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DOI10.1890/12-1166.1
Hidden Markov models for estimating animal mortality from anthropogenic hazards
Etterson, Matthew A.
发表日期2013-12-01
ISSN1051-0761
卷号23期号:8页码:1915-1925
英文摘要

Carcass searches are a common method for studying the risk of anthropogenic hazards to wildlife, including nontarget poisoning and collisions with anthropogenic structures. Typically, numbers of carcasses found must be corrected for scavenging rates and imperfect detection. Parameters for these processes (scavenging and detection) are often estimated using carcass distribution trials in which researchers place carcasses in the field at known times and locations. In this manuscript I develop a variety of estimators based on multi-event or hidden Markov models for use under different experimental conditions. I apply the estimators to two case studies of avian mortality, one from pesticide exposure and another at wind turbines. The proposed framework for mortality estimation points to a unified framework for estimation of scavenging rates and searcher efficiency in a single trial and also allows estimation based only on accidental kills, obviating the need for carcass distribution trials. Results of the case studies show wide variation in the performance of different estimators, but even wider confidence intervals around estimates of the numbers of animals killed, which are the direct result of small sample size in the carcass distribution trials employed. These results also highlight the importance of a well-formed hypothesis about the temporal nature of mortality at the focal hazard under study.


英文关键词anthropogenic hazards;avian mortality;carbofuran;carcass searches;competing risks;granular insecticide;hidden Markov models;scavenging;searcher efficiency;wind turbine
语种英语
WOS记录号WOS:000328568400013
来源期刊ECOLOGICAL APPLICATIONS
来源机构美国环保署
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/59675
作者单位(1)US EPA, Off Res & Dev, Natl Hlth & Environm Effects Res Lab, Midcontinent Ecol Div, Duluth, MN 55804 USA
推荐引用方式
GB/T 7714
Etterson, Matthew A.. Hidden Markov models for estimating animal mortality from anthropogenic hazards[J]. 美国环保署,2013,23(8):1915-1925.
APA Etterson, Matthew A..(2013).Hidden Markov models for estimating animal mortality from anthropogenic hazards.ECOLOGICAL APPLICATIONS,23(8),1915-1925.
MLA Etterson, Matthew A.."Hidden Markov models for estimating animal mortality from anthropogenic hazards".ECOLOGICAL APPLICATIONS 23.8(2013):1915-1925.
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