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Early identification and intervention of the frailty of the elderly will help lighten the burden of social medical care and improve the quality of life of the elderly. Therefore, we used machine learning (ML) algorithm to develop models to predict frailty risk in the elderly.
A prospective cohort study.
We collected data on 6997 elderly people from Chinese Longitudinal Healthy Longevity Study wave 6–7 surveys (2011–2012, 2014). After the baseline survey in 1998 (wave 1), the project conducted follow-up surveys (wave 2–8) in 2000–2018. The osteoporotic fractures index was used to assess frailty. Four ML algorithms (random forest [RF], support vector machine, XGBoost and logistic regression [LR]) were used to develop models to identify the risk factors of frailty and predict the risk of frailty. Different ML models were used for the prediction of frailty risk in the elderly and frailty risk was trained on a cohort of 4385 elderly people with frailty (split into a training cohort [75%] and internal validation cohort [25%]). The best-performing model for each study outcome was tested in an external validation cohort of 6997 elderly people with frailty pooled from the surveys (wave 6–7). Model performance was assessed by receiver operating curve and F2-score.
Among the four ML models, the F2-score values were similar (0.91 vs. 0.91 vs. 0.88 vs. 0.90), and the area under the curve (AUC) values of RF model was the highest (0.75), followed by LR model (0.74). In the final two models, the AUC values of RF and LR model were similar (0.77 vs. 0.76) and their accuracy was identical (87.4% vs. 87.4%).
Our study developed a preliminary prediction model based on two different ML approaches to help predict frailty risk in the elderly.
The presented models from this study can be used to inform healthcare providers to predict the frailty probability among older adults and maybe help guide the development of effective frailty risk management interventions.
Detecting frailty at an early stage and implementing timely targeted interventions may help to improve the allocation of health care resources and to reduce frailty-related burden. Identifying risk factors for frailty could be beneficial to provide tailored and personalized care intervention for older adults to more accurately prevent or improve their frail conditions so as to improve their quality of life.
The study has adhered to STROBE guidelines.
No patient or public contribution.
To synthesise the composition and effectiveness of computer-based patient decision aid (PDAs) in interventions for patients with chronic diseases.
A systematic review with meta-analysis.
Five databases were searched, and only randomised controlled trials (RCTs)were included. This review was conducted with the PRISMA guidelines. The JBI Appraisal Tools for randomised trials were used to assess the risk of bias. We used the random-effects model to conduct meta-analyses. Evidence from RCTs was synthesised using standardised mean differences or mean differences. The GRADE system was employed to assess the certainty of evidence and recommendations. This study was registered on PROSPERO (number: CRD42022369340).
PubMed, Embase, Web of Science, CINAHL and Cochrane Library were searched for studies published before October 2022.
The review included 22 studies, and most computer-based PDAs reported information on the disease, treatment options, pros and cons and risk comparison and value clarification. The use of computer-based PDAs showed a significant effect on decision conflict and knowledge, but not on decision regret, satisfaction, self-efficacy, anxiety and quality of life. The overall GRADE certainty of evidence was low.
Although the quality of evidence was low, however, using computer-based PDAs could reduce decision conflict and enhance knowledge when making medical decisions. More research is needed to support the contention above.
Computer-based PDAs could assist health-care providers and patients in the shared decision-making process and improving the quality of decision-making.
This study adhered to PRISMA guidelines.
To explore the co-occurrence of urinary incontinence and frailty by testing the roles of depression and activity engagement guided by the mechanisms of common cause and interaction pathways.
A secondary analysis of a 1-year three-wave panel data collected from older nursing home residents in China.
Changes in depression and activity engagement were regressed on urinary incontinence and frailty incidence underpinned by the common cause mechanism of chronic conditions co-occurrence, and these changes were also taken as mediators linking from frailty to urinary incontinence incidence supported by the interaction pathways' mechanism.
A total of 348 older adults were included in this study, and 55.7% were women. The co-occurrence of urinary incontinence and frailty was found in 16.7% of the participants at baseline. Older adults with sole frailty at baseline had almost twice the rate of incident urinary incontinence (32.7%) compared with those without (16.7%) over a 1-year period. The subsample analyses showed that changes in depression and activity engagement failed to significantly predict the incidence of urinary incontinence and frailty. The mediating roles of these changes linking frailty to urinary incontinence incidence were also not statistically significant.
The co-occurrence of urinary incontinence and frailty is prevalent in older nursing home residents. Older adults with frailty at baseline are more likely to develop urinary incontinence a year later. The common cause and interaction pathways mechanisms for the co-occurrence of urinary incontinence and frailty were not verified with changes in depression and activity engagement.
The phenomenon of urinary incontinence and frailty co-occurrence should be given extreme emphasis. Although statistically significant findings on the roles of depression and activity engagement were not inferred, this study provides multiple possibilities for future studies to test and depict a clear picture of this co-occurrence.
What problem did the study address? This study was designed to test the roles of depression and activity engagement in predicting the incidence of urinary incontinence and frailty, and the mediating roles in linking frailty to urinary incontinence incidence. What were the main findings? Despite the methodological pitfalls in literature have been addressed, neither depression nor activity engagement would significantly predict the incidence of urinary incontinence and frailty in older adults. Their mediating roles in linking frailty to urinary incontinence incidence were also not significant. Where and on whom will the research have an impact? Our findings add important pieces of evidence to promote researchers‘ understanding and provide an important basis for untangling the puzzle of urinary incontinence and frailty co-occurrence.
The report of this study followed the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement guidelines.
No patient or public contribution.
To explore the postoperative kinesophobia of patients after percutaneous coronary intervention (PCI) and its related factors.
Percutaneous coronary intervention is an effective method to treat coronary heart disease (CHD), and cardiac rehabilitation is an important auxiliary method after PCI. However, the compliance of patients with cardiac rehabilitation after PCI is not good, among which kinesophobia is an important influencing factor.
A descriptive cross-sectional design was implemented, and the high-quality reporting of the study adhered to the Strengthening the Reporting of Observational Studies in Epidemiology Statement.
In total, 351 inpatients who underwent PCI in three tertiary grade-A hospitals in China were selected by convenient sampling method. We use one-way ANOVA and multiple linear regression analysis to determine the relevant related factors.
The kinesophobia of patients after PCI was negatively correlated with chronic illness resource utilization and sense of personal mastery, and positively correlated with illness perception. Education level, clinical classification of CHD, exercise habits, chronic illness resource utilization, illness perception and sense of personal mastery entered the regression equation, which could explain 78.1% of the total variation.
The level of kinesiophobia of patients after PCI is high. Education level, clinical classification of CHD, exercise habits, chronic illness resource utilization, illness perception and sense of personal mastery are the related factors of kinesiophobia of patients after PCI.
By reducing the level of exercise fear of patients after PCI, patients are more likely to accept and adhere to the cardiac rehabilitation plan, thus improving their prognosis and improving their quality of life.
The patient underwent PCI in the research hospital. Researchers screen them according to the inclusion criteria and invite them to participate in this study. If they meet the requirements, participants will answer the research questionnaire face to face after signing the informed consent form.
To compare and analyse the differences in the clinical reasoning competence of nurses with different working years and their relationship with self-directed learning competence.
A cross-sectional survey design (online investigation) was used. A total of 376 nurses were recruited from four independent hospitals in China. Online questionnaires collected data on nurses' demographic characteristics and assessed their clinical reasoning and self-directed learning competence. Pearson correlation analysis, t-test, analysis of variance (ANOVA) and multivariate regression analysis were used.
Clinical reasoning competence scores of nurses with working years >10 years were higher than those of other nurses. Self-directed learning competence scores of nurses with working years of <1 year and (from ≥1 year to <3 years) were lower than those of nurses with working years of 6–10 years and >10 years. Self-directed learning competence scores of nurses with working years of 3–5 years were lower than those of nurses with working years of >10 years. There was a positive correlation between clinical reasoning competence, self-directed learning competence and each dimension among nurses of different working years. There are differences in the influence of different dimensions of self-directed learning competence on clinical reasoning competence among different working years.
There were differences in clinical reasoning and self-directed learning competence among nurses with different working years. Self-directed learning competence is a positive predictor of nurses' clinical reasoning competence, which applied to nurses with all working years; however, the specific effect of self-directed learning competence on clinical reasoning competence differed among nurses with different working years.
Nursing managers should pay attention to the development characteristics of clinical reasoning competence and self-directed learning competence of nurses with different working years and determine effective intervention strategies according to specific influencing factors.
Post-operative diarrhoea is a common adverse event after pancreatic surgery. While the risk factors for this condition have been identified, the increasing trend of administering chemotherapy before surgery might change these factors. This study aimed to identify the risk factors of post-operative diarrhoea in patients with pancreatic ductal adenocarcinoma (PDAC) who underwent neoadjuvant chemotherapy.
A retrospective cohort study.
Patients who underwent neoadjuvant chemotherapy and pancreatectomy because of PDAC between 2021 and 2023 were included. The preoperative characteristics of, operative details of and post-operative outcomes in patients with and without post-operative diarrhoea were collected and compared. The independent risk factors of post-operative diarrhoea were identified using logistic regression analysis. STROBE checklist was used.
Post-operative diarrhoea occurred in 65 out of 145 (44.8%) patients during hospitalization. Elevated white blood cell count, advanced tumour stage, and late abdominal drain removal were independent risk factors for post-operative diarrhoea (p < .001, p = .006 and p = .009, respectively).
Some perioperative factors influence post-operative diarrhoea in patients who undergo neoadjuvant chemotherapy. More attention should be paid to patients at a higher risk of post-operative diarrhoea, with an emphasis on high-quality management for these patients.
The aim of this study was to explore the association between transition shocks and professional identity and the mediating roles of self-efficacy and resilience among Chinese novice nurses.
Novice nurses experience transition shock when they start their careers, which might lead to decreased professional identity and ultimately turnover. By contrast, self-efficacy and resilience are excellent psychological resources that may be associated with higher professional identity. It is unclear how transition shock affects professional identity by influencing these two internal resources.
A cross-sectional survey.
The STROBE guidelines were followed to report this study. Convenience sampling was used to recruit participants, and 252 novice nurses completed the Transition Shock of Novice Nurses Scale, the Professional Identity Assessment Scale, the General Self-Efficacy Scale and the Connor-Davidson Resilience Scale between April 2022 and May 2022. Influencing factors were primarily identified using independent-sample t-tests and a one-way ANOVA. Structural equation modelling was used to detect the mediating effects of self-efficacy and resilience.
Differences in novice nurses' levels of professional identity were found across age groups, hospitals and departments. Transition shock was negatively related to professional identity. Self-efficacy and resilience mediated the complete chain relationship between transition shock and professional identity.
To our knowledge, this study is the first to explore the mediating effect of self-efficacy and resilience on transition shock and professional identity. Higher transition shock may lead to lower professional identity by reducing self-efficacy and resilience.
Nursing managers ought to emphasise the significant role of psychological resources in the work adaptation process of novice nurses. It may be more effective to improve professional identity and maintain the stability of the health care system.
Nursing administrators working at seven preselected hospitals actively assisted us in the process of collecting self-report questionnaires from novice nurses, such as by booking appointments and providing access for questionnaire administration. In addition, the participants were actively involved in the data collection process.
To develop a nomogram to provide a screening tool for recognising patients at risk of post-operative pain undergoing abdominal operations.
Risk prediction models for acute post-operative pain can allow initiating prevention strategies, which are valuable for post-operative pain management and recovery. Despite the increasing number of studies on risk factors, there were inconsistent findings across different studies. In addition, few studies have comprehensively explored predictors of post-operative acute pain and built prediction models.
A prospective observational study.
A total of 352 patients undergoing abdominal operations from June 2022 to December 2022 participated in this investigation. A nomogram was developed for predicting the probability of acute pain after abdominal surgery according to the results of binary logistic regression. The nomogram's predictive performance was assessed by discrimination and calibration. Internal validation was performed via Bootstrap with 1000 re-samplings.
A total of 139 patients experienced acute post-operative pain following abdominal surgery, with an incidence of 39.49%. Age <60, marital status (unmarried, divorced, or widowed), consumption of intraoperative remifentanil >2 mg, indwelling of drainage tubes, poor quality sleep, high pain catastrophizing, low pain self-efficacy, and PCIA not used were predictors of inadequate pain control in patients after abdominal surgery. Using these variables, we developed a nomogram model. All tested indicators showed that the model has reliable discrimination and calibration.
This study established an online dynamic predictive model that can offer an individualised risk assessment of acute pain after abdominal surgery. Our model had good differentiation and calibration and was verified internally as a useful tool for risk assessment.
The constructed nomogram model could be a practical tool for predicting the risk of experiencing acute post-operative pain in patients undergoing abdominal operations, which would be helpful to realise personalised management and prevention strategies for post-operative pain.
The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guidelines were adopted in this study.
Before the surgery, research group members visited the patients who met the inclusion criteria and explained the purpose and scope of the study to them. After informed consent, they completed the questionnaire. The patients' pain scores (VAS) were regularly assessed and documented by the bedside nurse for the first 3 days following surgery. Other information was obtained from medical records.
In 2015, the term ‘intrinsic capacity’ (IC) was proposed by the World Health Organisation to promote healthy aging. However, the factors associated with IC are still discrepant and uncertain.
We aim to synthesise the factors connected with IC.
This scoping review followed the five-stage framework of Arksey and O'Malley and was reported using PRISMA-ScR guidelines.
In all, 29 articles were included. IC of older adults is associated with demographic characteristics, socioeconomic factors, disease conditions, behavioural factors, and biomarkers. Age, sex, marital status, occupation status, education, income/wealth, chronic diseases, hypertension, diabetes, disability, smoking status, alcohol consumption, and physical activity were emerged as important factors related to the IC of older adults.
This review shows that IC is related to multiple factors. Understanding these factors can provide the healthcare personnel with the theoretical basis for intervening and managing IC in older adults.
The influencing factors identified in the review help to guide older adults to maintain their own intrinsic capacity, thereby promoting their health and well-being. The modifiable factors also provide evidence for healthcare personnel to develop targeted intervention strategies to delay IC decline.
As this is a scoping review, no patient or public contributions are required.
The quality of life of patients with advanced gastrointestinal cancer is seriously impaired, and socioeconomic deprivation often has a serious impact on their quality of life. However, little is known about the relative contribution of non-socioeconomic factors to the quality of life of patients with advanced gastrointestinal cancer with socioeconomic deprivation.
This study aims to investigate the situation and predictors of quality of life of patients with socioeconomic deprivation and evaluate the independent effects of some non-socioeconomic factors.
A retrospective study based on cross-sectional design.
Data were obtained from 1075 patients with advanced gastrointestinal cancer who received family palliative treatment in the hospice ward of Zhongnan Hospital of Wuhan University from March 2010 to October 2020, including demographic and clinical questionnaires, Karnofsky Performance Status scale and Cancer Pain and Quality of Life Questionnaire of Chinese Cancer Patients.
The quality of life of patients with advanced gastrointestinal cancer with socioeconomic deprivation is impaired and is affected by gait, self-care ability, abdominal distension, nutritional status, weight loss, constipation and posture. Improvement in six of these factors—gait, self-care ability, abdominal distension, nutritional status, weight loss and posture—has an independent positive impact on the development of a healthy quality of life for patients.
Gait, self-care ability, abdominal distension, nutritional status, weight loss and posture are important determinants of healthy quality of life in patients with advanced gastrointestinal cancer with socioeconomic deprivation, and early identification and strength management of these non-socioeconomic factors may neutralize the negative impact of socioeconomic factors on the quality of life.
This study provides new ideas and intervention entry points for global nurses in practice innovations to improve the quality of life of socioeconomically deprived patients with advanced gastrointestinal cancer. It enables them to focus on the effectiveness of non-socioeconomic factors in the development and implementation of targeted care plans for patients with advanced gastrointestinal cancer experiencing socioeconomic deprivation globally.
This study was reported in strict compliance with the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guideline.
No patient or public contribution.
This study aims to propose a self-management clusters classification method to determine the self-management ability of elderly patients with mild cognitive impairment (MCI) associated with diabetes mellitus (DM).
MCI associated with DM is a common chronic disease in old adults. Self-management affects the disease progression of patients to a large extent. However, the comorbidity and patients' self-management ability are heterogeneous.
A cross-sectional study based on cluster analysis is designed in this paper.
The study included 235 participants. The diabetes self-management scale is used to evaluate the self-management ability of patients. SPSS 21.0 was used to analyse the data, including descriptive statistics, agglomerative hierarchical clustering with Ward's method before k-means clustering, k-means clustering analysis, analysis of variance and chi-square test.
Three clusters of self-management styles were classified as follows: Disease neglect type, life oriented type and medical dependence type. Among all participants, the percentages of the three clusters above are 9.78%, 32.77% and 57.45%, respectively. The difference between the six dimensions of each cluster is statistically significant.
This study classified three groups of self-management styles, and each group has its own self-management characteristics. The characteristics of the three clusters may help to provide personalized self-management strategies and delay the disease progression of MCI associated with DM patients.
Typological methods can be used to discover the characteristics of patient clusters and provide personalized care to improve the efficiency of patient self-management to delay the progress of the disease.
In our study, we invited patients and members of the public to participate in the research survey and conducted data collection.
To develop a Delirium Care Critical-Thinking Scale for nurses caring for patients in the intensive care unit and examine the scale's psychometric properties.
There is a tool to evaluate nurses' critical thinking skills to determine nursing competency when delirium care is required.
This cross-sectional, mixed-methods study.
The Delphi method was applied for collection and analysis of data during conceptualization and item generation of the tool (Phase I). Item analysis, assessment of validity and reliability of the scale (Phase II) involved 318 nurses recruited by convenience sampling from nine adult intensive care units in medicine and surgery at one medical centre. Confirmatory factor analysis assessed construct validity. Internal consistency and 2-week test–retest stability measured reliability. A Critical Thinking Disposition Inventory Scale examined concurrent validity.
After three rounds, the Delphi method resulted in 31 scale items. Item analysis demonstrated construct reliability ranged from 9.23 to 16.18. Confirmatory factor analysis eliminated one item and extracted five factors: applying knowledge, confirming the problem and accuracy of information, reasoning logically, choosing appropriate strategies and remaining open-minded. Average variance extracted values of all factors indicated good convergent validity. Cronbach's α for internal consistency was .96 with good test-retest reliability. The correlation coefficient for concurrent validity was .301.
The new Delirium Care Critical-Thinking Scale for intensive care nurses was demonstrated to be a reliable and valid tool for evaluating their ability to assess patients with delirium.
This new scale could be used to assess outcomes of education interventions and the effectiveness of nursing care quality involving patients with delirium in intensive and critical care units.
The COSMIN checklist was used as the reporting guideline for this study.
None.
The objective of this study is to explore the various latent categories within the sleep quality of night shift nurses and to investigate whether shift-related factors predispose nurses to higher levels of occupational stress and anxiety.
This is a cross-sectional study.
From November to December 2020, registered nurses from 18 tertiary hospitals and 16 secondary hospitals in Chongqing were selected through convenience sampling for this study. Latent class analysis was used to investigate the sleep quality of nurses working night shifts. Furthermore, univariate analysis and logistic multivariate analysis were utilized to identify the contributing factors to occupational stress and anxiety.
The four latent categories of Pittsburgh Sleep Quality Index for night shift nurses were identified as ‘Low Sleep Disorder Group’ (56.34%), ‘Moderate Sleep Disorder Group’ (37.27%), ‘High Sleep Disorder Non-Reliant on Sleeping medication Group’ (4.89%) and ‘High Sleep Disorder Reliant on Sleeping medication Group’ (1.50%). The results showed that having a night-shift frequency of 3–4 times per month, night-shift durations of 9–12 h, sleep time delay after night shift (≥2 h), total sleep time after night shift less than 4 h were shift-related factors that increased the levels of occupational stress and anxiety.
The sleep quality of night shift nurses demonstrates heterogeneity and can be classified into four latent categories. Higher frequency of night shifts, extended work hours and insufficient rest time are all associated with increased levels of occupational stress and anxiety.
By identifying the four latent categories of sleep quality among night shift nurses, this study sheds light on the relationship between sleep patterns and levels of occupational stress and anxiety. These findings have important implications for healthcare institutions in the management of nurse well-being and work schedules.
No patient or public contribution.
To evaluate the predictive validity and reliability of the Waterlow scale in critically adult hospitalised patients.
A multi-centre cohort study.
This study was conducted in 72 intensive care units (ICUs) in 38 tertiary hospitals in Gansu Province, China. All adults admitted to the ICU for greater than or equal to 24 h without pressure injury (PI) on admission were screened by the Waterlow scale on admission, during ICU stay and ICU discharge from April 2021 to February 2023. Receiver operating characteristic (ROC) curves were used to determine a potential cut-off value for critical adult hospitalised patients. Cut-off values were then determined using Youden's index, and sensitivity, specificity, positive predictive value, negative predictive value and accuracy were calculated based on these cut-off values. Test–retest reliability was used to evaluate inter-rater reliability.
A total of 5874 critical patients on admission were included, and 5125 of them were assessed regularly. The area under curve (AUC) was 0.623 (95% CI, 0.574–0.690), with a cut-off score of 19 showing the best balance among sensitivity of 62.7%, specificity of 57.4%, positive predictive value of 2.07% and negative predictive value of 99.08%. The test–retest reliability between the first assessment and the regular assessment was 0.447.
The Waterlow scale shows insufficient predictive validity and reliability in discriminating critical adults at risk of PI development. To further modify the items of the Waterlow scale, exploring specific risk factors for PI in the ICU and clarifying their impact degree was necessary. Risk predictive models or better tools are inevitable in the future.
Patients or family members supported nurses with PI risk assessment, skin examination and other activities during the inquiry.
The aim of the study was to explore plans, considerations and factors influencing long-term care among older sexual minority (SM) women.
Qualitative interview study.
Semi-structured in-depth interviews were conducted with 37 older Taiwanese SM women between May and September 2019. This study analysed interview data using a socio-ecological model and constant comparative analysis.
The most frequently reported long-term care plans were housing and institutions, private medical or long-term care insurance, financial planning and medical decisions. Factors associated with women's long-term care plans were categorized using the socio-ecological model level: (1) intrapersonal factors: current physical and mental health status, ageing signs and women's attitudes towards ageing; (2) interpersonal-level factors: receiving support from partners, child(ren), siblings or significant others, concerns about being a caregiver for parents and worries regarding social isolation; (3) community-level factors: receiving support from lesbian, gay, bisexual and transgender (LGBT) organizations; private lesbian online groups; or religious groups; (4) societal-level factors: concerns about negative social environments, concerns about the healthcare system and healthcare providers, inappropriate policies and insufficient resources.
This study identified multi-level factors related to long-term care plans and concerns among older Taiwanese SM women. Recommendations for nurses, managers of long-term care and healthcare settings, policymakers, and governments have been provided to diminish health disparities and reduce anxiety among older SM women.
This study assists nurses in understanding older SM women's long-term care concerns and worries when accessing long-term care and healthcare services and helps nurses provide SM-sensitive services and care for women.
SM older women were recruited from LGBT organizations, LGBT-friendly bookstores, restaurants, coffee shops and LGBT online chatrooms using purposive and snowball sampling.
To explore the effectiveness of continuous home wound care on patients with diabetic foot ulcers (DFUs).
A non-randomized parallel controlled non-inferiority trial.
Patients with Wagner grade I–III DFUs hospitalized in two distant campuses of the same hospital were included. All patients received infection treatment and wound bed preparation during hospitalization; after discharge, patients in one of the campuses received routine outpatient wound care, and those treated in the other received continuous home wound care. The per-protocol analysis was performed to compare ulcer healing indicators, knowledge, health belief, self-management behaviour and medical expenses of the two groups.
Between October 2021 and December 2022, 116 patients were enrolled in the study; 107 completed. The home care was not inferior in terms of ulcer healing rate and demonstrated significant enhancements in the understanding of warning signs, health belief and self-management behaviour. Additionally, the home care saved 220.38 yuan (24.32 UK pounds) in direct medical expenses for each additional one square centimetre of ulcer healing.
The continuous home wound care enhanced self-management behaviour of the patients and saved their medical expenses while not compromising ulcer healing.
This is to date the first study to conduct continuous home wound care practice for patients with DFUs and confirmed its safety and non-inferiority in ulcer healing, and supported its superiority in improving self-management behaviour and saving medical expenses.
We have adhered to the transparent reporting of evaluations with nonrandomized designs statements and the corresponding checklist was followed.
The patients and their primary caregivers were involved in intervention design, we received input from them about the factors that facilitate and hinder patient self-management behaviours to develop intervention strategies.
To determine the effects of collaborative health management of congestive heart failure through the rigorous evaluation and extraction of evidence.
Over the past two decades, cardiovascular disease has been the leading cause of death worldwide. Multidisciplinary team intervention for congestive heart failure has increased with population ageing and congestive heart failure incidence rate as well as cost of care. However, the effectiveness and feasibility of collaborative health management need to be explored.
Systematic review and meta-analysis.
We conducted systematic literature searches in the Cochrane Library, PubMed, CINAHL and Medline for articles published between 2002 and 2022. After screening based on the inclusion and exclusion criteria, 13 articles were included in a rigorous review and evidence extraction process, evaluated methodological quality using the Jadad Quality Scale. Statistical heterogeneity was evaluated using Review Manager (RevMan Version 5.4) for the meta-analysis.
In this study, a systematic review and meta-analysis were performed on 13 studies regarding the collaborative health management of people with congestive heart failure. The common result is that the collaborative health management model enables the enhancement of self-care and monitoring abilities, the strengthening of cardiac function, the alleviation of physiological and psychological symptoms and the improvement of readmission rates, mortality rate and quality of life.
The congestive heart failure collaborative health management model could decrease the hospitalization rate related to congestive heart failure, all-cause mortality rate, and all-cause hospitalization rate, and improve the quality of life.
The collaborative health management model could effectively coordinate interdisciplinary team cooperation and provide information, which decreases hospitalization and mortality risks and improves their quality of life.
Our paper is a systematic review and meta-analysis, and such details do not apply to our work.
The Collaborative Health Management Model provides in-depth insights, aiding in the design tailored to the specific circumstances of each country. Highlighting its critical role in the context of a global shortage of nursing staff, the model emphasizes the integration of multidisciplinary professional roles and the strengthening of collaboration as essential elements in addressing challenges posed by workforce shortages. Implementation of the Collaborative Health Management Model not only enhances patient care outcomes but also relieves pressure on healthcare systems, lowers medical costs, and addresses challenges arising from the shortage of nursing staff. Consequently, this model not only contributes to individual patient care improvement but also holds broader implications for enhancing the efficiency and sustainability of global healthcare systems.
The detailed study protocol can be found on the PROSPERO website.
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