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. Author manuscript; available in PMC: 2023 Oct 1.
Published in final edited form as: Disabil Rehabil. 2021 Jul 30;44(20):6119–6138. doi: 10.1080/09638288.2021.1957027

Table 3.

Quantification of real-world use.

Author Participants UE disability Sensors information Data collection Data processing Data analysis Results
Bailey et al. [53] n=74 control, n=48 stroke, chronic ARAT = 10–48 Brand: Actigraph, ACC
Number: 2
Placement: bilateral wrist
Home: 24 h Preprocessing: built-in ActiLife Software Metrics: Activity count (proprietary software)
Bilateral acceleration magnitude (sum of accelerations for all 3 axes)
Magnitude ratio
Duration of use (hours):
7.2 control
4.1 stroke
Unilateral duration of use (hours):
1.5 non-dominant UE control
1.9 dominant UE control
0.8 affected UE stroke
3.4 unaffected UE stroke
Bilateral acceleration magnitude:
132.6 control
82.4 stroke
Bilateral magnitude ratio (score range: +7, unilateral affected UE use to −7 unilateral unaffected UE use):
−0.1 control
−2.2 stroke
Barth et al. [57] n=12 control, n=24 stroke, acute FMA = 35.4 (mean) Brand: Actigraph GT9X Link, ACC
Number: 2
Placement: bilateral wrist
Inpatient: 24 h Preprocessing: built-in ActiLife Software Metrics: Activity count (proprietary software)
Duration of use Use ratio
Duration of use (hours): 6.2 non-dominant UE (control)
7.0 dominant UE (control)
3.7 affected UE (stroke)
6.9 unaffected UE (stroke)
Unilateral duration of use (hours):
1.1 non-dominant UE (control)
2.2 dominant UE (control)
0.93 affected UE (stroke)
3.9 unaffected UE (stroke)
Bilateral movement (hours):
5.0 control
2.8 stroke
Duration of use ratio:
0.89 control
0.56 stroke
Bhatnagar et al. [58] N=20 stroke, chronic FMA = 36.1 (mean) Brand: Actigraph GT3X+, ACC
Number: 2
Placement: bilateral wrist
Home: 3 contiguous days Preprocessing: not specified Metrics:
Activity counts
Duration of use
Use ratio
Acceleration magnitude Magnitude ratio
Duration of use (hours):
5.3 affected UE
9.1 unaffected UE
Unilateral duration of use (hours):
0.6 affected UE
4.3 unaffected UE
Bilateral movement (hours):
4.8
Magnitude ratio (negative values indicate greater nonparetic activity, 0 score indicates equal arm contribution)
−1.1
Chin et al. [60] N=12 stroke, acute Mild: FMA = 65 (mean)
Moderate:
FMA = 32 (mean)
Severe:
FMA = 5 (mean)
Brand: Actigraph GT3X+, ACC
Number: 2
Placement: bilateral wrist
Inpatient: 24 h Preprocessing: built-in ActiLife Software Metrics:
Activity count (proprietary software)
Duration of use
Use ratio
Bilateral acceleration magnitude
Magnitude ratio
Variation ratio
Duration of use, affected UE (hours):
5.4 mild
4.1 moderate
1.5 severe
Duration of use unaffected UE (hours):
8.7 mild
8.5 moderate
7.1 severe
Use ratio (duration of use):
0.59 mild
0.45 moderate
0.22 severe
Magnitude ratio (score range: +7 unilateral affected UE use to −7 unilateral unaffected UE use):
−2.79 mild
−5.25 moderate
−7 severe
Chin et al. [61] n=30 control, n=60 stroke, acute Mild:
FMA = 61 (mean)
Moderate: FMA = 36 (mean)
Severe: FMA = 8 (mean)
Brand: Actigraph GT3X+, ACC
Number: 2
Placement: bilateral wrist
Inpatient: 24 h Preprocessing: built-in ActiLife Software Metrics:
Activity count (proprietary software)
Duration of use
Use ratio
Bilateral acceleration magnitude
Magnitude ratio
Variation ratio
Duration of use, non-dominant, affected UE (hours):
8.72 control
6.71 mild
4.49 moderate
1.67 severe
Duration of use dominant, unaffected UE (hours):
9.43 control
7.92 mild
7.68 moderate
6.97 severe
Use ratio (duration of use):
0.93 control
0.86 mild
0.50 moderate
0.25 severe
Magnitude ratio (score range: +7 unilateral affected/non-dominant UE use to −7 unilateral unaffected/dominant UE use):
−0.26 control
−2.79 mild
−5.25 moderate
−7 severe
Doman et al. [54] N=15 stroke, acute and chronic Not specified Brand: Actigraph, ACC
Number: 2
Placement: bilateral wrist
Home:
24 h at baseline, every 10th outpatient therapy visit, discharge
Preprocessing: built-in ActiLife Software Metrics:
Activity counts (proprietary software)
Bilateral use ratio
Bilateral acceleration magnitude
Bilateral magnitude ratio
Bilateral use ratio:
0.95 control
0.57 stroke
Bilateral magnitude ratio (score range: +7 unilateral affected UE use to −7 unilateral unaffected UE use):
−0.1 control
−4.04 stroke
Lee et al. [55] N=16 stroke, acute and subacute Not specified Brand: Actiwatch ACC
Number: 2
Placement: bilateral wrist
Inpatient: 24 h × 4 timepoints (onset to 3 months)
Not specified if any of these timepoints were collected at home
Preprocessing: not specified Metrics:
Raw activity count
Mean activity counts (104 counts/day):
Onset: 8 affected, 20.5 unaffected
1-month: 27.1 unaffected, 10.8 affected
2-month: 28.3 unaffected, 14.1 affected
3-month: 34.5 unaffected,19.4 affected
Lee et al. [59] N=29 stroke, chronic, right hemiparesis
n=14 non-dominant UE affected, n=15 dominant UE affected
FMA = 45.3 (mean) Brand: Fitness Tracker Mi Band-3, ACC
Number: 2
Placement: bilateral wrist
Home: 30 contiguous days Preprocessing: not specified Metrics:
Activity counts
Differential activity (non-dominant activity counts minus dominant activity counts)
Asymmetry index
Activity counts, dominant UE (counts/day):
4126 non-dominant affected group 3053 dominant affected group
Activity counts, non-dominant UE (counts/day):
3365 non-dominant affected group
4505 dominant affected group
Differential activity (counts/day):
761 non-dominant affected group
−1450 dominant affected group
Asymmetry index (positive or negative index represents more contributions from dominant or non-dominant hand, respectively):
4.2 non-dominant affected group
−30.5 dominant affected group
Michielsen et al. [64] n=18 control
n=38 stroke, chronic
Brunnstrom levels 3–5 Brand: ULAM, ACC
Number: 5
Placement: sternum, bilateral thigh, bilateral wrist
Home: 24 h Preprocessing: band-pass filtering Metrics:
Duration of use
Movement intensity (root mean square values of acceleration)
Duration of use (hours):
5.1 non-dominant UE (control)
5.3 dominant UE (control)
2.4 affected UE (stroke)
5.3 unaffected UE (stroke)
Movement intensity (g/min):
0.04 dominant and nondominant UE (control)
0.02 affected UE (stroke)
0.04 unaffected UE (stroke)
Alt Murphy et al. [66] n=10 controls
n=28 stroke, acute
FMA = 35 (median) Brand: Shimmer 3, ACC
Number: 5
Placement: bilateral wrist and ankles, trunk
Inpatient: 8 am–8 pm for 2 days during weekdays and weekend Preprocessing: visual inspection, band-pass filtering Metrics:
Signal magnitude area (SMA)
Signal magnitude area ratio
Signal magnitude area, weekday, (m/s2):
2.51 non-dominant UE (control)
1.20 affected UE (stroke)
2.51 dominant UE (control)
2.34 unaffected UE (stroke)
Signal magnitude area, weekend, (m/s2):
2.45 non-dominant UE (control)
0.91 affected UE (stroke)
2.74 dominant UE (control)
2.10 unaffected UE (stroke)
Signal magnitude area ratio (0 value indicated perfect symmetry between UEs, negative value indicates lower magnitude of affected UE or non-dominant UE):
−0.07 weekday control
−0.33 weekday stroke
−0.04 weekend control
−0.36 weekend stroke
Rand and Eng [62] n=40 control, n=60 stroke, acute Not specified Brand: Actical ACC
Number: 3
Placement: bilateral wrist, hip
Inpatient: 3 contiguous days at admission and at 3 weeks Preprocessing: built-in software Metrics:
Activity counts (proprietary software)
UE motion during ambulation removed
Change in activity counts (admission to 3 weeks): no difference affected and unaffected UE
Change in use ratio (admission to 3 weeks): no change
Activity count (at 3 weeks):
unaffected UE 4x more than affected UE
Rand and Eng [63] N=32 stroke, acute, and chronic FMA = 51 (median) Brand: Actical ACC
Number: 3
Placement: bilateral wrist, hip
Inpatient: 3 contiguous weekdays at discharge
Home: 3 contiguous days at 12 months
Preprocessing: built-in software Metrics:
Activity counts-proprietary software
UE motion during ambulation removed
Change in activity counts (discharge to 12 months): no difference in affected and unaffected UE
Activity count (at 12 months):
Unaffected UE 3x more than affected UE
Shim et al. [56] N=40 stroke, chronic Mild:
FMA >45
Moderate:
FMA = 19–44
Brand: Fittmeter ACC
Number: 2
Placement: bilateral wrist
Inpatient: 8 am–11 pm × 5 days Preprocessing: not specified Metrics:
Raw activity counts
Use ratios
Mean activity count (m/s2):
Moderate impairment group- 552–734 (therapy time)
540 (free time)
Mild impairment group – 1831–2191 (therapy time)
1868 (free time)
Strommen et al. [65] N=100 stroke, acute Not specified Brand: Actical, ACC
Number: 5
Placement: bilateral wrist, bilateral ankle, hip
Inpatient: contiguously until discharge or up to 7 days (0–7 days) Preprocessing:
Not specified
Metrics:
Activity counts (proprietary software)
Activity count:
71% lower for stroke vs. TIA
80% less in affected UE vs. unaffected UE

ACC: accelerometer; ARAT: Action Research Arm Test; FMA: Fugl-Meyer Assessment; TIA: temporary ischemic attack.

Participants: number of healthy and/or stroke participants, level of chronicity (acute: onset – 1 month, subacute 1–6 months, chronic >6 months); UE disability: UE motor impairment (FMA, Brunnstrom levels) or activity limitation (ARAT); sensor information: name and type of device, number and location of sensors placed on the UE; data collection: location and duration of time of data collection; data processing: methods for motion data labeling and preprocessing; data analysis: motion data metrics calculated; results: duration of use, activity counts, acceleration magnitude, laterality indices (ratio of affected to unaffected UE motion).