Dose response severity functions for acoustic disturbance in cetaceans using recurrent event survival analysis

Behavioral response studies (BRSs) aim to enhance our understanding of the behavior changes made by animals in response to specific exposure levels of different stimuli, often presented in an increasing dosage. Here, we focus on BRSs that aim to understand behavioral responses of free‐ranging whales...

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Published in:Ecosphere
Main Authors: Harris, C. M., Sadykova, D., DeRuiter, S. L., Tyack, P. L., Miller, P. J. O., Kvadsheim, P. H., Lam, F. P. A., Thomas, L.
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2015
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Online Access:http://dx.doi.org/10.1890/es15-00242.1
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spelling crwiley:10.1890/es15-00242.1 2024-09-15T18:16:45+00:00 Dose response severity functions for acoustic disturbance in cetaceans using recurrent event survival analysis Harris, C. M. Sadykova, D. DeRuiter, S. L. Tyack, P. L. Miller, P. J. O. Kvadsheim, P. H. Lam, F. P. A. Thomas, L. 2015 http://dx.doi.org/10.1890/es15-00242.1 https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1890%2FES15-00242.1 https://esajournals.onlinelibrary.wiley.com/doi/pdf/10.1890/ES15-00242.1 en eng Wiley http://creativecommons.org/licenses/by/3.0/ Ecosphere volume 6, issue 11, page 1-14 ISSN 2150-8925 2150-8925 journal-article 2015 crwiley https://doi.org/10.1890/es15-00242.1 2024-07-23T04:14:44Z Behavioral response studies (BRSs) aim to enhance our understanding of the behavior changes made by animals in response to specific exposure levels of different stimuli, often presented in an increasing dosage. Here, we focus on BRSs that aim to understand behavioral responses of free‐ranging whales and dolphins to manmade acoustic signals (although the methods are applicable more generally). One desired outcome of these studies is dose‐response functions relevant to different species, signals and contexts. We adapted and applied recurrent event survival analysis (Cox proportional hazard models) to data from the 3S BRS project, where multiple behavioral responses of different severities had been observed per experimental exposure and per individual based upon expert scoring. We included species, signal type, exposure number and behavioral state prior to exposure as potential covariates. The best model included all main effect terms, with the exception of exposure number, as well as two interaction terms. The interactions between signal and behavioral state, and between species and behavioral state highlighted that the sensitivity of animals to different signal types (a 6–7 kHz upsweep sonar signal [MFAS] or a 1–2 kHz upsweep sonar signal [LFAS]) depended on their behavioral state (feeding or non‐feeding), and this differed across species. Of the three species included in this analysis (sperm whale [ Physeter macrocephalus ], killer whale [ Orcinus orca ] and long‐finned pilot whale [ Globicephala melas ]), killer whales were consistently the most likely to exhibit behavioral responses to naval sonar exposure. We conclude that recurrent event survival analysis provides an effective framework for fitting dose‐response severity functions to data from behavioral response studies. It can provide outputs that can help government and industry to evaluate the potential impacts of anthropogenic sound production in the ocean. Article in Journal/Newspaper Killer Whale Orca Orcinus orca Physeter macrocephalus Sperm whale Killer whale Wiley Online Library Ecosphere 6 11 1 14
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Behavioral response studies (BRSs) aim to enhance our understanding of the behavior changes made by animals in response to specific exposure levels of different stimuli, often presented in an increasing dosage. Here, we focus on BRSs that aim to understand behavioral responses of free‐ranging whales and dolphins to manmade acoustic signals (although the methods are applicable more generally). One desired outcome of these studies is dose‐response functions relevant to different species, signals and contexts. We adapted and applied recurrent event survival analysis (Cox proportional hazard models) to data from the 3S BRS project, where multiple behavioral responses of different severities had been observed per experimental exposure and per individual based upon expert scoring. We included species, signal type, exposure number and behavioral state prior to exposure as potential covariates. The best model included all main effect terms, with the exception of exposure number, as well as two interaction terms. The interactions between signal and behavioral state, and between species and behavioral state highlighted that the sensitivity of animals to different signal types (a 6–7 kHz upsweep sonar signal [MFAS] or a 1–2 kHz upsweep sonar signal [LFAS]) depended on their behavioral state (feeding or non‐feeding), and this differed across species. Of the three species included in this analysis (sperm whale [ Physeter macrocephalus ], killer whale [ Orcinus orca ] and long‐finned pilot whale [ Globicephala melas ]), killer whales were consistently the most likely to exhibit behavioral responses to naval sonar exposure. We conclude that recurrent event survival analysis provides an effective framework for fitting dose‐response severity functions to data from behavioral response studies. It can provide outputs that can help government and industry to evaluate the potential impacts of anthropogenic sound production in the ocean.
format Article in Journal/Newspaper
author Harris, C. M.
Sadykova, D.
DeRuiter, S. L.
Tyack, P. L.
Miller, P. J. O.
Kvadsheim, P. H.
Lam, F. P. A.
Thomas, L.
spellingShingle Harris, C. M.
Sadykova, D.
DeRuiter, S. L.
Tyack, P. L.
Miller, P. J. O.
Kvadsheim, P. H.
Lam, F. P. A.
Thomas, L.
Dose response severity functions for acoustic disturbance in cetaceans using recurrent event survival analysis
author_facet Harris, C. M.
Sadykova, D.
DeRuiter, S. L.
Tyack, P. L.
Miller, P. J. O.
Kvadsheim, P. H.
Lam, F. P. A.
Thomas, L.
author_sort Harris, C. M.
title Dose response severity functions for acoustic disturbance in cetaceans using recurrent event survival analysis
title_short Dose response severity functions for acoustic disturbance in cetaceans using recurrent event survival analysis
title_full Dose response severity functions for acoustic disturbance in cetaceans using recurrent event survival analysis
title_fullStr Dose response severity functions for acoustic disturbance in cetaceans using recurrent event survival analysis
title_full_unstemmed Dose response severity functions for acoustic disturbance in cetaceans using recurrent event survival analysis
title_sort dose response severity functions for acoustic disturbance in cetaceans using recurrent event survival analysis
publisher Wiley
publishDate 2015
url http://dx.doi.org/10.1890/es15-00242.1
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1890%2FES15-00242.1
https://esajournals.onlinelibrary.wiley.com/doi/pdf/10.1890/ES15-00242.1
genre Killer Whale
Orca
Orcinus orca
Physeter macrocephalus
Sperm whale
Killer whale
genre_facet Killer Whale
Orca
Orcinus orca
Physeter macrocephalus
Sperm whale
Killer whale
op_source Ecosphere
volume 6, issue 11, page 1-14
ISSN 2150-8925 2150-8925
op_rights http://creativecommons.org/licenses/by/3.0/
op_doi https://doi.org/10.1890/es15-00242.1
container_title Ecosphere
container_volume 6
container_issue 11
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