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Abstract from Research
Report No. 293
D.E. Chamberlain,
S.N. Freeman, G.M. Siriwardena, J.A. Vickery & R.B. Bradbury (2002)
The Potential Value of the Field Scale Evaluation in Assessing
the Impact of GMHT Crops on Birds and Mammals ISBN 978-1-906204-14-3
SUMMARY
- The effects of genetically modified herbicide-tolerant (GMHT) crops
on farmland biodiversity are being assessed by comparing the abundance
of various taxa between conventional and GMHT halves of experimental
fields in a large-scale experiment termed the Farm-Scale Evaluation
(FSE).
- A bird and mammal survey was carried out in spring and summer 2000
in order to assess the feasibility of monitoring birds and mammals
as part of the FSE. Specifically, this project was designed to assess
the power of the FSE experimental design to detect differences in
the utilisation of conventional and GMHT crop. This was achieved through
a power analysis of various measures of bird and mammal occurrence
for selected species, including measures of foraging activity in the
crop.
- A total of 24 sugar beet sites, 11 maize sites and 10 rape sites
were surveyed, but many species were absent from several sites. Three
different survey approaches were used: territory mapping of all birds
in the experimental and surrounding field boundaries; point counts
of birds in fields (to record foraging events); and foraging observations
of aerial feeders. Mammals were recorded when located during any bird
surveys. Observers had no prior knowledge of how each half of a field
had been treated.
- The power analysis was based on Poisson and binomial models incorporating
site and treatment effects. Three different comparisons were made:
GMHT vs conventional crop over the whole survey period, GMHT crop
before herbicide application vs conventional crop in the same time
period (i.e. early in the season) and GMHT crop after herbicide application
vs conventional crop in the same time period (i.e. late in the season).
- Ten bird species were selected for analysis based on their abundance
and detectability given the survey methods used and also to represent
a range of dietary preferences. The species were Red-Legged Partridge
Alectoris rufa, Skylark Alauda arvensis, Wren Troglodytes
troglodytes, Dunnock Prunella modularis, Whitethroat
Sylvia communis, Robin Erithacus rubecula, Blackbird
Turdus merula, Song Thrush T. philomelos, Chaffinch
Fringella coelebs and Yellowhammer Emberiza citrinella.
For aerial feeders four species were considered: Swallow Hirundo
rustica, Sand Martin Riparia riparia, House Martin Delichon
urbica and Swift Apus apus, but only Swallow occurred
in sufficient numbers for analysis.
- Most analyses had low power to detect significant differences in
the data collected. The most powerful analyses involved a comparison
of GMHT treated (i.e. sprayed) crop with conventionally treated crop
later in the breeding season. Point counts collecting foraging data
were most likely to yield analyses of high power in this data set.
- Simulated data for additional sites showed surveys of Red-Legged
Partridge, Swallow, Dunnock, Wren, Whitethroat, Blackbird, Chaffinch
and Yellowhammer were predicted to achieve 90% power given the combined
sample sizes for 2000 and those to be part of the FSE in 2001. Results
for maize (an expected total of 39 sites) were of relatively high
power in comparison with results from sugar beet (50 sites). Oilseed
rape (37 sites) had the analyses of lowest power with no species predicted
to achieve adequate power with additional sites.
- In the case of mammals, only Hare Lepus europeaus and Rabbit
Oryctolagus cuniculus were recorded in sufficient numbers
for analysis and these were of lower power relative to the bird analyses.
Rabbit presence on sugar beet crops was the most powerful analyses
and 90% power was predicted with a total of <24 sites. Caution
should be exercised when interpreting these data as the methods used
were not designed specifically for surveying mammals.
- A general power model based on all bird species combined was carried
out to determine the differences in bird abundance between GMHT and
conventional crop required to achieve 90% power, given typical abundances
and average differences detected during this study. This predicted
that to achieve a statistical comparison with 90% power, a difference
of approximately 125% in numbers (i.e. more than double) between treatments
would be required for sample sizes of 40-60 sites (the range of sample
sizes expected with additional sites in future years) for Poisson
models. For binomial models, the odds ratio would need to be approximately
9 times greater on one treatment for 40-60 sites to achieve 90% power.
- In summary, the power analyses presented here indicate that 8 species
have the potential power to detect significant differences in bird
abundance or occurrence between treatments with the additional sites
proposed for 2001. Point counts recording foraging individuals on
maize crops in the later half of the breeding season, (i.e. after
herbicides application to GMHT crops) are likely to yield the most
powerful analyses. Detection of significant differences in mammal
abundance was less likely.
- There is an important caveat relating to these results. Crucially
the findings are dependent on acceptance of the assumption that derived
parameter estimates are likely to remain similar when further sites
are surveyed (e.g. would the mean difference from 5 sites be the same
as the mean difference from 50 sites). Caution is therefore needed
when interpreting these power analyses due to the small sample sizes
involved.
- Due to the above caveat, we suggest that the analysis presented
in this paper should be used as a baseline to direct future studies
rather than be used as a definitive statement of the power of the
current GMHT trials to detect differences in bird abundance.
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