GPS fix‐loss alone cannot serve as a reliable proxy for nest attendance in burrow‐nesting birds

GPS fix‐loss is inevitable in biologging studies and is typically treated as random missing data, conventionally excluded or interpolated in subsequent analyses. However, the cause of positioning failure may be linked to behavioural and habitat features; therefore, we tested whether GPS fix‐loss could reveal the nest attendance pattern in the burrow‐nesting Blue‐tailed Bee‐eater Merops philippinus by using GPS‐VHF loggers with onboard light sensors to ground truth. While fix‐loss successfully identified 97.5% of in‐nest events, it resulted in a large number of false positives, that is, invalid GPS attempts with high light intensity. This lack of specificity yielded a low positive predictive value of 19.2% and slight overall agreement (Cohen's Kappa = 0.15) between GPS and light sensor approaches, demonstrating that fix‐loss cannot serve as a reliable standalone proxy for nest attendance in urban breeding Blue‐tailed Bee‐eaters. Nevertheless, recognizing the non‐random nature of positioning failures highlights the need for caution when interpreting missing data in biologging studies.

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Publication Details

Journal
Ibis
Published
2026-08-27
DOI
https://doi.org/10.1111/ibi.70114
Primary Topic
Avian ecology and behavior
Type
article
Field-Weighted Citation Impact
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article

GPS fix‐loss alone cannot serve as a reliable proxy for nest attendance in burrow‐nesting birds

Qing Huang, Fuxing Wu, Yachang Cheng, Fanyi Meng et al.
Ibis
Avian ecology and behavior
article

GPS fix‐loss alone cannot serve as a reliable proxy for nest attendance in burrow‐nesting birds

Qing Huang, Fuxing Wu, Yachang Cheng, Fanyi Meng, Bing Zhou, Jieyu Zhang, Ting Zou, Daoqing Duan, Yuxin Lu
article en

Abstract

GPS fix‐loss is inevitable in biologging studies and is typically treated as random missing data, conventionally excluded or interpolated in subsequent analyses. However, the cause of positioning failure may be linked to behavioural and habitat features; therefore, we tested whether GPS fix‐loss could reveal the nest attendance pattern in the burrow‐nesting Blue‐tailed Bee‐eater Merops philippinus by using GPS‐VHF loggers with onboard light sensors to ground truth. While fix‐loss successfully identified 97.5% of in‐nest events, it resulted in a large number of false positives, that is, invalid GPS attempts with high light intensity. This lack of specificity yielded a low positive predictive value of 19.2% and slight overall agreement (Cohen's Kappa = 0.15) between GPS and light sensor approaches, demonstrating that fix‐loss cannot serve as a reliable standalone proxy for nest attendance in urban breeding Blue‐tailed Bee‐eaters. Nevertheless, recognizing the non‐random nature of positioning failures highlights the need for caution when interpreting missing data in biologging studies.

Ibis
Fanjingshan National Nature Reserve (CN), Fujian Institute of Oceanography (CN), Shanghai Ocean University (CN), Dali University (CN)
Sustainable cities and communities
Openalex Percentile: Top 10%
Avian ecology and behavior
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GPS fix‐loss alone cannot serve as a reliable proxy for nest attendance in burrow‐nesting birds — Qing Huang, Fuxing Wu, et al. · Ibis (2026) | TGRS Research Map | TGRS