Influence of Minimum-Duration Processing Settings on activPAL-Derived Sit-to-Stand Transitions and Sedentary Behavior Metrics in Free-Living Chronic Stroke Survivors: An Exploratory Pilot Study

Background and objective The activPAL monitor (PAL Technologies, Glasgow, UK) is widely used to assess posture, stepping activity, sit-to-stand transitions, and sedentary behavior. However, estimates derived from the same activPAL recording may vary according to the minimum-duration settings applied during data processing. Such processing-related differences may affect the interpretation of daily sit-to-stand frequency and sedentary interruption patterns. This exploratory pilot study examined whether processing identical free-living activPAL recordings using 2-second and 10-second minimum-duration settings produced different sit-to-stand, stepping, standing, and sedentary behavior outputs in chronic stroke survivors. Methods This study was an exploratory secondary analysis of free-living activPAL data from 12 chronic stroke survivors who were able to perform sit-to-stand transfers independently. Each raw activPAL4 recording was processed twice using PALbatch, the manufacturer-provided batch-processing software for activPAL data. In the 2-second condition, both the minimum upright period and the minimum non-upright period were set to 2 seconds. In the 10-second condition, both parameters were set to 10 seconds. The 10-second condition represented the default PALbatch setting, and all other processing settings were held constant between conditions. The primary outcome was the daily number of sit-to-stand transitions. Secondary outcomes were step count, stepping time, standing time, total sedentary time, and sedentary bout metrics. Participant-level averages across valid recording days were compared using the paired Wilcoxon signed-rank test. Secondary analyses were exploratory and were not adjusted for multiple comparisons. Results Daily sit-to-stand counts were higher in the 2-second condition than in the 10-second condition (52.8 ± 32.1 vs. 46.4 ± 28.2 transitions/day; mean paired difference, 6.4 transitions/day; p = 0.004). The number of sedentary bouts shorter than 30 minutes was also higher in the 2-second condition (p = 0.004). Differences in step count, stepping time, and standing time were small. Total sedentary time differed by 2.4 min/day (p = 0.035), whereas sedentary bouts lasting 30 minutes or longer showed little difference between conditions. Conclusions In this available-case sample, minimum-duration processing settings were primarily associated with differences in daily sit-to-stand counts and the number of short sedentary bouts. Differences in stepping-related outcomes, total sedentary time, and prolonged sedentary bout metrics were small. Because no direct observation or video-based criterion measure was available, the findings do not indicate which setting was more accurate. Instead, they show that processing settings can influence the operational definition and interpretation of activPAL-derived sit-to-stand and sedentary interruption outcomes. Researchers should report these settings explicitly and apply consistent processing rules when comparing groups, measurement occasions, or studies.

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Publication Details

Journal
Cureus
Published
2026-08-03
DOI
https://doi.org/10.7759/cureus.113847
Primary Topic
Stroke Rehabilitation and Recovery
Type
article
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article

Influence of Minimum-Duration Processing Settings on activPAL-Derived Sit-to-Stand Transitions and Sedentary Behavior Metrics in Free-Living Chronic Stroke Survivors: An Exploratory Pilot Study

Haruo Uguisu, Mitsutaka SHIBUYA, Kenichi HIRASHIMA, Kazuhiro Harada
Cureus
Stroke Rehabilitation and Recovery
article

Influence of Minimum-Duration Processing Settings on activPAL-Derived Sit-to-Stand Transitions and Sedentary Behavior Metrics in Free-Living Chronic Stroke Survivors: An Exploratory Pilot Study

Haruo Uguisu, Mitsutaka SHIBUYA, Kenichi HIRASHIMA, Kazuhiro Harada
article en

Abstract

Background and objective The activPAL monitor (PAL Technologies, Glasgow, UK) is widely used to assess posture, stepping activity, sit-to-stand transitions, and sedentary behavior. However, estimates derived from the same activPAL recording may vary according to the minimum-duration settings applied during data processing. Such processing-related differences may affect the interpretation of daily sit-to-stand frequency and sedentary interruption patterns. This exploratory pilot study examined whether processing identical free-living activPAL recordings using 2-second and 10-second minimum-duration settings produced different sit-to-stand, stepping, standing, and sedentary behavior outputs in chronic stroke survivors. Methods This study was an exploratory secondary analysis of free-living activPAL data from 12 chronic stroke survivors who were able to perform sit-to-stand transfers independently. Each raw activPAL4 recording was processed twice using PALbatch, the manufacturer-provided batch-processing software for activPAL data. In the 2-second condition, both the minimum upright period and the minimum non-upright period were set to 2 seconds. In the 10-second condition, both parameters were set to 10 seconds. The 10-second condition represented the default PALbatch setting, and all other processing settings were held constant between conditions. The primary outcome was the daily number of sit-to-stand transitions. Secondary outcomes were step count, stepping time, standing time, total sedentary time, and sedentary bout metrics. Participant-level averages across valid recording days were compared using the paired Wilcoxon signed-rank test. Secondary analyses were exploratory and were not adjusted for multiple comparisons. Results Daily sit-to-stand counts were higher in the 2-second condition than in the 10-second condition (52.8 ± 32.1 vs. 46.4 ± 28.2 transitions/day; mean paired difference, 6.4 transitions/day; p = 0.004). The number of sedentary bouts shorter than 30 minutes was also higher in the 2-second condition (p = 0.004). Differences in step count, stepping time, and standing time were small. Total sedentary time differed by 2.4 min/day (p = 0.035), whereas sedentary bouts lasting 30 minutes or longer showed little difference between conditions. Conclusions In this available-case sample, minimum-duration processing settings were primarily associated with differences in daily sit-to-stand counts and the number of short sedentary bouts. Differences in stepping-related outcomes, total sedentary time, and prolonged sedentary bout metrics were small. Because no direct observation or video-based criterion measure was available, the findings do not indicate which setting was more accurate. Instead, they show that processing settings can influence the operational definition and interpretation of activPAL-derived sit-to-stand and sedentary interruption outcomes. Researchers should report these settings explicitly and apply consistent processing rules when comparing groups, measurement occasions, or studies.

Cureus
Openalex Percentile: Top 12%
Stroke Rehabilitation and Recovery
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