Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Adherence to Personal Health Devices: A Case Study in Diabetes
  Management   Personal health devices can enable continuous monitoring of health
parameters. However, the benefit of these devices is often directly related to
the frequency of use. Therefore, adherence to personal health devices is
critical. This paper takes a data mining approach to study continuous glucose
monitor use in diabetes management. We evaluate two independent datasets from a
total of 44 subjects for 60 - 270 days. Our results show that: 1) missed target
goals (i.e. suboptimal outcomes) is a factor that is associated with wearing
behavior of personal health devices, and 2) longer duration of non-adherence,
identified through missing data or data gaps, is significantly associated with
poorer outcomes. More specifically, we found that up to 33% of data gaps
occurred when users were in abnormal blood glucose categories. The longest data
gaps occurred in the most severe (i.e. very low / very high) glucose
categories. Additionally, subjects with poorly-controlled diabetes had longer
average data gap duration than subjects with well-controlled diabetes. This
work contributes to the literature on the design of context-aware systems that
can leverage data-driven approaches to understand factors that influence
non-wearing behavior. The results can also support targeted interventions to
improve health outcomes.

36
The categories of this paper are: cmp-lg
6
The categories of this paper are: astro-ph
30
The categories of this paper are: q-alg
7
The categories of this paper are: hep-th
19
The categories of this paper are: eess
34
The categories of this paper are: chem-ph
23
The categories of this paper are: solv-int
17
The categories of this paper are: q-fin
33
The categories of this paper are: plasm-ph
31
The categories of this paper are: ao-sci
26
The categories of this paper are: bayes-an
13
The categories of this paper are: quant-ph
15
The categories of this paper are: nucl-ex
4
The categories of this paper are: cond-mat
14
The categories of this paper are: math-ph
2
The categories of this paper are: math