Abstract
For older adults, physical functioning status describes
how well a person is able to manage necessary daily
activities independently. Different tools exist for
testing and follow-up of physical functioning state at
different levels of health and age. However, technologies
have not been widely adapted for monitoring the physical
functioning status during daily life in a longitudinal
setup.
In this thesis, the actigraph's characteristics for
evaluating the physical functioning of older adults at
various levels of health and functioning are studied. An
actigraph measures activity level estimates continuously
and is typically worn on the wrist for extended periods.
The actigraph is a mature technology that has been used
in the sleep research since 1970s. In addition to sleep
patterns, the actigraph can assess a subject's physical
activity levels, and sleep-wake rhythms. Furthermore, a
novel processing concept for evaluating long-term
activity pattern responses to external stimuli, such as
facility's common activities or weather has been
developed in this thesis.
This thesis utilizes three different datasets in which
actigraph data have been collected online, parallel with
physical functioning estimates. The first dataset
includes subjects from a nursing home with intermediate
to demanding care need, the second dataset subjects are
assisted living residents who are mostly independent but
might receive some support services, and the third
dataset subjects are from a demanding nursing home unit.
The third dataset includes longitudinal data (over three
years at longest). In addition, a fourth dataset was used
to compare the actigraph processing methods between a
traditional actigraph and the online actigraph to
understand how well the encountered results with datasets
1-3 could be generalized.
In the thesis, the actigraph estimates for sleep,
activity level and diurnal rhythms are compared with
physical functioning results by utilizing datasets 1-3.
In combined data from datasets 1 and 2 (demented subjects
were excluded from the analysis) higher physical
functioning estimate (activities of daily living
assessment) was associated with higher physical activity
level and with more night-time activity variance. In
addition, subjects with better functioning tend to have
more similar activity rhythms with the facility
activities (novel concept) and less-stable day-to-day
activity patterns. In Dataset 3 (now including subjects
with and without dementia) better physical functioning
was associated with more stable and stronger diurnal
activity rhythm. However, the correlation between the
diurnal rhythm stability and physical functioning might
be explained by the severity of dementia according to the
results. In the longitudinal case analysis, most of the
activity rhythm patterns were associated with physical
functioning changes as expected according to cross
sectional analysis. In Dataset 2, the amount of time the
subjects spent outside the facility correlated positively
with better physical functioning. This suggests that
different context information can provide meaningful
information on the older adults' health in addition to
traditional actigraph estimates.
Since the correlations slightly differed depending on the
study population we suggest that monitoring activity
level, activity rhythm strength, similarity and
variability simultaneously is recommended. Sleep patterns
were not connected with physical functioning in the
utilized datasets. The thesis results suggest that the
actigraph is a feasible health monitoring concept to be
utilized in assisted living and nursing home settings and
is suitable for follow up of changes in activity patterns
associated with changes in physical functioning.
Original language | English |
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Qualification | Doctor Degree |
Awarding Institution |
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Supervisors/Advisors |
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Award date | 15 Dec 2017 |
Publisher | |
Print ISBNs | 978-951-38-8593-9 |
Electronic ISBNs | 978-951-38-8592-2 |
Publication status | Published - 2017 |
MoE publication type | G5 Doctoral dissertation (article) |
Keywords
- activities of daily living
- sleep
- circadian rhythm
- actigraphy
- nursing
- home
- assisted living
- physical activity