Estimates of Social Contact in a Middle School Based on Self-Report and Wireless Sensor Data

PLoS One. 2016 Apr 21;11(4):e0153690. doi: 10.1371/journal.pone.0153690. eCollection 2016.

Abstract

Estimates of contact among children, used for infectious disease transmission models and understanding social patterns, historically rely on self-report logs. Recently, wireless sensor technology has enabled objective measurement of proximal contact and comparison of data from the two methods. These are mostly small-scale studies, and knowledge gaps remain in understanding contact and mixing patterns and also in the advantages and disadvantages of data collection methods. We collected contact data from a middle school, with 7th and 8th grades, for one day using self-report contact logs and wireless sensors. The data were linked for students with unique initials, gender, and grade within the school. This paper presents the results of a comparison of two approaches to characterize school contact networks, wireless proximity sensors and self-report logs. Accounting for incomplete capture and lack of participation, we estimate that "sensor-detectable", proximal contacts longer than 20 seconds during lunch and class-time occurred at 2 fold higher frequency than "self-reportable" talk/touch contacts. Overall, 55% of estimated talk-touch contacts were also sensor-detectable whereas only 15% of estimated sensor-detectable contacts were also talk-touch. Contacts detected by sensors and also in self-report logs had longer mean duration than contacts detected only by sensors (6.3 vs 2.4 minutes). During both lunch and class-time, sensor-detectable contacts demonstrated substantially less gender and grade assortativity than talk-touch contacts. Hallway contacts, which were ascertainable only by proximity sensors, were characterized by extremely high degree and short duration. We conclude that the use of wireless sensors and self-report logs provide complementary insight on in-school mixing patterns and contact frequency.

Publication types

  • Comparative Study
  • Research Support, U.S. Gov't, P.H.S.

MeSH terms

  • Child
  • Contact Tracing / instrumentation*
  • Contact Tracing / methods
  • Data Collection / instrumentation*
  • Data Collection / methods
  • Female
  • Humans
  • Male
  • Models, Theoretical
  • Respiratory Tract Infections / transmission*
  • Schools / statistics & numerical data
  • Self Report*
  • Social Behavior*
  • Students / statistics & numerical data
  • Surveys and Questionnaires
  • Time Factors
  • Wireless Technology*