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Table 1 Parameters used in linear mixed effects models to study change over time and correlation with weight loss during the intervention

From: The association of physical activity, heart rate and sleep from an activity tracker with weight loss during a 6-month personalized combined lifestyle intervention: a retrospective analysis

Domain

Variable name

Abbr

Unit

Variable explanation

Pre-processing removal

Ref

Heart rate

Resting Heart Rate

RHR

bpm

Daily resting heart rate value, which is estimated during sleep

Insufficient day- and night-wear-time

[27]

Physical activity

Step count

SC

steps/day

Total steps taken for the day

Insufficient Day-wear-time

[15, 27, 28]

Sedentary time

 

hours/day

Total minutes sedentary time. Minutes asleep are excluded by Fitbit

Insufficient day- and night-wear-time

[5]

Light physical activity

LPA

min/week or min/day

Total minutes of light physical activity in a week

Insufficient day-wear-time

[15, 28]

Moderate physical activity

MPA

min/week or min/day

Total minutes of moderate physical activity in a week

Insufficient day-wear-time

[15, 28]

Vigorous physical activity

VPA

min/week or min/day

Total minutes of vigorous physical activity in a week

Insufficient day-wear-time

[15, 28]

Sleep

Sleep time

 

hours/day

Total number of minutes the user was asleep across all sleep records in the sleep log

Insufficient night-wear time

[27, 28]

Sleep efficiency*

 

%/day

Sleep time divided by time in bed (sleep time + sleep restless duration).**

Insufficient night-wear time

[27, 28]

Self-monitoring behaviour

Weigh-ins*

 

days/week

Number of smart-scale recorded weigh measurements per week

 

[15]

Tracker worn*

 

days/week

Number of valid day-time measurement per week

 

[15]

Activity registrations*

 

/week

Number of activities logged per week by the participants on the Fitbit device

 

[15]

  1. *Indicates variables which are calculated from Fitbit outputs and are not provided by Fitbit. ** Time in bed and sleep restless duration are both Fitbit outputs. abbr. abbreviation, bpm beats per minute, min minutes