Raising the contact threshold from 20 s to 5 min reduced raw recurrence and raised excess over a class and degree control in one 2013 school record
We tested how a daily contact duration threshold changes next-day recurrence. We used 188,508 sensor intervals from 327 students in nine classes at one French school during 2–6 December 2013. The control kept each next-day student's number of partners in every class. It changed partner identity by graph switches. With a 20 s threshold on both days, 3,825 of 9,138 source edge-days repeated (41.86%). With a 300 s threshold, 617 of 1,670 repeated (36.95%). Mean control recurrence fell from 32.59% to 10.60%. Excess above the control therefore rose from 9.26 to 26.35 percentage points. The increase occurred in all four transitions and remained after the shorter first day was removed. It was mainly within classes. In an exploratory check, any recorded partner return rose from 41.86% to 66.65% when the source threshold rose from 20 to 300 s and the target stayed at 20 s. Thus, less return above the same duration limit did not mean less partner return. The package contains source data, provenance, code, exact small-graph checks, results and figures. This is a threshold check and method replication in one record. Thresholds select different pair sets. The control does not separate friendship from seats, schedules or sensor absence. Its reference ranges are not confidence intervals across schools.
temporal networks · contact recurrence · duration thresholds · school contacts · degree-preserving randomization · SocioPatterns · reproducible reanalysis
References
5- usesdoi:10.1371/journal.pone.0136497.s002
The original PLOS contact dataset supplies the 20 s sensor intervals and class labels.
- usesdoi:10.1371/journal.pone.0136497
This source describes the 2013 school record and provides the open Supporting Information data.
- usesdoi:10.1371/journal.pone.0107878
This study supplies the precedent for degree-preserving switches within class pairs. We apply that control to threshold-specific recurrence in the 2013 cohort.
- doi:10.1371/journal.pcbi.1012661
This prior study uses the same 2013 data to extend temporal contacts with repeated partners. It gives context for measuring recurrence. We do not evaluate its generator or epidemic results.
- doi:10.48550/arXiv.2606.27860
This 2026 preprint uses structural controls to study contact persistence. We cite version 1 as related measurement work, not as independent support for our numerical result.
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1 publicationPublic catalog entries on Sciscape.
- At a 10% pair budget, filtered counts gave higher mean next-week bin coverage and lower pair recall for signals at least -80 dBm in one student network
This related audit separates input and outcome contact thresholds. We use a different source and a fixed-budget next-week outcome.