Effect of home-based reablement program on improving activities of daily living for patients with stroke: A pilot study

Developmental Prediction of Poststroke Patients in Activities of Daily Living by Using Tree-Structured Parzen Estimator-Optimized Stacking Ensemble Approaches

Poststroke injuries limit the daily activities of patients and cause considerable inconvenience. Therefore, predicting the activities of daily living (ADL) results of patients with stroke before hospital discharge can assist clinical workers in formulating more personalized and effective strategies for therapeutic intervention, and prepare hospital discharge plans that suit the patients needs. This study used the leave-one-out cross-validation procedure to evaluate the performance of the machine learning models. In addition, testing methods were used to identify the optimal weak learners, which were then combined to form a stacking model. Subsequently, a hyperparameter optimization algorithm was used to optimize the model hyperparameters. Finally, optimization algorithms were used to analyze each feature, and features of high importance were identified by limiting the number of features to be included in the machine learning models. After various features were fed into the learning models to predict the Barthel index (BI) at discharge, the results indicated that random forest (RF), adaptive boosting (AdaBoost), and multilayer perceptron (MLP) produced suitable results. The most critical prediction factor of this study was the BI at admission. Machine learning models can be used to assist clinical workers in predicting the ADL of patients with stroke at hospital discharge.

Reablement of Instrumental Activities of Daily Living for Patients With Stroke: A Randomized Crossover Trial

IMPORTANCE

Reablement is a person-centered and goal-oriented rehabilitative intervention to optimize people's chances to live independently.

OBJECTIVE

To investigate the effects of a reablement intervention on performance of instrumental activities of daily living (IADLs) in three aspects (i.e., actual performance, ability, and self-perceived difficulty) for patients with stroke.

DESIGN

A single-blinded, randomized crossover study.

SETTING

Participants' home and community.

PARTICIPANTS

Twenty-seven patients with stroke.

INTERVENTIONS

Each participant received two interventions (IADL reablement and health education). Each intervention was administered for 6 wk. All participants were randomly assigned to one intervention and then received the other intervention after a 4-wk washout period.

OUTCOMES AND MEASURES

Outcomes of actual performance and self-perceived difficulty were derived from the Frenchay Activities Index (FAI) and the difficulty dimension of the Participation Measure-3 Domains, 4 Dimensions (PM-3D4D), respectively. Outcomes of ability were measured with the Lawton Instrumental Activities of Daily Living Scale (LIADL) and the Canadian Occupational Performance Measure Performance score (COPM Performance).

RESULTS

No statistically significant differences were found in the three aspects between the IADL reablement and health education (ps = .148-.570). Compared with the health education, the IADL reablement showed better improvements on the FAI, LIADL, COPM Performance, and difficulty dimension of the PM-3D4D with trivial to small effect sizes (ds = 0.17-0.45).

CONCLUSIONS AND RELEVANCE

Our results reveal that the IADL reablement has the potential to increase the frequency of IADL administration, enhancing the capability to perform IADLs and reducing the self-perceived difficulty of carrying out IADLs. Plain-Language Summary: The results of this study showed positive outcomes for a reablement intervention that focuses on goal-oriented instrumental activities of daily living for patients with stroke. An IADL reablement intervention may be useful for improving the ability to carry out IADL tasks at home and in the community.

Feasibility of an Application-Based Outpatient Rehabilitation Program for Stroke Survivors: Acceptability and Preliminary Results for Patient-Reported Outcomes

BACKGROUND

The majority of stroke survivors experience long-term impairments. Regular physical activity and other lifestyle modifications play an important role in rehabilitation. Outpatient rehabilitation using telemedicine might be suitable to improve functional ability and long-term secondary prevention. The Strokecoach Intervention Program (SIP, Strokecoach GmbH, Cologne, Germany) comprises training, coaching and monitoring with the aim of improving or at least maintaining functional independence and preventing further stroke through more targeted physical activity. The SIP is provided as blended care, which refers to the integrated and coordinated delivery of healthcare services that combines traditional in-person interactions with technology-mediated interventions, optimizing the use of both face-to-face and virtual modalities to enhance patient outcomes.

OBJECTIVE

The aim of this study was to evaluate the acceptance of the SIP by the participants and its practical application, as well as to obtain initial indications of effects of the SIP on the basis of patient-related outcome measures, blood pressure measurements and recording of physical activity in parallel with the intervention.

METHODS

Data from individuals with stroke participating in the SIP were analyzed retrospectively. Within the SIP, participants received an application-based training program, were instructed to measure their blood pressure daily and to wear an activity tracker (pedometer). During the intervention period of either 6 or 12 weeks, the participants were supported and motivated by a personal coach via a messenger application. The primary outcomes of the analysis were recruitment, acceptance of and satisfaction with the SIP. Secondary outcomes included functional measures, mobility and health-related quality of life.

RESULTS

A total of 122 individuals with stroke could be recruited for the SIP. A total of 96 out of 122 were able to start the program (54% female, mean age 54.8 (SD = 13.1), 6.1 (SD = 6.6) years after stroke onset) and 88 completed the SIP. Participants wore the activity tracker on 66% and tracked their blood pressure on 72% of their intervention days. A further analyzed subgroup of 38 participants showed small improvements in patient-reported outcomes such as health-related quality of life (SF-36) with an increase of 12 points in the subdomain mental health, vitality (12.6) and physical functioning (9.1). However, no statistically significant improvements were found in other performance-based measures (Timed Up and Go test, gait speed).

CONCLUSIONS

This study showed that a blended therapy approach for stroke survivors with mild to moderate impairments in the chronic phase is feasible and was highly accepted by participants, who benefitted from the additional coaching.

Improved upper extremity function following low-frequency hybrid assistive neuromuscular dynamic stimulation therapy in a patient with hemiplegia: A case report

BACKGROUND

Although hybrid assistive neuromuscular dynamic stimulation (HANDS) therapy may improve upper extremity functionality in patients with paralysis or paresis due to stroke, it is usually only provided in hospitals as a frequent intervention during the phase of early recovery in stroke. Home-based rehabilitation is limited by frequency and duration of visits.

PURPOSE

To investigate the effectiveness of low-frequency HANDS therapy using motor function assessment.

STUDY DESIGN

Case report.

METHODS

We performed HANDS therapy for 1 month on the patient, who was a woman in her 70s with left-sided hemiplegia. It was initiated on day 183 post the onset of stroke. Movement and motor function were evaluated using the Fugl-Meyer Assessment upper-extremity (FMA-UE) motor items and the Motor Activity Log consisting of Amount of Use (MAL-AOU), as well as Quality of Movement (MAL-QOM) scales. This evaluation was performed before starting HANDS therapy and after its conclusion.

RESULTS

Following HANDS therapy, there was improvement in the FMA-UE (21 points → 28 points), MAL-AOU (0.17 points → 0.33 points), and MAL-QOM (0.08 points → 0.33 points) scores when compared to the scores before therapy, and the patient was able to use both hands for activities of daily living (ADLs).

CONCLUSIONS

Low-frequency HANDS therapy combined with encouragement to include the affected hand in ADLs may improve upper extremity function in cases of paralysis.

Publication Trends in Reablement - A Scoping Review

Background

Reablement is a holistic and multidisciplinary intervention that can facilitate achievement of service users' goals related to their independence in everyday activities. Reablement has been the subject of increasing scientific activity in recent years. Currently, no review has provided a broad overview of the extent and breadth of international publications in reablement.

Objective

The objectives were 1) to map the volume of reablement publications, how the publications had increased over time, and their geographical distribution, 2) to identify the publication types and designs, 3) to identify publication trends, and 4) to identify knowledge gaps in the current peer-reviewed literature.

Methods

The scoping review approach designed by Arksey and O'Malley was used to identify peer-reviewed articles on reablement. Information was obtained on scientific activity on reablement over a period of more than two decades from five electronic databases and without language restrictions. Data was extracted from the eligible articles and both descriptive analysis and thematic analysis of the data was performed.

Results

A total of 198 articles published from 1999 to August 2022 from 14 countries were identified. There is a continuous interest in the field from countries where reablement has been implemented. An international and historical overview among countries with peer-reviewed publications on reablement is presented, which also partly reflects the countries that have implemented reablement. Most of the research derives from Western countries, in particular from Norway. Varied approaches to publications in reablement were noted with the majority being empirical and quantitative in nature.

Conclusion

The scoping review confirms the continued expansion of the breadth of reablement-focused publications in terms of originating countries, target populations, and research designs. In addition, the scoping review contributes to the knowledge base regarding reablement's research front.

Effect of home-based interventions on basic activities of daily living for patients who had a stroke: a systematic review with meta-analysis

OBJECTIVES

To investigate the effectiveness of home-based interventions in improving the ability to do basic activities of daily living in patients who had a stroke.

METHODS

Randomised controlled trials were searched through MEDLINE, Embase and CINAHL from their inception to 31 December 2021. We included studies involving home-based intervention prescribed by professionals and implemented at patients' homes. The characteristics of these studies were collected. Risk of bias of individual study was assessed by Physiotherapy Evidence Database scale. Meta-analyses were performed where studies reported comparable interventions and outcomes.

RESULTS

In total, 49 studies were included in the systematic review and 16 studies had sufficient data for meta-analyses. The short-term effect of home-based intervention showed no significant difference when compared with institution-based intervention (standardised mean difference (SMD)=0.24, 95% CI -0.15 to 0.62, I²=0%). No significant difference was found between home-based intervention and usual care for long-term effect (SMD=0.02; 95% CI -0.17 to 0.22; I²=0%). Home-based rehabilitation combined with usual care showed a significant short-term effect on the ability to do basic daily activities, compared with usual care alone (SMD=0.55; 95% CI 0.22 to 0.87; p=0.001; I²=3%).

CONCLUSION

Home-based rehabilitation with usual care, which varied from no therapy to inpatient or outpatient therapy, may have a short-term effect on the ability to do basic activities of daily living for patients who had a stroke compared with usual care alone. However, the evidence quality is low because of the limited number of studies and participants included in the meta-analysis and the possible publication bias. Future research is needed to investigate the effectiveness of home-based rehabilitation in groups with stratification by stroke severity and time since stroke onset, with elaboration of details of the home-based and the control interventions. Moreover, more high-quality studies are required to prove the cost-effectiveness of newly developed strategies like caregiver-mediated rehabilitation and telerehabilitation.

THE PRIMARY SOURCE OF FUNDING

The Medical Research Fund of Guangdong Province (No: A2021041).

Exploring behavior change techniques for reablement: A scoping review

BACKGROUND

Reablement is a team-based person-centered health and social care model, most commonly available for community-dwelling older adults. Understanding the components of reablement and how it is delivered, received, and enacted facilitates best evidence and practice. Determining behavior change techniques (BCTs) or strategies is an important step to operationalize implementation of reablement.

OBJECTIVE

We conducted a scoping review of peer-reviewed literature to identify BCTs used within reablement studies.

METHODS

We registered our study with the Joanna Briggs Institute and conducted five database searches. Inclusion criteria were peer-reviewed studies focused on adults and older adults without significant cognitive impairment or dementia receiving reablement, and all study designs, years, and languages. We excluded studies focused on reablement for people with dementia or reablement training programs. The last search was on April 8, 2021. Two authors screened independently at Level 1 (title and abstract) and 2 (full text). Two authors adjudicated BCTs for each study, and a third author confirmed the final list.

RESULTS

We identified 567 studies (591 publications) and included 21 studies (44 publications) from six global locations. We identified 27 different BCTs across all studies. The three most common BCTs for reablement were goal setting (behavior), social support (unspecified), and instruction on how to perform a behavior.

CONCLUSIONS

We highlight some behavioral components of reablement and encourage detailed reporting to increase transparency and replication of the intervention. Future research should explore effective BCTs (or combinations of) to include within reablement to support health behavior adoption and maintenance.

Reablement in a small municipality, a survival analysis

BACKGROUND

Reablement is a municipal service given to patients at home. The purpose of the service is to assist recovery after hospital discharges or other sudden changes in a patient's functional level. The service is often provided by a team of nurses, physiotherapists, and occupational therapists. The purpose of this paper is to compare users of this service to users who receive traditional home care services. Outcomes to be measured are risk of long-term care and mortality.

METHODS

All users of health and care services in a Norwegian municipality were eligible for inclusion. Data was extracted from the local user administrative database. Users were divided in two groups: those who received reablement and those home care users who did not receive reablement service. Propensity score matching was used to match users based on age, sex, and level of functioning in activities of daily living (ADL). Survival analysis was deployed to test if the reablement users had different risk of becoming long-term care users, and whether the mortality rate differed for this group.

RESULTS

153 reablement users were included in the study. These were matched to 153 non-reablement home care users. The groups had similar distributions of age, sex, and level of functioning when starting their service trajectories. Regressions showed that reablement users had lower risk of using long-term care services in the study period (time at risk up to 4 years), and lower mortality. However, none of these estimates were statistically significant.

CONCLUSIONS

The study indicates that the reablement users in one municipality had lower use of long -term care and lower mortality when properly estimated, but numbers were too small for statistical significance to be found.

Effectiveness of Robotic Exoskeleton-Assisted Gait Training in Spinocerebellar Ataxia: A Case Report

Spinocerebellar ataxia (SCA) is a hereditary neurodegenerative disorder that presents as ataxia. Due to the decline in balance, patients with SCA often experience restricted mobility and a decreased quality of life. Thus, many studies have emphasized the importance of physiotherapies, including gait training, in SCA patients. However, few studies have examined the effectiveness of robotic gait training in SCA. Here, we report the therapeutic outcomes of exoskeleton-assisted gait training in a patient with SCA. A 23-year-old woman with SCA participated in a gait training program using a powered lower-limb robotic exoskeleton, ANGELLEGS. The 8-week training program consisted of standing training, weight-shifting exercises, and gait training. Several measures of general function, balance, gait, and cardiopulmonary function were applied before, after, and 4 weeks after the program. After the program, overall improvements were found on scales measuring balance and gait function, and these improvements remained at 4 weeks after the program. Cardiopulmonary function was also improved 4 weeks after the program. Robotic exoskeleton gait training can be a beneficial option for training balance, gait, and cardiopulmonary function in SCA.

Adherence Rate, Barriers to Attend, Safety, and Overall Experience of a Remote Physical Exercise Program During the COVID-19 Pandemic for Individuals After Stroke

Introduction: The actions taken by the government to deal with the consequences of the coronavirus diseases 2019 (COVID-19) pandemic caused different levels of restriction on the mobility of the population. The need to continue offering physical exercise to individuals after stroke became an emergency. However, these individuals may have barriers to adhere to the programs delivered remotely. There is a lack of evidence related to adherence, attendance, safety, and satisfaction of remote exercise programs for this population.

Objective: The aim was to evaluate adherence and barriers to attend a remote physical exercise program for individuals after stroke. We aimed (a) to identify adherence and attendance rate of the remote physical exercise program (i.e., number of participants engaged, number of sessions attended, and exercise time in remote program); (b) to identify the safety of a remote physical exercise program (i.e., falls, pain, or dizziness when performing the exercises, fear, or insecurity); and (c) to identify the overall experience to participate in a remote program.

Materials and methods: This is a longitudinal study, including 36 stroke survivors who already attended a face-to-face physical exercise program prior to the COVID-19 pandemic. The remote physical exercise program included sessions for 2 days/week for a duration of 22 weeks, with a total of 44 sessions, which were delivered asynchrony via recorded video sessions. As outcome measures, we performed two questionnaires (via weekly telephone calls) to identify attendance, barriers, safety, and overall experience related to the program.

Results: The adherence rate was 86 (9%). The attendance rate was 19, with a total of 8 sessions (108.3 min/week). The main barriers for lower attendance rate were as follows: lack of motor skills and physical fitness to workout in 80 reports (20.6%), followed by no exercise companion in 44 reports (11.3%). The remote physical program has been shown to be safe, and the overall experience was positive from the perspectives of the participants and the family members.

Conclusion: Although the adherence rate was high, the attendance rate was low on the remote physical exercise program. The main barriers to attending the program remotely reflect the need of tailoring individually an asynchrony mode of delivering the sessions to individuals after stroke. Our results also indicate how the COVID-19 impacted the health conditions of stroke survivors. The program was safe, and the overall experience indicated a change in the mental, physical, and social health of individuals after stroke and their family members.

Comparison of Cost-Effectiveness between Inpatient and Home-Based Post-Acute Care Models for Stroke Rehabilitation in Taiwan

Stroke rehabilitation focuses on alleviating post-stroke disability. Post-acute care (PAC) offers an intensive rehabilitative program as transitional care following acute stroke. A novel home-based PAC program has been initiated in Taiwan since 2019. Our study aimed to compare the current inpatient PAC model with a novel home-based PAC model in cost-effectiveness and functional recovery for stroke patients in Taiwan. One hundred ninety-seven stroke patients eligible for the PAC program were divided into two different health interventional groups. One received rehabilitation during hospitalization, and the other received rehabilitation by therapists at home. To evaluate the health economics, we assessed the total medical expenditure on rehabilitation using the health system of Taiwan national health insurance and performed cost-effectiveness analyses using improvements of daily activity in stroke patients based on the Barthel index (BI). Total rehabilitative duration and functional recovery were also documented. The total rehabilitative cost was cheaper in the home-based PAC group (p < 0.001), and the cost-effectiveness is USD 152.474 ± USD 164.661 in the inpatient group, and USD 48.184 ± USD 35.018 in the home group (p < 0.001). Lesser rehabilitative hours per 1-point increase of BI score was noted in the home-PAC group with similar improvements in daily activities, life quality and nutrition in both groups. Home-based PAC is more cost-effective than inpatient PAC for stroke rehabilitation.