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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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: 2015
Subjects:
Online Access:http://resolver.tudelft.nl/uuid:4a92cc40-fce9-4b30-8535-8be98ad7abc2
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spelling fttno:oai:tudelft.nl:uuid:4a92cc40-fce9-4b30-8535-8be98ad7abc2 2023-05-15T17:03:40+02:00 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. 2015-01-01 http://resolver.tudelft.nl/uuid:4a92cc40-fce9-4b30-8535-8be98ad7abc2 en eng uuid:4a92cc40-fce9-4b30-8535-8be98ad7abc2 529487 http://resolver.tudelft.nl/uuid:4a92cc40-fce9-4b30-8535-8be98ad7abc2 Ecosphere, November, 11, 6, 14 p. Biology Underwater noise Behavioral response Cetaceans Controlled exposure experiment Cox proportional hazards model Globicephala melas Orcinus orca Physeter macrocephalus Response intensity Sonar Defence Research Defence Safety and Security Observation Weapon & Protection Systems AS - Acoustics & Sonar TS - Technical Sciences article 2015 fttno 2022-04-10T16:17:07Z 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 nonfeeding), 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 TU Delft: Institutional Repository (Delft University of Technology)
institution Open Polar
collection TU Delft: Institutional Repository (Delft University of Technology)
op_collection_id fttno
language English
topic Biology
Underwater noise
Behavioral response
Cetaceans
Controlled exposure experiment
Cox proportional hazards model
Globicephala melas
Orcinus orca
Physeter macrocephalus
Response intensity
Sonar
Defence Research
Defence
Safety and Security
Observation
Weapon & Protection Systems
AS - Acoustics & Sonar
TS - Technical Sciences
spellingShingle Biology
Underwater noise
Behavioral response
Cetaceans
Controlled exposure experiment
Cox proportional hazards model
Globicephala melas
Orcinus orca
Physeter macrocephalus
Response intensity
Sonar
Defence Research
Defence
Safety and Security
Observation
Weapon & Protection Systems
AS - Acoustics & Sonar
TS - Technical Sciences
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:
topic_facet Biology
Underwater noise
Behavioral response
Cetaceans
Controlled exposure experiment
Cox proportional hazards model
Globicephala melas
Orcinus orca
Physeter macrocephalus
Response intensity
Sonar
Defence Research
Defence
Safety and Security
Observation
Weapon & Protection Systems
AS - Acoustics & Sonar
TS - Technical Sciences
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 nonfeeding), 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.
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:
publishDate 2015
url http://resolver.tudelft.nl/uuid:4a92cc40-fce9-4b30-8535-8be98ad7abc2
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, November, 11, 6, 14 p.
op_relation uuid:4a92cc40-fce9-4b30-8535-8be98ad7abc2
529487
http://resolver.tudelft.nl/uuid:4a92cc40-fce9-4b30-8535-8be98ad7abc2
_version_ 1766057577985081344