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GGIR (version 2.3-0)

g.part3: Detection of sustained inactivity periods as needed for sleep detection in g.part4.

Description

Function called by g.shell.GGIR. It estimates the sustained inactivity periods in each day, which are used as input for g.part4 which then labels them as nocturnal sleep or day time sustained inactivity periods. Typical users should work with function g.shell.GGIR only.

Usage

g.part3(metadatadir=c(),f0,f1,anglethreshold = 5,timethreshold = 5,
  acc.metric="ENMO", ignorenonwear=TRUE, overwrite=FALSE,
  desiredtz="",constrain2range=TRUE,
  do.part3.pdf=TRUE, do.parallel=TRUE, dayborder=0, myfun=c())

Arguments

metadatadir

Directory that holds a folder 'meta' and inside this a folder 'basic' which contains the milestone data produced by g.part1. The folderstructure is normally created by g.part1 and g.shell.GGIR will recognise what the value of metadatadir is.

f0

File index to start with (default = 1). Index refers to the filenames sorted in increasing order

f1

File index to finish with (defaults to number of files available)

anglethreshold

Angle threshold (degrees) for sustained inactivity periods detection, default = 5

timethreshold

Time threshold (minutes) for sustained inactivity periods detection, default = 5. This can be specified as multiple thresholds, each of which will be implemented. For example, timethreshold = c(5,10)

acc.metric

Which one of the metrics do you want to consider to analyze L5. The metric of interest need to be calculated in M (see g.part1)

ignorenonwear

If TRUE then ignore detected monitor non-wear periods to avoid confusion between monitor non-wear time and sustained inactivity (default = TRUE)

overwrite

Overwrite previously generated milestone data by this function for this particular dataset? If FALSE then it will skip the previously processed files (default = FALSE).

desiredtz
constrain2range

Whether or not to constrain the range of threshold used in the diary free Sleep period time window detection

do.part3.pdf

Whether to generate a pdf for part 3 (default is TRUE). Turning this off could speed up the processing.

do.parallel

Boolean whether to use multi-core processing (only works if at least 4 CPU cores are available.

dayborder
myfun

External function object to be applied to raw data. See details applyExtFunction.

Value

The function provides no values, it only ensures that other functions are called and that their output is stored in .RData files.

  • night nightnumber

  • definition definition of sustained inactivity. For example, T10A5 refers to 10 minute window and a 5 degree angle (see paper for further explaination).

  • start.time.day timestamp when the day started

  • nsib.periods number of sustained inactivity bouts

  • tot.sib.dur.hrs total duration of all sustained inactivity bouts

  • fraction.night.invalid fraction of the night for which accelerometer data was invalid, e.g. monitor not worn

  • sib.period number of sustained inactivity period

  • sib.onset.time onset time of sustained inactivity period

  • sib.end.time end time of sustained inactivity period

References

  • van Hees VT, Sabia S, et al. (2015) A novel, open access method to assess sleep duration using a wrist-worn accelerometer, PLoS ONE, November 2015

  • van Hees VT, Sabia S, et al. (2018) Estimating sleep parameters using an accelerometer without sleep diary. Scientific Reports.

Examples

Run this code
# NOT RUN {
metadatadir = "C:/myfolder/meta" # assumes that there is a subfolder in
# metadatadir named 'basic' containing the output from g.part1
g.part3(metadatadir=metadatadir, anglethreshold=5,
timethreshold=5, overwrite=FALSE)
# }

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