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Artificial Intelligence Technologies in Nursing Clinical Decision‐Making: An Umbrella Review

ABSTRACT

Aim

To describe contemporary peer-reviewed literature on artificial intelligence in nurses' clinical decision-making.

Methods

An umbrella review of literature reviews.

Data Sources

Four major databases were searched for reviews published between 2019 and 2024.

Results

Sixteen literature reviews reported on 965 nursing artificial intelligence primary studies. The studies focused on technology development and emerging performance evaluations, whilst real-world testing or implementation in nursing clinical settings was rare. Rigorous comparative analyses were lacking. While artificial intelligence demonstrates promise in decision-making, challenges such as a lack of controlled studies, algorithmic bias, limited reproducibility and insufficient clinical trials hinder its practical impact. Ethical concerns, transparency and patient data privacy issues pose barriers to AI integration in nursing practice. Ethical and legal guidelines for patient privacy are needed and should be taught along with AI literacy training for nurses.

Conclusions

Artificial intelligence has the potential to enhance clinical nursing decision-making, although evidence is limited by too few examples of nurse participation during development. Underutilisation in administrative nursing functions hinders implementation. Nurses should assume a central role in the design and development of AI applications to ensure that these technologies address the realities of nursing practice. With such improvements, artificial intelligence can transform nursing practice, improve nurses' clinical decision-making and ultimately enhance consumer healthcare outcomes.

Patient or Public Involvement

No Patient or Public Involvement.

Reporting Method

While there is no reporting checklist for umbrella reviews, the PRISMA guide for systematic reviews was followed.

The self-management support needs of people diagnosed with psoriatic arthritis: a realist review protocol

Por: Fishpool · K. · Silverthorne · C. A. · Brooke · M. · McHugh · N. · Morris · L. · Ovens · J. · Smith · T. · Tillett · W. · Dures · E.
Introduction

Psoriatic arthritis (PsA) is a form of inflammatory arthritis linked to psoriasis. Previous research from the UK has found that many people feel unsupported when diagnosed with PsA and lack confidence in managing their condition. This realist review aims to understand what works and does not work for whom and in what circumstances, in relation to healthcare professionals engaging with people to support them in developing self-management skills.

Methods and analysis

This protocol was developed by defining the scope of the review, using a brief directed literature review to support discussion by an expert group of researchers, healthcare professionals and a patient partner. A theoretical domains framework was generated, consisting of nine initial programme theories. These were further refined with input from Patient and Public Involvement and Engagement groups and used to develop a database search strategy.

A systematic search of MEDLINE, CINAHL, Embase, Emcare and APA PsycINFO will be carried out, supplemented by citation tracking, exploration of grey literature and a mixed methods survey of rheumatology health professionals. Data selection will be performed by a minimum of two reviewers and data from included sources will be extracted using a template. Data will be synthesised narratively with respect to the identified initial programme theories, using these data to refine or refute these theories. This will generate refined programme theories to explain what works for whom and in what circumstances.

Ethics and dissemination

Ethical approval for the health professionals survey was granted through the Research Ethics Committee, University of the West of England (Project ID: 10991848). Outputs will be disseminated to the research community through conference presentations and a peer-reviewed journal article. The strategy for sharing outputs with patients and health professionals will be discussed and agreed with knowledge user groups.

Mixed-methods study exploring medium to longer-term outcomes following selective dorsal rhizotomy in ambulatory children with cerebral palsy at a tertiary hospital in the UK: MOSAiC study protocol

Por: Chugh · D. · Kilbride · C. · Gimeno · H. · Aquilina · K. · Alderson · L. · Theologis · T. · Main · E.
Introduction

Selective dorsal rhizotomy (SDR) is one of the treatment options available for spasticity management in ambulatory children and young people with cerebral palsy (CYPwCP). Although improvements in gross motor function one to two years after surgery have been established, evidence of longer-term benefit requires further investigation. Given the irreversible nature of SDR and the increased rehabilitation commitments required from families and clinicians, providing evidence of longer-term benefits is essential to support their decision-making. This study aims to investigate medium (3–5 years) and long-term (6–10 years) SDR outcomes in ambulatory children with CP and how SDR affects families’ lives over time.

Methods and analysis

This is a convergent parallel mixed-methods study using the International Classification of Functioning, Disability and Health as a theoretical framework. The study aims to recruit 90 CYPwCP participants, who had SDR at a tertiary hospital in the UK when aged between 3 and 14 years. Participants (parents and CYPwCP) will be invited to complete an online survey and attend the hospital for one follow-up visit 3 or more years after SDR. Comparisons will be made with existing data on objective measures and parent-reported outcomes collected in clinical practice at baseline, 6, 12 and 24 months to understand the trajectory of changes. Semistructured interviews will be conducted with 18–20 parents/carers and 25–30 CYPwCP to understand their perspectives on the outcomes of SDR compared with their prior expectations. The Framework Method will be used to analyse qualitative data both inductively and deductively. Qualitative and quantitative study data will be integrated using joint displays.

Ethics and dissemination

Ethical approval has been obtained through the Coventry and Warwick Research and Ethics Committee (24/WM/0078). Findings will be shared through international conferences, peer-reviewed journals, social media and dissemination events for families and CYP.

Trial registration number

NCT06518889.

Implementing the MIRROR‐TCM Randomised Control Trial During the COVID‐19 Pandemic: A Mixed‐Methods Evaluation

ABSTRACT

Aim

To evaluate the implementation of the Transitional Care Model (TCM), an evidence-based, advanced practice registered nurse-led multi-component intervention, as part of a randomised controlled trial during the first year of the COVID-19 pandemic.

Design

Parallel convergent mixed-methods approach.

Methods

Data for this study were collected between June 2020 and February 2021. Data from 78 patients who received the intervention and 68 recorded meetings with system leaders and clinical teams were analysed using descriptive statistics, directed content analysis, and joint display.

Results

Fidelity to delivery of elements of the TCM components was variable, with the Hospital-to-Home visit elements having the widest range (14.3%–100%) and Maintaining Relationships elements having the highest range (97.3%–98.6%). There were 27 identified challenges and 15 strategies for implementing the TCM with fidelity during the pandemic.

Conclusion

The COVID-19 pandemic impacted all aspects of the delivery of the TCM across all sites. This historical event highlighted the need for services and support for patients and caregivers transitioning from the hospital to home.

Implications for Nursing and Patient Care

Evidence-based solutions are needed to enhance healthcare delivery and patient outcomes. Findings will guide nurses in implementing proven transitional care interventions.

Impact

Findings will inform the implementation and scaling of transitional care and other evidence-based interventions across diverse healthcare settings.

Reporting Method

GRAMMS reporting guidelines.

Patient or Public Contribution

No patient or public contribution.

Trial Registration

ClinicalTrials.gov identifier: NCT04212962. https://www.clinicaltrials.gov/study/NCT04212962?titles=NCT04212962&rank=1

Impact of Indias publicly funded health insurance scheme on financial risk protection: a case-control study from Haryana state in India

Por: Kumar · A. P. · Yerram · A. · Chugh · Y. · Rana · S. · Mudgal · D. · Prinja · S. · V R · M.
Objective

This paper examines the impact of India’s National Publicly Funded Health Assurance Scheme, Ayushman Bharat Pradhan Mantri Jan Aarogya Yojana (PM-JAY), in Haryana on out-of-pocket (OOP) expenses and catastrophic health expenditure (CHE).

Design

We conducted a case-control study using a stratified random sampling approach.

Settings

Six districts in Haryana, based on utilisation, were selected: Mewat, Faridabad, Sonipat, Ambala, Kurukshetra and Karnal.

Participants

A total sample size of 772 individuals, that is, 386 PM-JAY beneficiaries (cases) and non-beneficiaries (controls) each.

Intervention

Data were collected using a semistructured questionnaire covering household demographics and expenditure details. The interview gathered information on hospitalisation within the past year, types of ailments, the type of empanelled facility visited, expenditure details and borrowing/selling of assets for treatment.

Primary and secondary outcomes

Mean OOP expenditure was calculated for beneficiaries and non-beneficiaries based on the type of healthcare provider. The impact of PM-JAY on OOP expenditure was analysed using a generalised linear model controlling for religion, caste, type of house, type of family, morbidity patterns, type of disease, type of health facility, hospital stay duration, average distance to the facility and travel time. CHE was defined as OOP payments ≥30% of household income. Logistic regression was used to assess the determinants of CHE.

Results

We found that direct medical expenses incurred for hospitalisations were 65% lower for beneficiaries (11 131 rupees) compared with non-beneficiaries (31 675 rupees). While OOP expenditures are similar for both groups in public empanelled hospitals, non-beneficiaries incur OOP costs three times higher than PM-JAY beneficiaries in private empanelled hospitals. Factors, including the disease type, average distance from home to the facility, average travel time and type of hospital, significantly influence these expenses. Furthermore, the prevalence of CHE is significantly lower among PM-JAY beneficiaries (13.3%) compared with non-beneficiaries (45.9%), with an OR of 7.15 (95% CI: 4.74 to 10.80; p

Conclusions

Our analysis shows the scheme’s impact on decreasing OOP expenditure and CHE. To enhance the scheme’s effectiveness, the study highlights the necessity of addressing non-medical expenses and expanding coverage for indirect costs, such as food, accommodation and transportation. Additionally, strengthening the supply side through improved drug availability at healthcare facilities is crucial for enhancing financial protection and access to care.

Economic evaluation of integrating nutritional support intervention in Indias National Tuberculosis Elimination Programme: implications for low-income and middle-income countries

Por: Jyani · G. · Prinja · S. · Nadipally · S. · Shankar · M. · Rao · N. · Rao · V. · Singh · R. R. · Shah · A. · Chugh · Y. · Monga · D. · Sharma · A. · Aggarwal · A.
Objectives

This study aimed to evaluate the cost-effectiveness of integrating nutritional support into India’s National Tuberculosis Elimination Programme (NTEP) using the MUKTI initiative.

Design

Economic evaluation.

Setting

Primary data on the cost of delivering healthcare services, out-of-pocket expenditure and health-related quality of life among patients with tuberculosis (TB) were collected from Dhar district of Madhya Pradesh, India.

Intervention

Integration of nutritional support (MUKTI initiative) into the NTEP of India.

Control

Routine standard of care in the NTEP of India.

Primary outcome measure

Incremental cost per quality-adjusted life year (QALY) gained.

Methods

A mathematical model, combining a Markov model and a compartmental susceptible–infected–recovered model, was used to simulate outcomes for patients with pulmonary TB under NTEP and MUKTI protocols. Primary data collected from 2615 patients with TB, supplemented with estimates from published literature, were used to model progression of disease, treatment outcomes and community transmission dynamics over a 2-year time horizon. Health-related quality of life was assessed using the EuroQol 5-Dimension 5-Level scale. Costs to the health system and out-of-pocket expenditures were included. A multivariable probabilistic sensitivity analysis was undertaken to estimate the effect of joint parameter uncertainty. A scenario analysis explored outcomes without considering community transmission. Results are presented based on health-system and abridged societal perspectives.

Results

Over 2 years, patients in the NTEP plus MUKTI programme had higher life years (1.693 vs 1.622) and QALYs (1.357 vs 1.294) than those in NTEP alone, with increased health system costs (11 538 vs 6807 (US$139 vs US$82)). Incremental cost per life year gained and QALY gained were 67 164 (US$809) and 76 306 (US$919), respectively. At the per capita gross domestic product threshold of 161 500 (US$1946) for India, the MUKTI programme had a 99.9% probability of being cost-effective but exceeded the threshold when excluding community transmission.

Conclusion

The findings highlight the potential benefits of a cost-effective, holistic approach that addresses socio-economic determinants such as nutrition. Reduction in community transmission is the driver of cost-effectiveness of nutritional interventions in patients with TB.

Are minimum nurse-to-patient staffing ratios needed in hospitals? An observational study in British Columbia, Canada

Por: Lasater · K. B. · Brom · H. · Aiken · L. H. · McHugh · M. D.
Objective

To evaluate staffing conditions, patient outcomes, quality of care, patient safety and nurse job outcomes in British Columbia (BC), Canada hospitals.

Design

Cross-sectional study of 58 hospitals in BC with surveys of nurses and independent measures of patient outcomes.

Setting

58 hospitals in BC.

Participants

6685 hospital-based nurses working in a direct patient care role.

Exposures

Hospital-wide and unit-specific patient-to-nurse staffing ratios derived from registered nurse reports of how many patients and how many nurses were on their unit during their last shift worked.

Main outcomes and measures

Objective patient outcome measures included the Hospital Standardized Mortality Ratio (HSMR) and 30-day Readmission Rate, from 2022 to 2023 Canadian Institute for Health Information data. Nurses4All@BC provided data from 2024 using validated items on multiple measures (eg, nurse burnout, missed health breaks, intentions to leave, quality and safety measures such as culture of patient safety, quality of nursing care, missed nursing care).

Results

Burnout (59.4%), missed health breaks (41.7%), job dissatisfaction (36.0%), intentions to leave (19.3%) and patient outcomes (HSMR mean 95.4, median 96.0, range 26–180; readmission rate mean 10.0%, median 9.5%, range 7.9%–13.8%) were high and varied across hospitals. 68.3% of nurses reported there were not enough staff, and 77.3% reported their workloads were unsafe for patients. 60.6% of nurses gave their hospital an unfavourable patient safety rating. More patients per nurse were associated with poorer hospital mortality and readmission rates, poorer job outcomes for nurses, more adverse events for patients, less favourable ratings of quality of care and patient safety, more missed nursing care and poorer ratings of staffing adequacy and management.

Conclusions

Given the variability in staffing, quality and patient outcomes across BC hospitals, the implementation of a minimum nurse-to-patient ratio policy has the potential to improve patient care safety and retention of nurses.

Effect of the Nurse Work Environment on Older Hispanic Surgical Patient Readmissions

imageBackground Readmissions following hospitalization for common surgical procedures are prevalent among older adults and are disproportionally experienced by Hispanic patients. One potential explanation for these disparities is that Hispanic patients may receive care in hospitals with lower-quality nursing care. Objectives The objective of this study was to evaluate the relationship between the hospital-level work environment of nurses and hospital readmissions among older Hispanic patients. Methods Using linked data sources from 2014 to 2016, we conducted a cross-sectional analysis of 522 hospitals and 732,035 general, orthopedic, and vascular surgical patients (80,978 Hispanic patients and 651,057 non-Hispanic White patients) in four states. Multivariable logistic regression models were employed to determine the relationship between the work environment and older Hispanic patient readmissions at multiple time periods (7, 30, and 90 days). Results In final adjusted models that included an interaction between work environment and ethnicity, an increase in the quality of the work environment resulted in a decrease in the odds of readmission that was greater for older Hispanic surgical patients at all time periods. Specifically, an increase in three of the five work environment subscales (Nurse Participation in Hospital Affairs, Nursing Foundations for Quality of Care, and Staffing and Resource Adequacy) was associated with a reduction in the odds of readmission that was greater for Hispanic patients than their non-Hispanic White counterparts. Discussion System-level investments in the work environment may reduce Hispanic patient readmission disparities. This study’s findings may be used to inform the development of targeted interventions to prevent hospital readmissions for Hispanic patients.
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