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Camptocormia, a severe flexion deformity of the spine, presents challenges in monitoring its progression outside laboratory settings. This study introduces a customized method utilizing four inertial measurement unit (IMU) sensors for continuous recording of the camptocormia angle (CA), incorporating both the consensual malleolus and perpendicular assessment methods. The setup is wearable and mobile and allows measurements outside the laboratory environment. The practicality for measuring CA across various activities is evaluated for both the malleolus and perpendicular method in a mimicked Parkinson disease posture. Multiple activities are performed by a healthy volunteer. Measurements are compared against a camera-based reference system. Results show an overall root mean squared error (RMSE) of 4.13° for the malleolus method and 2.71° for the perpendicular method. Furthermore, patient-specific calibration during the standing still with forward lean activity significantly reduced the RMSE to 2.45° and 1.68° respectively. This study presents a novel approach to continuous CA monitoring outside the laboratory setting. The proposed system is suitable as a tool for monitoring the progression of camptocormia and for the first time implements the malleolus method with IMU. It holds promise for effectively monitoring camptocormia at home.

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BACKGROUND: Home assessment is a critical component of successful home modifications, enabling individuals with functional limitations to age in place comfortably. A high-quality home assessment tool should facilitate a valid and reliable assessment involving health care and housing professionals, while also engaging and empowering consumers and their caregivers who may be dealing with multiple functional limitations. Unlike traditional paper-and-pencil assessments, which require extensive training and expert knowledge and can be alienating to consumers, mobile health (mHealth) apps have the potential to engage all parties involved, empowering and activating consumers to take action. However, little is known about which apps contain all the necessary functionality, quality appraisal, and accessibility. OBJECTIVE: This study aimed to assess the functionality, overall quality, and accessibility of mHealth home assessment apps. METHODS: mHealth apps enabling home assessment for aging in place were identified through a comprehensive search of scholarly articles, the Apple (iOS) and Google Play (Android) stores in the United States, and fnd.io. The search was conducted between November 2022 and January 2023 following a method adapted from PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses). Reviewers performed a content analysis of the mobile app features to evaluate their functionality, overall quality, and accessibility. The functionality assessment used a home assessment component matrix specifically developed for this study. For overall quality, the Mobile Application Rating Scale (MARS) was used to determine the apps' effectiveness in engaging and activating consumers and their caregivers. Accessibility was assessed using the Web Content Accessibility Guidelines (WCAG) 2.1 (A and AA levels). These 3 assessments were synthesized and visualized to provide a comprehensive evaluation. RESULTS: A total of 698 apps were initially identified. After further screening, only 6 apps remained. Our review revealed that none of the apps used thoroughly tested assessment tools, offered all the functionality required for reliable home assessment, achieved the "good" quality threshold as measured by the MARS, or met the accessibility criteria when evaluated against WCAG 2.1. However, DIYModify received the highest scores in both the overall quality and accessibility assessments. The MapIt apps also showed significant potential due to their ability to measure the 3D environment and the inclusion of a desktop version that extends the app's functionality. CONCLUSIONS: Our review revealed that there are very few apps available within the United States that possess the necessary functionality, engaging qualities, and accessibility to effectively activate consumers and their caregivers for successful home modification. Future app development should prioritize the integration of reliable and thoroughly tested assessment tools as the foundation of the development process. Furthermore, efforts should be made to enhance the overall quality and accessibility of these apps to better engage and empower consumers to take necessary actions to age in place.

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INTRODUCTION: The creation of age-friendly home environments enables middle-aged and older aged people to live independently at home while adapting to age-related changes. Little is currently known about existing home hazards that may potentially hinder healthy older people as they age. METHODS: Prospective cohort study of healthy adults who received an age-friendly home environment assessment conducted by an occupational therapist. Adults aged 60 and over, without significant disability, living in homes within metropolitan Adelaide, South Australia were recruited through community advertising. RESULTS: Sixty age-friendly home environment assessments were conducted. Common areas where potential hazards were identified, and modifications recommended were bathrooms, toilets and backyards. Gardens were commonly identified as potentially requiring modifications in the future. Participants were more likely to consider moving to new housing if additional modifications were needed to their homes. CONCLUSION: Affordable and accessible age-friendly housing is required to support an ageing population. Education on age-friendly housing for healthy middle and older aged people is required enabling proactive planning rather than awaiting health crises.

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Home safety assessments and subsequent modifications can prevent hospitalization, institutionalization, and death among older adults. Telehealth has been shown to be an effective means to administer home safety assessments. However, a structured approach to synchronous telehealth home assessments has not been examined. This study involved development and validation of a structured telehealth home assessment protocol. The Protocol for Administering Telehealth Home (PATH) assessment was developed based on literature review, clinical experience with in-person and telehealth home assessments, and interviews with content experts. Six older adults participated in the validation phase of the protocol using a quasi-experimental, mixed-methods, one-group research design. The validation process resulted in modifications to the protocol to enhance its utility in practice. The PATH protocol provides a valid, structured approach to conducting synchronous telehealth home assessments and can be used by occupational therapists to administer home assessments for older adults desiring to age in place.

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Assessing motor competence is essential for evaluating the effectiveness of physical activity interventions that aim to maintain or improve older adults' function. However, assessing motor competence in older adults who have difficulties walking or standing is challenging, because few instruments or guidelines are appropriate for these frail older adults. This article aims to describe challenges in evaluating motor function among frail older adults, discuss strategies for adapting motor function assessments to their home settings, and provide recommendations for future clinical trials so that older adults with ambulatory difficulties can benefit from motor function assessment and physical activity programs. Data came from the baseline assessment of 116 participants of an ongoing clinical trial, "Promoting Seniors' Health with Home Care Aides (Pro-Home)". Our results demonstrated that the Pro-Home study involved participants who would be typically excluded from clinical trials and that the two instruments selected or developed for Pro-Home (Short Physical Performance Battery, Pro-Home Ankle Range of Motion Measure) captured a wide range of lower extremity motor competence with no or few missing data. Recommendations for future studies include knowing the target population thoroughly, developing trust and rapport with all parties involved, and continuously collaborating with interviewers who conduct assessments.

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Objective: This study aims to assess the effect of home modification in preventing falls in older adults. Methods: A systematic review and meta-analysis of randomized studies were performed. The review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and was registered prospectively. Five electronic databases were systematically searched for related articles. The titles and abstracts of the articles found using the key search phrases-home modification and falling-were screened using inclusion and exclusion criteria. The Cochrane risk of bias tool was used to evaluate the studies' methodology. Results: A total of 12 trials were included. A meta-analysis was conducted using 10 studies with n = 1, 960 participants showing a clinically meaningful 7% reduction in falls (risk ratio = 0.93; 0.87-1). Conclusions: Falls can be significantly reduced with the use of home modification interventions that are thorough, well-focused, have an environmental-fit perspective, and have adequate follow-up.

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Introduction: While occupational therapy home assessments are effective to identify environmental falls risk factors, patients may not receive these services due to workforce distribution and geographical distances. Technology may offer a new way for occupational therapists to conduct home assessments to identify environmental fall risks. Objectives: To (i) explore the feasability of identifying environmental risk factors using smartphone technology, (ii) develop and pilot a suite of procedures for taking smartphone images and (iii) examine the inter-rater reliability and content validity between occupational therapists when assessing smartphone images using a standardised assessment tool. Method: Following ethical approval a procedure was developed and participants recruited to submit smartphone images of their bedroom, bathroom and toilet. Two independent occupational therapists then assessed these images using a home safety checklist. Findings were analysed using inferential and descriptive statistics. Results: Of 100 volunteers screened, 20 individuals participated. A guideline for instructing patients to take home images was developed and tested. Participants averaged 9.00 minutes (SD 4.401) to complete the task, whilst occupational therapists took approximately 8 minutes to review the images. The inter-rater reliability between the two therapists was 0.740 (95% CI: 0.452-0.888). Conclusion: The study found that use of smartphones was to a large extent feasible and conclude that the use of smartphone technologies is a potential complimentary service to traditional home visits. The effective prescription of equipment in this trial was identified as a challenge. The impact on costs and potential falls incidents remains uncertain and more research is warranted in representative populations.

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Children and youth with special healthcare needs (CYSHCN) are at disproportionate risk of harm from widespread disasters and from life-safety emergencies. These risks may be mitigated by providing preparedness training and support to family caregivers. We conducted a scoping review to identify and map the scholarly literature on home-focused preparedness of families with CYSHCN. Our search strategy yielded 22 relevant articles; 13 pertained to life-safety emergencies, 5 centered on widespread disasters, and 4 addressed preparedness on multiple scales. Approaches to measure or attempt to improve emergency preparedness levels in CYSHCN and their families were diverse and included interviews and focus groups; didactic, video-based, or side-by-side instruction; simulated medical crises; and provisioning of emergency kits. For the studies that involved an intervention (n=15, 68%), several proxy indicators of preparedness were used, including caregiver knowledge, skill, or comfort level with managing emergencies that could affect their CYSHCN; completion of preparedness tasks; and reduction in adverse clinical outcomes. Despite the varied methodologies, prevailing themes in the studies were that family caregivers of CYSHCN felt underprepared for emergencies and disasters, desired training to improve their preparedness at home, and benefited from such trainings, at least in the short term, across domains of self-efficacy, skill, and health outcomes of their CYSHCN. Although more research is needed to compare preparedness interventions and evaluate the durability of these interventions in larger, more diverse samples of CYSHCN and their families, our findings support incorporating preparedness training into preventive care encounters and the hospital-to-home transition.

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Remote health monitoring has become increasingly important, especially in aging populations. We aimed to identify tasks that are sensitive to age-related changes in balance during fully remote, at-home balance assessment. Participants were 12 healthy young adults (mean age = 26.08 years, range: 18-33) and 12 healthy older adults (mean age = 67.33 years, range: 60-75). Participants performed standing tasks monitored via video conference while their balance was quantified using a custom iPhone application measuring mediolateral center of mass acceleration. We included three stances (feet together, tandem, and single leg) with eyes open or closed, with or without a concurrent cognitive task. Older adults demonstrated significantly more variable center of mass accelerations in tandem (p = .04, ηp2=.25) and significantly higher (p < .01, ηp2=.45) and more variable (p < .01, ηp2=.44) center of mass accelerations in single leg compared with young adults. We also observed that as task challenge increased, balance dual-task cost diminished for older, but not young, adults.

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PURPOSE: Most stroke survivors have remaining upper limb impairment six months after stroke and require additional rehabilitation and help from family members to enhance their performance of daily activities. First-person (egocentric) video has been proposed to capture the activities of daily living (ADLs) of stroke survivors in order to assess their hand function at home. This study explored the experiences and expectations of stroke survivors regarding the use of egocentric cameras in daily life for rehabilitation applications. METHODS: Twenty-one chronic stroke survivors recruited for the study were asked to record three sessions of 1.5 h of video of their ADLs at home over two weeks. Their experiences and expectations after completing the recordings were discussed using a structured questionnaire and a semi-structured interview. The questionnaire and interview data were analysed using descriptive statistics and content analysis, respectively. The results were further integrated using a mixed methods analysis for mutual explanation and elaboration. RESULTS: The themes generated were Camera Usability, Privacy Concerns Related to Home Recordings, Future Use of the Camera in Public, and Information Usefulness. The participants perceived that the camera was easy to use, the information obtained from the recordings was beneficial, and no major concerns about recording at home. A discreet camera and a solution to privacy issues were prerequisites to recording tasks in public. CONCLUSIONS: There was high acceptance among stroke survivors regarding the use of wearable cameras for rehabilitation purposes in the future. Concerns to be managed include discomfort, self-consciousness, and the privacy of others.Implications for rehabilitationThe egocentric camera was easy for the stroke survivors to use at home. However, they expressed a preference for cameras to be less noticeable and lighter in the future to minimize self-consciousness and discomfort.Expectations for future use of an egocentric camera for upper limb rehabilitation at home from the perspectives of stroke survivors included receiving feedback on their hand function in daily life and guidance on how to improve function.Privacy concerns of stroke survivors regarding recording activities of daily living were mostly avoidable by planning in advance. However, some personal hygiene tasks and virtual meetings were recorded by accident. A checklist of common activities that may raise privacy issues can be provided along with the camera to serve as a reminder to avoid these issues.

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BACKGROUND: Occupational therapists who work in hospitals need to assess patients' home environment in preparation for hospital discharge in order to provide recommendations (eg, technical aids) to support their independence and safety. Home visits increase performance in everyday activities and decrease the risk of falls; however, in some countries, home visits are rarely made prior to hospital discharge due to the cost and time involved. In most cases, occupational therapists rely on an interview with the patient or a caregiver to assess the home. The use of videoconferencing to assess patients' home environments could be an innovative solution to allow better and more appropriate recommendations. OBJECTIVE: The aim of this study was (1) to explore the added value of using mobile videoconferencing compared with standard procedure only and (2) to document the clinical feasibility of using mobile videoconferencing to assess patients' home environments. METHODS: Occupational therapists assessed home environments using, first, the standard procedure (interview), and then, videoconferencing (with the help of a family caregiver located in patients' homes, using an electronic tablet). We used a concurrent mixed methods design. The occupational therapist's responsiveness to telehealth, time spent on assessment, patient's occupational performance and satisfaction, and major events influencing the variables were collected as quantitative data. The perceptions of occupational therapists and family caregivers regarding the added value of using this method and the nature of changes made to recommendations as a result of the videoconference (if any) were collected as qualitative data, using questionnaires and semistructured interviews. RESULTS: Eight triads (6 occupational therapists, 8 patients, and 8 caregivers) participated. The use of mobile videoconferencing generally led occupational therapists to modify the initial intervention plan (produced after the standard interview). Occupational therapists and caregivers perceived benefits in using mobile videoconferencing (eg, the ability to provide real-time comments or feedback), and they also perceived disadvantages (eg, videoconferencing requires additional time and greater availability of caregivers). Some occupational therapists believed that mobile videoconferencing added value to assessments, while others did not. CONCLUSIONS: The use of mobile videoconferencing in the context of hospital discharge planning has raised questions of clinical feasibility. Although mobile videoconferencing provides multiple benefits to hospital discharge, including more appropriate occupational therapist recommendations, time constraints made it more difficult to perceive the added value. However, with smartphone use, interdisciplinary team involvement, and patient participation in the videoconference visit, mobile videoconferencing can become an asset to hospital discharge planning. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.2196/11674.

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INTRODUCTION: Low implementation rates of occupational therapy home assessment recommendations have previously been reported. The objective was to identify and describe the barriers and facilitating factors that influence implementation of home assessment recommendations. METHODS: A mixed methods systematic review consisting of studies involving adults living in the community who received an occupational therapy home assessment was conducted. Seven databases were last searched in August 2021. Study quality was assessed using the Joanna Briggs Institute (JBI) critical appraisal tools (SUMARI) dependent on study design. Data synthesis followed the convergent integrated approach. Findings were mapped to the theoretical Capability Opportunity Motivation Behaviour (COM-B) model of health behaviour change. RESULTS: From 5,540 citations, 22 articles met the criteria for the systematic review. Implementation of occupational therapy home assessment recommendations ranged between 55% and 90%. Six synthesised findings were identified. Capability barriers included a patient's cognitive and physical ability. Motivation barriers included a perceived lack of need and stigma; patient reported decreased involvement and lack of choice. Opportunity barriers included limited family or carer involvement, carer stress, level of service provision available, including funding, therapy dosage and timing and environmental restrictions. Overall facilitators included patient-centred care, including choice and understanding need, individualised tailored recommendations, involvement of families and carers, provision of written record and strategies to support implementation. Results were limited by methodological weaknesses in identified studies and heterogeneity in the definition and measurement of implementation impacting on comparison. Specific intervention components were often poorly described. CONCLUSION: The theoretical model elucidates priority factors to address for promoting implementation of home assessment recommendations. Future high-quality research clearly defining intervention components is required to support short- and long-term implementation of recommendations in the home environment. Behaviour change techniques could be utilised to support home assessment practices in future research.

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BACKGROUND: Most adults prefer to age in place. However, the majority of homes are not designed to support resident needs, especially for adults undergoing joint replacement surgeries such as total knee arthroplasty (TKA) or total hip arthroplasty (THA). It is of paramount importance to proactively assess and modify the homes of adults undergoing TKA/THA such that they can safely transition home following surgery. Several tools utilize emerging technology like virtual reality, augmented reality, or teleconferencing to assess home environments. These are meant to be used by professionals like occupational therapists. However, the acceptance and uptake of simple technology like mobile applications for assessing homes proactively by residents has not been explored. OBJECTIVE: A qualitative exploratory study was conducted to evaluate the feasibility and potential acceptance of a mobile application for resident-initiated home assessment. METHODS: Semi-structured interviews were conducted with 22 patient-care partner dyads before and after THA/TKA to understand the perceived usefulness, likelihood of using a mobile application-based home assessment tool, and perceived barriers and facilitators of using the tool. RESULTS: About 68% of the patient-care partner dyads interviewed for this study perceived benefits of using a mobile application-based tool. All the participants who perceived the tool to be useful showed high likelihood of using it. A comparison of responses between pre-and post-surgery interviews revealed that around 50% of participants showed an increased intention of using an assessment tool after experiencing challenges in their homes post-surgery. Participants provided recommendations for key content, potential features to include in the assessment tool, and preferred formats (e.g., checklists, visuals, and videos). CONCLUSIONS: To increase acceptance of a mobile application-based home assessment tool, it is crucial that residents are made aware of the home environment challenges and the importance of an assessment tool to improve their safety and independence. The content, features, formats, and usability suggestions from the participants in this study provide a framework for health mobile application and interface developers to design a home assessment tool.

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Objective: To determine the degree of knowledge in the usage of pulse oximeter as a home assessment tool among the community in Malaysia. Methods: A cross-sectional survey was conducted in November 2021. The questionnaire assessed the knowledge in using pulse oximeters, user experience and opinions in using pulse oximeter as a home assessment tool during the pandemic. Results: A total of 504 respondents were included in the study, and the mean score in knowledge related to application of pulse oximetry was 73.00%, while the mean score in knowledge related to factors affecting pulse oximetry readings was only 38.51%. A total of 90.5% of the respondents recognised normal pulse rate and 88.5% knew the blood oxygen saturation levels of a healthy adult, while 69.4% recognised the definition of silent hypoxia. In addition, the majority of the respondents agreed that factors such as poor blood circulation (71.2%), excessive movements (69.8%), and hand position (60.7%) affected oximetry readings. However, 61.7%, 81.7%, 77.2% and 76.8% of the respondents could not identify nail polish, skin colour, skin thickness and tattoos as factors that may affect oximetry readings respectively. Conclusions: The respondents showed a satisfactory level of knowledge related to application of pulse oximetry, but a poor level of knowledge related to factors affecting pulse oximetry readings among the community in Malaysia. Continuous efforts in educating the community on the correct use of pulse oximeters are crucial for appropriate home assessment and avoiding unnecessary stress.

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Epidemiological restrictions due to the COVID-19 pandemic have raised legal and practical questions related to the provision of workplace risk assessment in home offices of teleworkers. The objective of this qualitative study was to analyze practical experience of employers and occupational safety and health experts performing workplace risk assessment in Latvia during the first wave of the COVID-19 pandemic. Our findings suggest that employers have not sufficiently implemented their legal obligations related to workplace risk assessment which can result in an increased number of physical and mental health problems of teleworkers in the short term and in the future. Work from home has shown how different working conditions can be for the same type of work (office work); therefore, the promotion of personalized workplace risk assessment should be encouraged. Even if virtual workplace visits using photos and videos are not the traditional way the workplace risk assessment should be done, it is effective; workers who report that their employers assessed their working conditions report fewer health effects. The experience of workers in participation in workplace risk assessment for telework might change the level and role of worker participation in the management of health and safety hazards at work in general.

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BACKGROUND AND OBJECTIVES: Older adults undergoing total hip arthroplasty (THA) and total knee arthroplasty (TKA) experience significant challenges while navigating their homes after surgery and are at higher risk for falls and injuries. This study explored the specific home and community physical environment challenges faced by community-dwelling older adults while performing daily activities and actions taken to modify their homes before surgery. RESEARCH DESIGN AND METHODS: Using a qualitative descriptive methodology, semistructured interviews were conducted with 22 older adult-care partner dyads pre- and postsurgery to identify key built environment barriers and facilitators in addition to home modifications made pre- and postsurgery. RESULTS: Challenges anticipated by participants to perform daily activities presurgery varied from those experienced postsurgery. Lack of support along stairs or in bathrooms, flooring material, and transitions were significant concerns raised by the participants before surgery. Size and layout of home and ergonomics of resting furniture were recognized as issues postsurgery. Modifications ranged from easy fixes such as rearranging furniture, removing clutter, and installing grab bars to high-cost structural changes such as remodeling critical spaces such as bathrooms. Although participants agreed on the importance of conducting proactive home assessments and modifications before surgery, perceived costs and lack of knowledge or services limit older adults from implementing some changes. DISCUSSION AND IMPLICATIONS: Home modifications must be considered proactively before an event such as a THA or TKA. These should be done within the context of the specific needs, abilities, financial capabilities, and social and physical home environments of the individual and the residential caregivers.

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BACKGROUND: Clinical scales such as the Scale for the Assessment and Rating of Ataxia (SARA) cannot be used to study ataxia at home or to assess daily fluctuations. The objective of the current study was to develop a video-based instrument, SARAhome , for measuring ataxia severity easily and independently at home. METHODS: Based on feasibility of self-application, we selected 5 SARA items (gait, stance, speech, nose-finger test, fast alternating hand movements) for SARAhome (range, 0-28). We compared SARAhome items with total SARA scores in 526 patients with spinocerebellar ataxia types 1, 2, 3, and 6 from the EUROSCA natural history study. To prospectively validate the SARAhome , we directly compared the self-applied SARAhome and the conventional SARA in 50 ataxia patients. To demonstrate feasibility of independent home recordings in a pilot study, 12 ataxia patients were instructed to obtain a video each morning and evening over a period of 14 days. All videos were rated offline by a trained rater. RESULTS: SARAhome extracted from the EUROSCA baseline data was highly correlated with conventional SARA (r = 0.9854, P < 0.0001). In the prospective validation study, the SARAhome was highly correlated with the conventional SARA (r = 0.9254, P < 0.0001). Five of 12 participants of the pilot study obtained a complete set of 28 evaluable videos. Seven participants obtained 13-27 videos. The intraindividual differences between the lowest and highest SARAhome scores ranged from 1 to 5.5. CONCLUSION: The SARAhome and the conventional SARA are highly correlated. Application at home is feasible. There was a considerable degree of intraindividual variability of the SARAhome scores. © 2021 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.

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Background: The increased use of telehealth to visit patients in their home permits greater access to care, and also increases the opportunity for whole-person assessments that improve individualized care. The videoconferencing camera is a proxy for home visit provider's eyes. However, cameras limit views, thereby reducing environmental cues. The Novice to Expert Theory of skill acquisition supports the use of an intentional viewing guide to assure a comprehensive patient assessment using telehealth in the home (CPATH). This study advances the development of a CPATH framework to guide providers to be intentional when using televideo technology. Methods: A quantitative content validity approach was used to determine the validity of a priori items within domains that were in the original protocol framework. A content validity determination requires 5-10 experts to rate agreement (range 1-5) on items within domains. Our sample was composed of seven expert home health providers. More than five experts had to agree to achieve statistical significance (p < 0.05) for validity. Results: Of the 15 items in the protocol, only 8 items had significant agreement for the sample size. These items were breathing, nonverbal gesturing, positioning, oxygen, safety, and types, dosages, and administration guidance of medication. Other items were added within the existing domains of Patient Characteristics, Treatment and Equipment Functioning, Medications and Environmental Quality, with the exception of Caregivers. Conclusion: The domains triggered considerations for existing or additional items that require assessment, thereby developing the intentional guide framework that permits individualization of a telehealth home-based visit.

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Patients show subtle changes in daily behavioral patterns, revealed by traditional assessments (e.g., performance- or questionnaire-based assessments) even in the early stage of Alzheimer's disease (AD; i.e., the mild cognitive impairment (MCI) stage). An increase in studies on the assessment of daily behavioral changes in patients with MCI and AD using digital technologies (e.g., wearable and nonwearable sensor-based assessment) has been noted in recent years. In addition, more objective, quantitative, and realistic evidence of altered daily behavioral patterns in patients with MCI and AD has been provided by digital technologies rather than traditional assessments. Therefore, this study hypothesized that the assessment of daily behavioral changes with digital technologies can replace or assist traditional assessment methods for early MCI and AD detection. In this review, we focused on research using nonwearable sensor-based in-home assessment. Previous studies on the assessment of behavioral changes in MCI and AD using traditional performance- or questionnaire-based assessments are first described. Next, an overview of previous studies on the assessment of behavioral changes in MCI and AD using nonwearable sensor-based in-home assessment is provided. Finally, the usefulness and problems of nonwearable sensor-based in-home assessment for early MCI and AD detection are discussed. In conclusion, this review stresses that subtle changes in daily behavioral patterns detected by nonwearable sensor-based in-home assessment can be early MCI and AD biomarkers.

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INTRODUCTION: Comprehensive evaluation and intervention provided by occupational therapists is effective in reducing the presence of fall hazards in the homes of older adults. The purpose of this study was to document known environmental hazards and to update a previous content analysis. A secondary goal reviewed a framework for evaluation and practice. METHODS: A comprehensive scoping review of published academic articles was performed from 1996 to 2019 to answer: What environmental hazards have been associated with falls in the homes of community-dwelling older adults? Data was extracted in a standardised critical appraisal worksheet and content analysis was conducted. A review of a conceptual framework for assessment and intervention was conducted by international experts (n = 6) in face-to-face interviews. RESULTS: Fourteen studies met the inclusion criteria for the scoping study. The studies reported 17 in-home environmental hazards: throw rugs/carpets, clutter, cords/wires, poorly placed light switches, items placed too low, items placed too high, no grab bars, toilet seats too low, uneven floor surfaces, slippery/wet surfaces, snowy/icy surfaces, backless/unsupportive shoes, unsteady stairs, inadequate lighting, inadequate heating/cooling, step stools without railings, and pets. CONCLUSION: A comprehensive list of specific fall hazards in and around the homes of older adults and a guiding framework offers occupational therapists an evidence-based foundation for fall prevention efforts.

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