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Kristensen LQ, van Tulder MW, Rosenbæk F, Muren MA, Kristensen HK, Mokkink LB, Gregersen Oestergaard L. Measurement properties of performance-based instruments for assessing mental function during activity and participation in persons with stroke: A systematic review. Scand J Occup Ther 2023; 30:1489-1510. [PMID: 37725997 DOI: 10.1080/11038128.2023.2258161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 09/08/2023] [Indexed: 09/21/2023]
Abstract
BACKGROUND Various performance-based instruments exist to assess mental function after stroke and users have to select one for research or clinical practice. OBJECTIVES To evaluate the measurement properties of performance-based instruments to assess (any aspect of) mental function during activity and participation in persons after stroke. MATERIAL AND METHODS We searched in five electronic databases. COSMIN methodology was used to conduct the review. The strength of evidence was assessed using a modified GRADE approach. RESULTS Fifty articles were included reporting on 20 instruments assessing (1) multiple mental functions including ≥ four subdomains (2) attention, memory and executive functions, or single subdomains (3) executive functions, (4) perception, and (5) mental function of language. Highest quality evidence for sufficient results was found for some measurement properties in seven instruments. These instruments included: FIM + FAM, MPAI-4 and EFPT, MET, CBS/KF-NAP, BIT and the Scenario Test. CONCLUSIONS Further studies of high methodological quality are needed that evaluate the measurement properties of instruments to allow clinicians and researchers to select the most suitable performance-based measures for purpose. SIGNIFICANCE Results may be used to select the most suitable performance-based instrument to measure mental function during activity and participation in persons with stroke. TRIAL REGISTRATION NUMBER PROSPERO CRD42018086744.
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Affiliation(s)
- Lola Qvist Kristensen
- Department of Physiotherapy and Occupational Therapy, Aarhus University Hospital, Aarhus, Denmark
| | - Maurits W van Tulder
- Department of Physiotherapy and Occupational Therapy, Aarhus University Hospital, Aarhus, Denmark
- Department of Human Movement Sciences and Amsterdam Movement Science Research Institute, Faculty Behavioural and Movement Sciences, Vrije Universiteit Amsterdam, the Netherlands
| | - Frederik Rosenbæk
- Department of Public Health, Research Unit of General Practice, University of Southern Denmark, Odense, Denmark
| | - Marie Almkvist Muren
- Department of Physiotherapy and Occupational Therapy, Aarhus University Hospital, Aarhus, Denmark
| | - Hanne Kaae Kristensen
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
- Health Sciences Research Center, University College Lillebaelt, Odense, Denmark
| | - Lidwine B Mokkink
- Department of Epidemiology and Data Science, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Lisa Gregersen Oestergaard
- Department of Physiotherapy and Occupational Therapy, Aarhus University Hospital, Aarhus, Denmark
- DEFACTUM, Central Denmark Region, Aarhus, Denmark
- Department of Public Health, Aarhus University, Aarhus, Denmark
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Colomer C, Llorens R, Sánchez C, Ugart P, Moliner B, Navarro MD, Noé E, Ferri J. Reliability and validity of the Spanish adaptation of the Functional Independence Measure + Functional Assessment Measure. Eur J Phys Rehabil Med 2023; 59:452-457. [PMID: 37226445 PMCID: PMC10548398 DOI: 10.23736/s1973-9087.23.07841-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Revised: 04/05/2023] [Accepted: 05/09/2023] [Indexed: 05/26/2023]
Abstract
BACKGROUND The Functional Independence Measure + Functional Assessment Measure (FIM+FAM) Scale is one of the most widely used instruments to measure functional independence post-stroke, and features many cultural adaptations to various languages. AIM The aim of this study was to determine the psychometric properties of a Spanish cross-cultural adaptation of the FIM+FAM for use in the stroke population. DESIGN Observational study. SETTING Outpatient long-term service of a neurorehabilitation unit. POPULATION One hundred and twenty-two individuals with stroke. METHODS The functional independence of the participants was assessed with the adapted version of the FIM+FAM. Additionally, the functional, motor and cognitive condition of the participants was assessed with a battery of standardized clinical instruments. Finally, a group of 31 participants out of the total were evaluated a second time with the FIM+FAM by a different evaluator than the one who performed the first evaluation. Internal consistency, inter-rater reliability and convergent validity with other clinical instruments of the adapted version of the FIM+FAM were determined. RESULTS The internal consistency of the adapted version of the FIM+FAM was excellent, as evidenced by Cronbach's α values that exceeded 0.973. The inter-rater reliability was likewise excellent, with correlations above 0.990 in all domains and subscales. Additionally, the convergent validity of the scale adaptation with clinical instruments was variable, with values ranging from 0.264 to 0.983, but consistent with the construct assessed in the different instruments examined. CONCLUSIONS The internal consistency, inter-rater reliability and convergent validity of the Spanish-adapted version of the FIM+FAM Scale showed excellent reliability and validity of the adaptation, which supports its use to assess functional independence after stroke. CLINICAL REHABILITATION IMPACT Availability of a valid adaptation for the evaluation of functional independence after stroke in Spanish population.
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Affiliation(s)
- Carolina Colomer
- Instituto de Rehabilitación Neurológica (IRENEA), Fundación Vithas, Valencia, Spain -
| | - Roberto Llorens
- Instituto de Rehabilitación Neurológica (IRENEA), Fundación Vithas, Valencia, Spain
- Neurorehabilitation and Brain Research Group, Instituto Universitario de Investigación en Tecnología Centrada en el Ser Humano, Universitat Politècnica de València, Valencia, Spain
| | - Clara Sánchez
- Instituto de Rehabilitación Neurológica (IRENEA), Fundación Vithas, Valencia, Spain
| | - Patricia Ugart
- Instituto de Rehabilitación Neurológica (IRENEA), Fundación Vithas, Valencia, Spain
| | - Belén Moliner
- Instituto de Rehabilitación Neurológica (IRENEA), Fundación Vithas, Valencia, Spain
| | - María D Navarro
- Instituto de Rehabilitación Neurológica (IRENEA), Fundación Vithas, Valencia, Spain
| | - Enrique Noé
- Instituto de Rehabilitación Neurológica (IRENEA), Fundación Vithas, Valencia, Spain
| | - Joan Ferri
- Instituto de Rehabilitación Neurológica (IRENEA), Fundación Vithas, Valencia, Spain
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Sánchez-Herrera-Baeza P, Cano-de-la-Cuerda R, Serrada-Tejeda S, Fernández-Vázquez D, Navarro-López V, González-Alted C, Miangolarra-Page JC. Influence of Age, Gender and Education Level on Executive Functions and Functioning in People with Stroke. Biomedicines 2023; 11:1603. [PMID: 37371698 DOI: 10.3390/biomedicines11061603] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Revised: 05/24/2023] [Accepted: 05/30/2023] [Indexed: 06/29/2023] Open
Abstract
BACKGROUND Alterations in mental functions are among the most frequent manifestations of stroke that have a direct impact on the patient's functionality. The objective of this study was to analyze the relationship of sociodemographic variables with the executive functions (EFs) of participants with right middle cerebral artery (MCA) stroke. METHODS A cross-sectional observational case-control study was conducted at the State Center for Brain Damage in Madrid, Spain. Fifty-eight subjects were recruited and divided into two groups. Each participant was administered the following: the FIM+FAM Functional Assessment Measure, the Lawton and Brody scale, The Trail-Making Test, the Zoo Map Test and the Hanoi Tower. RESULTS Statistically significant differences (p < 0.05) were identified between participants with ischemic stroke and control in functional and EF functions, as well as between participants with hemorrhagic stroke and control. No statistically significant differences were found in the experimental group between subjects who had sustained ischemic and hemorrhagic stroke. No significant associations were identified between the variables age, gender and education level in relation to functionality and executive functions (p > 0.05) in people with stroke. CONCLUSION People who have suffered a right cerebral artery stroke have deficiencies in the EFS, resulting in poorer performance of the activity of daily living, compared to healthy subjects of the same age, gender and education level. In the correlational analysis of the stroke participants, no significant associations were identified between the variables gender, age and education level in relation to functionality and EF.
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Affiliation(s)
- Patricia Sánchez-Herrera-Baeza
- Department of Physical Therapy, Occupational Therapy, Rehabilitation, and Physical Medicine, Faculty of Health Sciences, Rey Juan Carlos University, 28922 Madrid, Spain
| | - Roberto Cano-de-la-Cuerda
- Department of Physical Therapy, Occupational Therapy, Rehabilitation, and Physical Medicine, Faculty of Health Sciences, Rey Juan Carlos University, 28922 Madrid, Spain
| | - Sergio Serrada-Tejeda
- Department of Physical Therapy, Occupational Therapy, Rehabilitation, and Physical Medicine, Faculty of Health Sciences, Rey Juan Carlos University, 28922 Madrid, Spain
| | - Diego Fernández-Vázquez
- Department of Physical Therapy, Occupational Therapy, Rehabilitation, and Physical Medicine, Faculty of Health Sciences, Rey Juan Carlos University, 28922 Madrid, Spain
| | - Víctor Navarro-López
- Department of Physical Therapy, Occupational Therapy, Rehabilitation, and Physical Medicine, Faculty of Health Sciences, Rey Juan Carlos University, 28922 Madrid, Spain
| | - Carlos González-Alted
- Centro de Referencia Estatal a la Atención del Daño Cerebral (CEADAC), C/del Río Bullaque, 1, 28034 Madrid, Spain
| | - Juan Carlos Miangolarra-Page
- Department of Physical Therapy, Occupational Therapy, Rehabilitation, and Physical Medicine, Faculty of Health Sciences, Rey Juan Carlos University, 28922 Madrid, Spain
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Nagae M, Mitsutake T, Sakamoto M. Impact of skin care on body image of aging people: A quasi-randomized pilot trial. Heliyon 2023; 9:e13230. [PMID: 36755594 PMCID: PMC9900263 DOI: 10.1016/j.heliyon.2023.e13230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 01/08/2023] [Accepted: 01/21/2023] [Indexed: 01/28/2023] Open
Abstract
Aim Support for various activities of daily living is essential for maintaining the health of residents in nursing homes. Although aging people who move to nursing homes often change their skin care habits, how these changes impact aging adults' social and mental well-being remains unclear. This study aimed to evaluate the effects of facial skin care on aging residents' self-body image, self-esteem, well-being, depressive symptoms and social cognitive function by a quasi-randomized controlled pilot trial in Japanese nursing homes. Method Thirty-seven older adult women living in nursing homes took part in this quasi-randomized controlled pilot trial. Eighteen participants applied a skincare gel-cream to the face twice a day for three months, while 19 participants used no skincare products. Self-body image and psychological measures such as the Cutaneous Body Image Scale (CBIS), the Rosenberg Self-esteem Scale (RSES), Philadelphia Geriatric Center Morale Scale (PGCMS) and Geriatric Depression Scale (GDS) were used in each nursing home to evaluate the pre- and post-treatment scores. In addition, cognitive items of the Functional Independence Measure (FIM) were evaluated as social cognitive function at pre- and post-treatment. Results There was a significant different change of the Cutaneous Body Image Scale scores (p = 0.045, r = 0.34) after three months between skin care group and control group. Although there were no clear significant differences in other psychological assessments, there was a higher number of them with positive changes in the skin care group compared to the control group. Conclusion Skin care may help improve cutaneous self-body image and positive emotion in aging female residents of Japanese nursing homes.
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Affiliation(s)
- Masumi Nagae
- Department of Agro-Environmental Sciences, Faculty of Agriculture, Graduate School of Kyushu University, Fukuoka, Japan
| | - Tsubasa Mitsutake
- Department of Physical Therapy, Fukuoka International University of Health and Welfare, Fukuoka, Japan
| | - Maiko Sakamoto
- Division of Medical Education Development, Research & Education Center for Community Medicine, Faculty of Medicine, Saga University, Saga, Japan
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González-Santos J, Rodríguez-Fernández P, Pardo-Hernández R, González-Bernal JJ, Fernández-Solana J, Santamaría-Peláez M. A Cross-Sectional Study: Determining Factors of Functional Independence and Quality of Life of Patients One Month after Having Suffered a Stroke. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:995. [PMID: 36673749 PMCID: PMC9859177 DOI: 10.3390/ijerph20020995] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Revised: 12/29/2022] [Accepted: 01/01/2023] [Indexed: 06/17/2023]
Abstract
(1) Background: loss of quality of life (QoL) and functional independence are two of the most common consequences of suffering a stroke. The main objective of this research is to study which factors are the greatest determinants of functional capacity and QoL a month after suffering a stroke so that they can be considered in early interventions. (2) Methods: a cross-sectional study was conducted which sample consisted of 81 people who had previously suffered a stroke. The study population was recruited at the time of discharge from the Neurology Service and Stroke Unit of the hospitals of Burgos and Córdoba, Spain, through a consecutive sampling. Data were collected one month after participants experienced a stroke, and the main study variables were quality of life, measured with the Stroke-Specific Quality of Life Measure (NEWSQOL), and functional independence, measured with the Functional Independence Measure-Functional Assessment Measure (FIM-FAM). (3) Results: the factors associated with a worse QoL and functional capacity one month after having suffered a stroke were living in a different dwelling than the usual flat or house (p < 0.05), a worse cognitive capacity (p < 0.001) and a worse functional capacity of the affected upper limb (p < 0.001). A higher age was related to a worse functional capacity one month after suffering a stroke (p = 0.048). (4) Conclusions: the type of dwelling, age, cognitive ability and functional capacity of the affected upper limb are determining aspects in functional independence and QoL during the first weeks after a stroke.
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Abe H, Nishiyama K, Yamamoto Y, Okanuka T, Yonezawa Y, Matsumoto K. Impact of Alternate Gait Training Using Knee-Ankle-Foot Orthoses with Oil Damper Ankle Hinge in Patients with Subacute Severe Hemiplegia. Brain Sci 2021; 11:brainsci11111430. [PMID: 34827429 PMCID: PMC8615545 DOI: 10.3390/brainsci11111430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 10/13/2021] [Accepted: 10/23/2021] [Indexed: 11/30/2022] Open
Abstract
Patients with severe hemiplegia along with knee instability require knee–ankle–foot orthoses (KAFOs) for gait training. However, in these patients, it is unclear which type of walking training is more effective to improve gait function. Providing alternate gait training (AGT) improves walking function in patients with spinal cord injury, but it is still unclear whether this is effective in hemiplegic stroke patients. In this study, we defined “unified AGT” as AGT performed with the same therapeutic concept by physiotherapists. We then investigated whether AGT improved gait function quicker than our traditional gait training in hemiplegic stroke patients. We enrolled 15 subjects with severe hemiplegia and knee instability who had undergone unified AGT using KAFOs with hinged oil dampers at the ankles, and 30 historical control (HC) subjects who had undergone traditional gait training. We used multiple comparison and survival analyses to analyze the differences in the functional independence measure (FIM) gait score changes between the two groups. The multiple comparison revealed a significant increase (p < 0.05) in the FIM gait score compared with its initial score in the subjects with unified AGT. However, this improvement was not seen in the HC subjects. Additionally, the survival analysis of time taken to recover revealed a significant difference between the subjects with unified AGT and HC subjects (p < 0.05). These findings suggest that unified AGT using a KAFO facilitates gait improvement in patients with severe hemiplegia and knee instability.
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Affiliation(s)
- Hiroaki Abe
- Department of Physical Therapy, Fukushima Medical University School of Health Sciences, 10-6, Sakaemachi, Fukushima 960-8516, Japan
- Correspondence: ; Tel.: +81-24-581-5545
| | - Kazutaka Nishiyama
- Department of Rehabilitation, Kita-Fukushima Medical Center, 23-1 Aza-higashi, Hakozaki, Date, Fukushima 960-0502, Japan; (K.N.); (Y.Y.)
| | - Yuichi Yamamoto
- Department of Rehabilitation, Kita-Fukushima Medical Center, 23-1 Aza-higashi, Hakozaki, Date, Fukushima 960-0502, Japan; (K.N.); (Y.Y.)
| | - Toru Okanuka
- Department of Rehabilitation Medicine, Kohnan Hospital, 4-20-1, Nagamachi-Minami, Taihaku-ku, Sendai 982-8523, Miyagi, Japan;
| | - Yasuhito Yonezawa
- Pacific Supply Co, Ltd., 1-12-1, Goryou, Daito, Osaka 574-0064, Japan; (Y.Y.); (K.M.)
| | - Koji Matsumoto
- Pacific Supply Co, Ltd., 1-12-1, Goryou, Daito, Osaka 574-0064, Japan; (Y.Y.); (K.M.)
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Harel-Katz H, Adar T, Milman U, Carmeli E. Relationship between Occupational Identity Post-Stroke and Outcomes of a Self-Management Participation-Focused Intervention: A Preliminary Investigation. Occup Ther Health Care 2021; 35:198-216. [PMID: 33794730 DOI: 10.1080/07380577.2021.1905197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Self-management programs are used to assist stroke survivors to manage their condition and participation. This study was designed to examine correlations between occupational identity and outcomes of participation-focused self-management program using the Occupational Performance History Interview for the occupational identity and participation and self-efficacy as outcome measures. Spearman's rho correlations were calculated between occupational Identity and the program's outcomes. Results showed moderate significant positive correlations with self-efficacy for self-management and self-efficacy for participation scales at baseline; few were found at post-intervention and follow-up. Non-significant correlations were found between occupational identity and the change in outcome measures from baseline to post-intervention and to follow-up. Findings suggest occupational identity is strongly related to self-efficacy after stroke, and less related to intervention outcomes. However, other factors may possibly affect the effectiveness of self-management programs for a stroke population. Exploration of these factors might help develop programs better tailored to each stroke survivor.
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Affiliation(s)
- Hagit Harel-Katz
- Faculty of Social Welfare and Health Sciences, University of Haifa, Haifa, Israel.,Neurologic Rehabilitation Center, Clalit Health Services, Kiryat Byalik, Israel
| | - Tamar Adar
- Department of Family Medicine, Haifa and Western Gallilee District, Clalit Health Services, Haifa, Israel.,Faculty of Medicine, Department of Family Medicine, Technion - Israel Institute of Technology, Haifa, Israel
| | - Uzi Milman
- Clinical Research Unit, Clalit Health Services, Haifa and Western Galilee District, Haifa, Israel.,Department of Family Medicine, Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel
| | - Eli Carmeli
- Faculty of Social Welfare and Health Sciences, Department of Physical Therapy, University of Haifa, Haifa, Israel
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AlJohi A, Javison S, Lubbada S, Beshawri Y, Hamdan AB. Impact of inpatient rehabilitation services on the functional levels of cancer patients at King Fahad Medical City, Riyadh, Saudi Arabia. Saudi Med J 2020; 41:984-989. [PMID: 32893281 PMCID: PMC7557554 DOI: 10.15537/smj.2020.9.25309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Objectives: To identify the impact of inpatient rehabilitation services on the functional levels of cancer patients. Methods: This was a retrospective study of data from the Rehabilitation Hospital, King Fahad Medical City, Riyadh, Saudi Arabia, from 2012 to 2018. The functional independence measure (FIM) tool was used to assess functional changes from admission to discharge to determine the impact of inpatient rehabilitation. Results: A total of 81 eligible records were reviewed. The median hospital length of stay (LOS) was 50 days, mean±SD of the FIM gain was 25 (15.3), and 91.4% were discharged home, while only 4.9% were readmitted. Although statistically significant gains were observed in both motor and cognitive scores, motor scores improved more than the cognitive. The LOS was less (30 days) in patients requiring minimal assistance, at the time of admission, compared to the LOS in patients with moderate and low levels of independence. The level of significance was set at p≤0.05 Conclusions: In patient cancer rehabilitation service demonstrated statistically significant functional gains during rehabilitation at King Fahad Medical City. This study may help the policymakers to provide similar rehabilitation services to all cancer patients as well as in other health care hospitals to improve the functional status of cancer survivors.
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Affiliation(s)
- Amani AlJohi
- Department of Physical Therapy, Rehabilitation Hospital, King Fahad Medical City, Riyadh, Kingdom of Saudi Arabia. E-mail.
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Suzuki M, Yamamoto R, Ishiguro Y, Sasaki H, Kotaki H. Deep learning prediction of falls among nursing home residents with Alzheimer's disease. Geriatr Gerontol Int 2020; 20:589-594. [PMID: 32267067 DOI: 10.1111/ggi.13920] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2019] [Revised: 02/29/2020] [Accepted: 03/13/2020] [Indexed: 11/30/2022]
Abstract
AIM This study aimed to use a convolutional neural network (CNN) to investigate the associations between the time of falling and multiple complicating factors, including age, dementia severity, lower extremity strength and physical function, among nursing home residents with Alzheimer's disease. METHODS A total of 42 people with Alzheimer's disease were enrolled. We evaluated falling events from nursing home admission (baseline) to 300 days later. We assessed the knee extension strength and Functional Independence Measure locomotion item and carried out the Mini-Mental State Examination at baseline. To predict falling, participants were categorized into three classes: those who fell within the first 150 (or 300) days from baseline or those who did not experience a fall within the study period. For each class, 1000 bootstrap datasets were generated using 42 actual sample datasets, and were used to propose a CNN algorithm and cross-validate the algorithm. RESULTS Eight (19.0%), 11 (26.2%) and 31 participants (73.8%) fell within 150 or 300 days after the baseline assessment or did not fall until 300 days or later, respectively. The highest accuracy rate of the CNN classification was 0.647 in the factor combination extracted from the Mini-Mental State Examination score, knee extension strength and Functional Independence Measure locomotion item score. CONCLUSIONS A CNN based on multiple complicating factors could predict the time of falling in nursing home residents with Alzheimer's disease. Geriatr Gerontol Int 2020; ••: ••-••.
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Affiliation(s)
- Makoto Suzuki
- Faculty of Health Sciences, Tokyo Kasei University, Saitama, Japan
| | - Ryosuke Yamamoto
- Department of Health Support, Setagaya Municipal Kitazawa En, Setagaya, Japan
| | - Yuko Ishiguro
- Department of Health Support, Setagaya Municipal Kitazawa En, Setagaya, Japan
| | - Hironori Sasaki
- Department of Rehabilitation, Hatsutomi Hoken Hospital, Chiba, Japan
| | - Harumi Kotaki
- Department of Rehabilitation, Hatsutomi Hoken Hospital, Chiba, Japan
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Suzuki M, Sugimura S, Suzuki T, Sasaki S, Abe N, Tokito T, Hamaguchi T. Machine-learning prediction of self-care activity by grip strengths of both hands in poststroke hemiplegia. Medicine (Baltimore) 2020; 99:e19512. [PMID: 32176098 PMCID: PMC7440355 DOI: 10.1097/md.0000000000019512] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
To investigate the relationships between grip strengths and self-care activities in stroke patients using a non-linear support vector machine (SVM).Overall, 177 inpatients with poststroke hemiparesis were enrolled. Their grip strengths were measured using the Jamar dynamometer on the first day of rehabilitation training. Self-care activities were assessed by therapists using Functional Independence Measure (FIM), including items for eating, grooming, dressing the upper body, dressing the lower body, and bathing at the time of discharge. When each FIM item score was ≥6 points, the subject was considered independent. One thousand bootstrap grip strength datasets for each independence and dependence in self-care activities were generated from the actual grip strength. Thereafter, we randomly assigned the total bootstrap datasets to 90% training and 10% testing datasets and inputted the bootstrap training data into a non-linear SVM. After training, we used the SVM algorithm to predict a testing dataset for cross-validation. This validation procedure was repeated 10 times.The SVM with grip strengths more accurately predicted independence or dependence in self-care activities than the chance level (mean ± standard deviation of accuracy rate: eating, 0.71 ± 0.04, P < .0001; grooming, 0.77 ± 0.03, P < .0001; upper-body dressing, 0.75 ± 0.03, P < .0001; lower-body dressing, 0.72 ± 0.05, P < .0001; bathing, 0.68 ± 0.03, P < .0001).Non-linear SVM based on grip strengths can prospectively predict self-care activities.
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Affiliation(s)
- Makoto Suzuki
- Faculty of Health Sciences, Tokyo Kasei University, Saitama
| | - Seiichiro Sugimura
- Department of Rehabilitation, St. Marianna University Toyoko Hospital, Kanagawa
| | - Takako Suzuki
- School of Health Sciences, Saitama Prefectural University, Saitama
| | - Shotaro Sasaki
- Department of Rehabilitation, St. Marianna University, Yokohama City Seibu Hospital, Kanagawa, Japan
| | - Naoto Abe
- Department of Rehabilitation, St. Marianna University, Yokohama City Seibu Hospital, Kanagawa, Japan
| | - Takahide Tokito
- Department of Rehabilitation, St. Marianna University, Yokohama City Seibu Hospital, Kanagawa, Japan
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Galeoto G, Iori F, De Santis R, Santilli V, Mollica R, Marquez MA, Sansoni J, Berardi A. The outcome measures for loss of functionality in the activities of daily living of adults after stroke: a systematic review. Top Stroke Rehabil 2019; 26:236-245. [DOI: 10.1080/10749357.2019.1574060] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Affiliation(s)
- Giovanni Galeoto
- Department of Public Health, Sapienza University of Rome, Rome, Italy
| | | | - Rita De Santis
- Department of Anatomical, Histological, Forensic and Orthopaedic Sciences, “Sapienza” University of Rome, Rome, Italy
| | - Valter Santilli
- Department of Anatomical, Histological, Forensic and Orthopaedic Sciences, “Sapienza” University of Rome, Rome, Italy
| | - Roberta Mollica
- Department of Anatomical, Histological, Forensic and Orthopaedic Sciences, “Sapienza” University of Rome, Rome, Italy
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Nayar M, Vanderstay R, Siegert RJ, Turner-Stokes L. The UK Functional Assessment Measure (UK FIM+FAM): Psychometric Evaluation in Patients Undergoing Specialist Rehabilitation following a Stroke from the National UK Clinical Dataset. PLoS One 2016; 11:e0147288. [PMID: 26824696 PMCID: PMC4732596 DOI: 10.1371/journal.pone.0147288] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2015] [Accepted: 01/01/2016] [Indexed: 12/02/2022] Open
Abstract
The UK Functional Assessment Measure (UKFIM+FAM) is the principal outcome measure for the UK Rehabilitation Outcomes Collaborative (UKROC) national database for specialist rehabilitation. Previously validated in a mixed neurorehabilitation cohort, this study is the first to explore its psychometric properties in a stroke population, and compare left and right hemispheric strokes (LHS vs RHS). We analysed in-patient episode data from 62 specialist rehabilitation units collated through the UKROC database 2010-2013. Complete data were analysed for 1,539 stroke patients (LHS: 588, RHS: 566 with clear localisation). For factor analysis, admission and discharge data were pooled and randomised into two equivalent samples; the first for exploratory factor analysis (EFA) using principal components analysis, and the second for confirmatory factor analysis (CFA). Responsiveness for each subject (change from admission to discharge) was examined using paired t-tests and differences between LHS and RHS for the entire group were examined using non-paired t-tests. EFA showed a strong general factor accounting for >48% of the total variance. A three-factor solution comprising motor, communication and psychosocial subscales, accounting for >69% total variance, provided acceptable fit statistics on CFA (Root Mean Square Error of Approximation was 0.08 and Comparative Fit Index/ Tucker Lewis Index 0.922/0.907). All three subscales showed significant improvement between admission and discharge (p<0.001) with moderate effect sizes (>0.5). Total scores between LHS and RHS were not significantly different. However, LHS showed significantly higher motor scores (Mean 5.7, 95%CI 2.7, 8.6 p<0.001), while LHS had significantly lower cognitive scores, primarily in the communication domain (-6.8 95%CI -7.7, -5.8 p<0.001). To conclude, the UK FIM+FAM has a three-factor structure in stroke, similar to the general neurorehabilitation population. It is responsive to change during in-patient rehabilitation, and distinguishes between LHS and RHS. This tool extends stroke outcome measurement beyond physical disability to include cognitive, communication and psychosocial function.
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Affiliation(s)
- Meenakshi Nayar
- Department of Palliative Care Policy and Rehabilitation, Kings College London, Faculty of Life Sciences and Medicine, London, United Kingdom
- Regional Hyper Acute Rehabilitation Unit (RHRU), Northwick Park Hospital, London, United Kingdom
| | - Roxana Vanderstay
- Department of Palliative Care Policy and Rehabilitation, Kings College London, Faculty of Life Sciences and Medicine, London, United Kingdom
| | - Richard J. Siegert
- School of Public Health and Psychosocial Studies and School of Rehabilitation and Occupational Studies, Auckland University of Technology, Northcote, Auckland, New Zealand
| | - Lynne Turner-Stokes
- Department of Palliative Care Policy and Rehabilitation, Kings College London, Faculty of Life Sciences and Medicine, London, United Kingdom
- Regional Hyper Acute Rehabilitation Unit (RHRU), Northwick Park Hospital, London, United Kingdom
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