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Frontiers of Medicine

ISSN 2095-0217

ISSN 2095-0225(Online)

CN 11-5983/R

Postal Subscription Code 80-967

2018 Impact Factor: 1.847

Front Med    0, Vol. Issue () : 126-131    https://doi.org/10.1007/s11684-012-0236-0
RESEARCH ARTICLE
IDEEA activity monitor: validity of activity recognition for lying, reclining, sitting and standing
Yuyu Jiang1,2(), Janet L. Larson1
1. Division of Acute, Critical and Long Term Care Programs, University of Michigan, Ann Arbor, MI 48109,USA; 2. Division of Medicine, Wuxi Medical School, Jiangnan University, Wuxi 214122, China
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Abstract

Recent evidence demonstrates the independent negative effects of sedentary behavior on health, but there are few objective measures of sedentary behavior. Most instruments measure physical activity and are not validated as measures of sedentary behavior. The purpose of this study was to evaluate the validity of the IDEEA system’s measures of sedentary and low-intensity physical activities: lying, reclining, sitting and standing. Thirty subjects, 14 men and 16 women, aged 23 to 77 years, body mass index (BMI) between 18 to 34 kg/m2, participated in the study. IDEEA measures were compared to direct observation for 27 activities: 10 lying in bed, 3 lying on a sofa, 1 reclining in a lawn chair, 10 sitting and 3 standing. Two measures are reported, the percentage of activities accurately identified and the percentage of monitored time that was accurately labeled by the IDEEA system for all subjects. A total of 91.6% of all observed activities were accurately identified and 92.4% of the total monitored time was accurately labeled. The IDEEA system did not accurately differentiate between lying and reclining so the two activities were combined for calculating accuracy. Using this approach the IDEEA system accurately identified 96% of sitting activities for a total of 97% of the monitored sitting time, 99% and 99% for standing, 87% and 88% for lying in bed, 87% and 88% for lying on the sofa, and 83% and 83% for reclining on a lawn chair. We conclude that the IDEEA system accurately recognizes sitting and standing positions, but it is less accurate in identifying lying and reclining positions. We recommend combining the lying and reclining activities to improve accuracy. The IDEEA system enables researchers to monitor lying, reclining, sitting and standing with a reasonable level of accuracy and has the potential to advance the science of sedentary behaviors and low-intensity physical activities.

Keywords IDEEA      activity monitor      sedentary behavior     
Corresponding Author(s): Jiang Yuyu,Email:doctoryuyu@126.com   
Issue Date: 05 March 2013
 Cite this article:   
Yuyu Jiang,Janet L. Larson. IDEEA activity monitor: validity of activity recognition for lying, reclining, sitting and standing[J]. Front Med, 0, (): 126-131.
 URL:  
https://academic.hep.com.cn/fmd/EN/10.1007/s11684-012-0236-0
https://academic.hep.com.cn/fmd/EN/Y0/V/I/126
Total(n = 30)Men(n = 14)Women(n = 16)
Age (year)Height (m)Mass of body (kg)BMI (kg/m2)Number of overweight (BMI 25 – 29.9)Number of obese (BMI≥30)Accurate measure time (min)% of accurate timeAccuracy of activity recognition (%)51.60±17.801.67±0.0866.54±14.6923.49±3.5862124.74±5.4692.40±0.0491.59±8.1147.60±17.01.72±0.0772.70±12.7524.21±2.8431124.48±5.5892.21±0.0491.63±8.0555.06±18.341.63±0.0661.14±13.6722.86±4.1131124.95±5.6192.56±0.0491.57±8.17
Tab.1  Descriptive statistics of study participants (mean±SD)
NumberPosition% of activities accurately identified% of monitored time accurately labeled
1Sitting in straight-backed chair with no arms, feet flat100100
2Sitting in rocking chair, rocking at comfortable speed100100
3Sitting in straight-backed chair with one leg under subject, sitting on one leg100100
4Sitting in padded stationary chair with legs crossed, right over left, assumed comfortable position100100
5Sitting in padded stationary chair with legs crossed, left over right and foot swinging, assumed comfortable position100100
6Sitting in straight-backed chair without arms, feet stretched straight out8382
7Sitting in wide swivel armchair, assumed comfortable position9797
8Sitting in wide swivel armchair, feet elevated on coffee table9096
9Sitting in padded stationary chair with legs crossed, left over left and foot swinging, assumed comfortable position9797
10Sitting in padded stationary chair with legs crossed, right over right, assumed comfortable position9797
11Standing, straight, unsupported9797
12Standing, leaning against the counter and washing dishes100100
13Standing, leaning against the counter, right or left side100100
Tab.2  Accuracy of activity recognition for sitting and standing position
NumberPosition% of activities accurately identified% of monitored time accurately labeled
14Reclining in lawn chair, assumed comfortable position8383
15Lying in bed (used pillows as needed for comfort), right side, knees flexed in comfortable position9797
16Lying in bed (used pillows as needed for comfort), right side, knees flexed tightly, but comfortably8787
17Lying in bed (used pillows as needed for comfort), left side, knees flexed in comfortable position100100
18Lying in bed (used pillows as needed for comfort), left side, knees flexed tightly, but comfortably100100
19Lying in bed (used pillows as needed for comfort), flat on the back with one pillow under head8787
20Lying in bed (used pillows as needed for comfort), flat on back with two pillows under head9091
21Lying in bed (used pillows as needed for comfort), on abdomen, assumed naturally comfortable position6065
22Lying in bed (used pillows as needed for comfort), on abdomen, right leg flexed and pulled up under subject9393
23Lying in bed (used pillows as needed for comfort), on abdomen, left leg flexed and pulled up under subject8280
24Lying in bed (used pillows as needed for comfort), assumed favorite sleeping position7373
25Lying on sofa (used pillows as needed for comfort), right side, watching TV8387
26Lying on sofa (used pillows as needed for comfort), left side, watching TV8080
27Lying on sofa (used pillows as needed for comfort), flat on back, watching TV9798
Tab.3  Accuracy of activity recognition for lying and reclining position
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