title: Using the SenseCam to improve classifications of sedentary behavior in free-living settings.
abstract: BACKGROUND
  Studies have shown relationships between important health outcomes and sedentary behavior, independent of physical activity. There are known errors in tools employed to assess sedentary behavior. Studies of accelerometers have been limited to laboratory environments.
  
  
  OBJECTIVE
  To assess a broad range of sedentary behaviors in free-living adults using accelerometers and a Microsoft SenseCam that can provide an objective observation of sedentary behaviors through first person-view images.
  
  
  METHODS
  Participants were 40 university employees who wore a SenseCam and Actigraph accelerometer for 3-5 days. Images were coded for sitting and standing posture and 12 activity types. Data were merged and aggregated to a 60-second epoch. Accelerometer counts per minute (cpm) of <100 were compared with coded behaviors. Sensitivity and specificity analyses were performed. Data were collected in June and July 2011 and analyzed in April 2012.
  
  
  RESULTS
  TV viewing, other screen use, and administrative activities were correctly classified by the 100-cpm cutpoint. However, standing behaviors also fell under this threshold, and driving behaviors exceeded it. Multiple behaviors occurred simultaneously. A nearly 30-minute per day difference was found in sedentary behavior estimates based on the accelerometer versus the SenseCam.
  
  
  CONCLUSIONS
  Researchers should be aware of the strengths and weaknesses of the 100-cpm accelerometer cutpoint for identifying sedentary behavior. The SenseCam may be a useful tool in free-living conditions to better understand health behaviors such as sitting.
authors: Department of Family and Preventive Medicine, University of California San Diego, La Jolla, CA 92093-0811, USA. jkerr@ucsd.edu
authors: Jacqueline
authors: J
authors: Kerr
authors: Simon J
authors: SJ
authors: Marshall
authors: Suneeta
authors: S
authors: Godbole
authors: Jacqueline
authors: J
authors: Chen
authors: Amanda
authors: A
authors: Legge
authors: Aiden R
authors: AR
authors: Doherty
authors: Paul
authors: P
authors: Kelly
authors: Melody
authors: M
authors: Oliver
authors: Hannah M
authors: HM
authors: Badland
authors: Charlie
authors: C
authors: Foster
mesh_terms: D061725:Accelerometry; D000293:Adolescent; D000328:Adult; D000368:Aged; D034201:Computers, Handheld; D015444:Exercise; D005260:Female; D015438:Health Behavior; D006801:Humans; D008297:Male; D008875:Middle Aged; D010781:Photography / Q000295:instrumentation*; D057185:Sedentary Behavior; D055815:Young Adult