| Literature DB >> 35225818 |
Alessia Cristiano1, Stela Musteata1, Sara De Silvestri1, Valerio Bellandi2, Paolo Ceravolo2, Matteo Cesari3, Domenico Azzolino3, Alberto Sanna1, Diana Trojaniello1.
Abstract
BACKGROUND: Over recent years, interest in the development of smart health technologies aimed at supporting independent living for older populations has increased. The integration of innovative technologies, such as the Internet of Things, wearable technologies, artificial intelligence, and ambient-assisted living applications, represents a valuable solution for this scope. Designing such an integrated system requires addressing several aspects (eg, equipment selection, data management, analytics, costs, and users' needs) and involving different areas of expertise (eg, medical science, service design, biomedical and computer engineering).Entities:
Keywords: Internet of Things; age-related chronic conditions; healthy aging; mobile phone; older population; remote monitoring; requirement elicitation; smart health
Year: 2022 PMID: 35225818 PMCID: PMC8922154 DOI: 10.2196/29623
Source DB: PubMed Journal: JMIR Aging ISSN: 2561-7605
Investigated areas and used methods for each phase.
| Phase | Clinicians | Older adults | |||
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| Impact of disease in everyday life | Focus group | Web-based questionnaire | ||
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| Remote monitoring | Focus group and web-based questionnaire | Web-based questionnaire | ||
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| Older adults’ relationship with the technology | N/Aa | Web-based questionnaire | ||
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| Use of technology in medical practice | Focus group and web-based questionnaire | N/A | ||
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| About SMART BEAR | Focus group and web-based questionnaire | Web-based questionnaire | ||
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| Physical training | N/A | Focus group: S1b | ||
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| Diet plan | N/A | Focus group: S1 | ||
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| Monitoring of physiological parameters | N/A | Focus group: S1 | ||
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| Psychoeducational intervention | N/A | Focus group: S2c | ||
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| Monitoring of the mood | N/A | Focus group: S2 | ||
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| Cognitive training | N/A | Focus group: S2 | ||
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| Hearing training | N/A | Focus group: S2 | ||
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| Environment monitoring and adjustment | N/A | Focus group: S2 | ||
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| Data visualization | N/A | Focus group: S1 and S2 | ||
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| Gamification | N/A | Focus group: S1 and S2 | ||
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| Regular report | N/A | Focus group: S1 and S2 | ||
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| Regular report to clinician | N/A | Focus group: S1 and S2 | ||
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| Suggestion | N/A | Focus group: S1 and S2 | ||
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| Reminder | N/A | Focus group: S1 and S2 | ||
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| Data access to caregiver | N/A | Focus group: S1 and S2 | ||
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| Teleconsulting | N/A | Focus group: S1 and S2 | ||
aN/A: not applicable.
bS1: Carlo’s story.
cS2: Lidia’s story.
Figure 1Sample population diagram.
Requirements collection phase medical conditions treated or experienced (N=142).
| Medical conditions | Clinicians (n=118), n (%) | Older adults (n=24), n (%) |
| Hearing loss (ie, tinnitus and unreceptiveness) | 11 (9.3) | 3 (12.5) |
| Cardiovascular diseases (ie, arrhythmias, ischemic heart disease, and hypertension) | 82 (69.5) | 16 (66.7) |
| Cognitive impairments (ie, dementia) | 77 (65.3) | 0 (0) |
| Mental health problems (ie, anxiety, depression, and stress) | 68 (57.6) | 4 (16.7) |
| Balance disorders (ie, imbalance and falls) | 68 (57.6) | 2 (8.3) |
| None | 0 (0) | 5 (20.8) |
Results related to the impact of disease in everyday life (N=40).
| Intrinsic capacity model areas | Clinicians (n=16), n (%) | Older adults (n=24), n (%) |
| Vital area (eg, cardiorespiratory functions, appetite, and autonomy) | 15 (94) | 13 (54) |
| Sensorial area (ie, vision, hearing, and smell) | 6 (38) | 11 (46) |
| Psychological area (eg, anxiety, depression, euphoria, and irritability) | 13 (81) | 17 (71) |
| Motor area (eg, balance, locomotion, coordination, and strength) | 9 (56) | 14 (58) |
| Cognitive area (ie, memory, attention, and language) | 10 (63) | 10 (42) |
Results related to remote monitoring (N=142).
| Parameters considered useful | Clinicians (n=118), n (%) | Older adults (n=24), n (%) | |||
| Blood pressure | 85 (72) | 12 (50) | |||
| House temperature | 13 (11) | 1 (4.2) | |||
| Air pollution | 11 (9.3) | 3 (12.5) | |||
| ECGa | 37 (31.4) | 0 (0) | |||
| Fall detection | 74 (62.7) | 2 (8.3) | |||
| Heart rate | 65 (55.1) | 5 (20.8) | |||
| Glycemia | 47 (39.8) | 0 (0) | |||
| Social interaction frequency | 42 (35.6) | 2 (8.3) | |||
| Diet habits | 68 (57.6) | 8 (33.3) | |||
| Levels of noise exposure | 13 (11) | 1 (4.2) | |||
| None | 0 (0) | 4 (16.7) | |||
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| Physical activity | 8 (6.8) | 10 (41.7) | ||
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| Cognitive functions | 68 (57.6) | —b | ||
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| Weight | 1 (0.8) | — | ||
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| Medication adherence | 1 (0.8) | — | ||
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| Behavioral changes and mood | 50 (42.4) | 3 (12.5) | ||
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| Sleep quality | 3 (2.5) | 8 (33.3) | ||
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| Pain | 1 (0.8) | — | ||
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| Eyesight | 1 (0.8) | — | ||
aECG: electrocardiogram.
bNot available.
Results related to the use of technology in medical practice (N=118).
| Use of technology | Clinicians, n (%) | |
| Technology is useful in medical practice | 107 (90.7) | |
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| Never | 50 (42.4) |
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| Rarely | 34 (28.8) |
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| Sometimes | 14 (11.9) |
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| Often | 14 (11.9) |
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| Everyday | 6 (5.1) |
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| Nutrition app | 20 (16.9) |
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| Physiotherapy app and smart devices | 23 (19.5) |
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| Smart hearing aids | 10 (8.5) |
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| Smart pillboxes | 23 (19.5) |
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| Physical activity app and smart devices | 23 (19.5) |
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| Smart blood pressure tracker | 32 (27.1) |
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| None | 50 (42.4) |
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| Other: movement tracking | 2 (1.7) |
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| Other: oxygen saturation and sleep quality app | 1 (0.8) |
Results related to about SMART BEAR (N=142).
| About SMART BEAR | Clinicians (n=118), n (%) | Older adults (n=24), n (%) | ||||
| Participation in SMART BEAR project | 108 (91.5) | 16 (66.7) | ||||
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| Less unnecessary visits | 40 (33.9) | 3 (12.5) | |||
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| Enhanced patient’s safety | 39 (33.1) | 9 (37.5) | |||
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| Better self-management of patients’ health status | 77 (65.3) | 10 (41.7) | |||
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| Better patient’s social interactions | 37 (31.4) | 4 (16.7) | |||
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| None | 2 (1.7) | 3 (12.5) | |||
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| No answer | 2 (1.7) | —a | |||
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| Enhanced patient’s autonomy | — | 3 (12.5) | ||
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| Enhanced patient’s confidence | 55 (46.6) | 4 (16.7) | ||
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| Improved patient’s health status | 12 (10.2) | — | ||
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| Improved patient’s diet habits | 28 (23.7) | 2 (8.3) | ||
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| Improved patient-physician communication | 9 (7.6) | — | ||
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| Time saving | 23 (19.5) | 6 (25) | ||
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| Money saving | 19 (16.1) | 2 (8.3) | ||
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| Privacy | 19 (16.1) | 5 (20.8) | |||
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| Change of routine | 28 (23.7) | 3 (12.5) | |||
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| Erroneous measurements | 37 (31.4) | 4 (16.7) | |||
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| Erroneous notifications (suggestions by platform) | 31 (26.3) | 3 (12.5) | |||
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| Technical issues of the devices | 60 (50.8) | 7 (29.2) | |||
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| Education on devices and platform use | 75 (63.6) | 2 (8.3) | |||
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| Increased stress for the user | 25 (21.2) | 5 (20.8) | |||
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| None | 4 (3.4) | 6 (25) | |||
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| No answer | 1 (0.8) | — | |||
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| Other: decreased patient’s referral to private practice | 2 (1.7) | — | |||
aNot available.
Older users’ assessment of SMART BEAR functions in the evaluation phase (N=6).
| Functions of SMART BEAR platform | Usefulness, n (%) | Credibility, n (%) | Desirability, n (%) | Learnability, n (%) | |||||
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| Physical training | 6 (100) | 6 (100) | 5 (83) | 2 (33) | ||||
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| Diet plan | 5 (83) | 4 (67) | 1 (17) | 2 (33) | ||||
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| Monitoring of physiological parameters | 6 (100) | 6 (100) | 6 (100) | 5 (83) | ||||
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| Psychoeducational intervention | 6 (100) | 6 (100) | 4 (67) | 2 (33) | ||||
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| Monitoring of the mood | 4 (67) | 4 (67) | 3 (50) | 3 (50) | ||||
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| Cognitive training | 6 (100) | 6 (100) | 6 (100) | 6 (100) | ||||
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| Hearing training | 6 (100) | 6 (100) | 6 (100) | 6 (100) | ||||
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| Environment monitoring and adjustment | 1 (17) | 1 (17) | 0 (0) | 0 (0) | ||||
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| Data visualization | 6 (100) | N/Aa | 5 (83) | N/A | ||||
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| Gamification | 6 (100) | N/A | 5 (83) | N/A | ||||
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| Regular reports | 6 (100) | N/A | 5 (83) | N/A | ||||
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| Regular report to clinician | 4 (67) | N/A | 5 (83) | N/A | ||||
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| Suggestion | 6 (100) | N/A | 6 (100) | N/A | ||||
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| Reminder | 6 (100) | N/A | 6 (100) | N/A | ||||
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| Data access to caregiver | 2 (33) | N/A | 2 (33) | N/A | ||||
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| Teleconsulting | 6 (100) | N/A | 5 (83) | N/A | ||||
aN/A: not applicable.