, not all, or none of these components led to partial or no value creation. Value is used from individual to collective dimensions and at clinical, organisational and system levels (attributes) to improve patient experience, care team well-being, health equity, and population health, and to reduce costs (consequences).
A shared understanding of ‘value’ can guide its design, measurement, and implementation to support successful transformations toward value-based healthcare. Implications: Our conceptual proposition of ‘value’ within value-based healthcare establishes a framework for a common understanding of ‘value’ that enables the successful transformation of health systems toward value-based healthcare.
Identify desired training content for shift-working nurses to improve their sleep and fatigue.
A descriptive qualitative design.
We recruited night shift nurses (N = 23) to provide feedback during virtual focus groups/interviews. Data collection occurred in the U.S. between March and June 2024. Participants were presented with sleep and fatigue topics derived from the literature. Focus group/interview data were collected and transcribed. Data were analysed using a hybrid deductive-inductive manifest content analysis with an a priori coding schema based on topics shared during data collection. Data not fitting the schema, yet informing content, were analysed inductively.
Three themes aligned with literature-derived topics. Theme 1, Why We Sleep and Why Should Nurses Care, explains the importance of sleep to health. Theme 2, Sleep Practices for Nurses to Support Health and Social Relationships, describes healthy strategies to promote sleep for enhanced quality of life. Theme 3, Fatigue and Work, illustrates the significance of nurse sleep and fatigue risk mitigation to safe working conditions and patient care.
Study findings highlight night shift nurses' interest in gaining evidence-based information to promote their sleep. Sleep education and training could fill a knowledge and skills gap, not often offered in school or workplace.
Identifying themes relevant to nurses may help increase the development and availability of sleep education and training currently tailored for nurses.
Study findings describe content night shift nurses' desire for sleep and fatigue training, serving as an important first step in developing programmes most relevant to shift-working nurses. Our analysis found the findings largely align with key components workers should receive in sleep education and training and reinforced the need for employers to offer such training. This study could benefit the nursing workforce and employers who expect rested, high-functioning nurses to care for patients.
Standards for Reporting Qualitative Research.
No patient or public contribution.
Clinicaltrials.gov, NCT06105307
To report on the unique perspectives of senior nursing leaders on the value proposition of the Clinical Nurse Specialist (CNS) role, their organisational experience and the barriers and facilitators to optimise and promote the long-term sustainability.
A qualitative sub-study of a larger multi-method study focused on informing policy recommendations to optimise the CNS workforce, informed by integrated knowledge translation.
Chief Nursing Officers (CNOs) and other senior leaders in all health authorities in British Columbia, Canada, were invited to participate in semi-structured interviews via video call between August–December 2023. We recruited 13 participants from diverse health regions, including 5 CNOs.
Leaders collectively conveyed a renewed interest in the CNS role to support nursing and multidisciplinary teams to better meet patient and system needs, and a sense of urgency to optimise the role in diverse settings. The overarching theme of “success by design” was supported by three thematic priorities: (1) understanding the CNS role, (2) a role that needs protection and connections and (3) moving forward together. Views were aligned to co-construct implementation-ready policy recommendations to guide provincial strategies.
Senior leaders reported a common understanding of the value-add of the CNS workforce and had a shared experience of barriers to optimisation. Contemporary policy guidance is needed to equip health systems to address this gap.
Across international regions, the role of CNSs is not fully optimised. This is a wasted opportunity to address the pressing need for nursing practice leaders to transform health systems and improve outcomes. This study provides new knowledge about the perspectives of Chief Nursing Officers and other nursing leaders to shape comprehensive and targeted policy recommendations and address enduring and new challenges to realise the full impact of the CNS workforce.
We have adhered to COREQ reporting guidelines (See supplemental file).
This study did not include patient or public involvement in its design, conduct, or reporting.
To co-identify adaptations with key stakeholders needed to optimise elements of a video-based intervention (i.e., PREEMIE PROGRESS [PP]), which trains parents in evidence-based family management skills to care for their very preterm infant in the neonatal intensive care unit (NICU).
Descriptive qualitative study oriented with a pragmatic philosophy, informed by the reach, effectiveness, adoption, implementation, maintenance (RE-AIM) framework and the framework for reporting adaptations and modifications-expanded (FRAME).
Semistructured interviews to identify potential adaptations with key stakeholders: family management researchers (n = 5), clinicians (n = 9), technology experts (n = 5) and parents of preterm infants (n = 17). Weekly design team meetings to select and implement high-priority adaptations necessary for the next research phase. Monthly NICU parent partnership meetings to review adaptations and make recommendations for potential adaptations with conflicting data.
Stakeholders (N = 36) suggested 98 potential adaptations: 32 (33.0%) were completed, 8 (8.2%) were abandoned, 5 (5.2%) have work that is ongoing and 52 (53.6%) were tabled for future research phases. Content adaptations (70, 71.4%) were the most frequently suggested adaptation type. Potential adaptations mostly addressed RE-AIM dimensions of effectiveness (43, 43.9%), and implementation (46, 46.9%) and were directed at the parent (i.e., intervention recipient) level (79, 81.4%).
Use of the RE-AIM framework ensured we systematically identified needed adaptations with key stakeholders across a range of dimensions that would improve PP for parents now and in future phases of this research.
Co-identifying potential adaptations with key stakeholders, paired with FRAME documentation, can help nurses prioritise adaptations most appropriate for each phase of implementation.
Our paper highlights for nurse clinicians and researchers how FRAME documentation of potential adaptations can support stakeholder engagement and a systematic approach to incorporating adaptations throughout all phases of the research process, thereby shortening the evidence to practice gap.
COREQ guidelines for qualitative reporting.
The research team was supported by members of the NICU's Parent Partnership Council (PPC), whose mission is to promote family-centred care improvement projects and research within the NICU. This committee is comprised of nursing, physician, allied health leadership and parents of infants previously hospitalised in the NICU. The NICU PPC met monthly to review conflicting data on potential adaptations and provide recommendations on adaptation decisions.
To describe a knowledge translation capacity-building initiative and illustrate the roles of nurses in practice change using an exemplar case study.
The report uses observational methods and reflection.
The Knowledge Translation Challenge program involves a multi-component intervention across several sites. The advisory committee invited eligible teams to attend capacity-building workshops. Implementation plans were developed, and successful teams receive funding for a 2 year period. Evaluation involved collecting data on program uptake and impact on practice change. Data has been collected from five cohorts. The exemplar case study employed an action-research framework.
Four nurse-led teams have demonstrated successful implementation of their practice change. The case study on implementing a clinical toolkit for clozapine management further illustrates a thoughtful planning process, and implementation journey and learnings by a team of nurses.
The Knowledge Translation Challenge program empowers nurses to use implementation science practices to enhance the quality and effectiveness of healthcare services. Success of this initiative serves as a model for addressing the persistent gap between knowledge and practice in clinical settings and the value of activating nurses to help close this gap.
As the most trusted and numerous profession, it is vital that nurses contribute to efforts to translate research evidence into clinical practice. The Knowledge Translation Challenge program supports nurses to lead practice change.
The Knowledge Translation Challenge program successfully equips nurses and other health care providers with the knowledge, skills and resources to implement practice improvements which enhance the quality and effectiveness of healthcare services and nursing practice.
The Knowledge Translation Challenge advisory committee has three patient-public partners that support teams to develop a patient-oriented approach for their projects by providing feedback on the implementation plans. Each team was also supported to include patient-public partners on their project.
To explore oncology nursing advance care planning practices and understand how to better support nurses in conducting advance care planning with patients and their families.
Qualitative interpretive descriptive methodology.
Semi-structured, individual telephone or Zoom interviews with 19 oncology nurses in a Western province of Canada between May and August 2022. Interviews were audio-recorded, transcribed, de-identified, and analysed using inductive, thematic, and constant comparative techniques.
Oncology nurses highlighted several factors affecting their ability to engage in advance care planning, including (1) uncertainties related to the nursing role in advance care planning, such as how and when a nurse ought to engage; (2) the educational, experiential, and training environment; and (3) structural barriers, such as a lack of time, space, and privacy; models of care that inhibit nurses from developing longitudinal relationships with their patients; and team dynamics that affect advance care planning interdisciplinary collaboration.
To create environments that support oncology nurses to conduct advance care planning, the findings suggest uncertainties be addressed through a clear and cohesive organisational approach to advance care planning and ongoing, integrated educational opportunities. Further, service delivery models may need to be restructured such that nurses have dedicated time and space for nurse-led advance care planning and opportunities to develop trusting relationships with both patients and their interdisciplinary colleagues.
Oncology nurses recognised the value of advance care planning in supporting patient-centred care and shared decision making, yet they reported limited engagement in advance care planning in their practice. To support oncology nurses in conducting advance care planning, healthcare leaders may address (1) advance care planning-related uncertainties and (2) structural barriers that prevent nurses from engaging in advance care planning with patients and their families. Findings may guide modifications to care models, enhancing support for oncology nurses in conducting advance care planning.
We selected and adhered to the Consolidated Criteria for Reporting Qualitative Research (COREQ) as the most applicable guideline.
No patient or public contribution.