Research Article |
Corresponding author: Adam S. Smart ( asmart1@student.unimelb.edu.au ) Academic editor: Bruce Webber
© 2020 Adam S. Smart, Reid Tingley, Ben L. Phillips.
This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Citation:
Smart AS, Tingley R, Phillips BL (2020) Estimating the benefit of quarantine: eradicating invasive cane toads from islands. NeoBiota 60: 117-136. https://doi.org/10.3897/neobiota.60.34941
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Islands are increasingly used to protect endangered populations from the negative impacts of invasive species. Quarantine efforts on islands are likely to be undervalued in circumstances in which a failure incurs non-economic costs. One approach to ascribe monetary value to such efforts is by modeling the expense of restoring a system to its former state. Using field-based removal experiments on two different islands off northern Australia separated by > 400 km, we estimate cane toad densities, detection probabilities, and the resulting effort needed to eradicate toads from an island. We use these estimates to conservatively evaluate the financial benefit of cane toad quarantine across offshore islands prioritized for conservation management by the Australian federal government. We calculate density as animals per km of freshwater shoreline, and find striking concordance of density estimates across our two island study sites: a mean density of 352 [289, 466] adult toads per kilometre on one island, and a density of 341 [298, 390] on the second. Detection probability differed between our two study islands (Horan Island: 0.1 [0.07, 0.13]; Indian Island: 0.27 [0.22, 0.33]). Using a removal model and the financial costs incurred during toad removal, we estimate that eradicating cane toads would, on average, cost between $22 487 [$14 691, $34 480] (based on Horan Island) and $39 724 [$22 069, $64 001] AUD (Indian Island) per km of available freshwater shoreline. We estimate the remaining value of toad quarantine across islands that have been prioritized for conservation benefit within the toads’ predicted range, and find the net value of quarantine efforts to be $43.4 [28.4–66.6] – $76.7 [42.6–123.6] M depending on which island dataset is used to calibrate the model. We conservatively estimate the potential value of a mainland cane toad containment strategy – to prevent the spread of toads into the Pilbara Bioregion – to be $80 [52.6–123.4] – $142 [79.0–229.0] M. We present a modeling framework that can be used to estimate the value of preventative management, via estimating the length and cost of an eradication program. Our analyses suggest that there is substantial economic value in cane toad quarantine efforts across Australian offshore islands and in a proposed mainland containment strategy.
Cane Toad, density, detection probability, eradication, islands, quarantine
It is a truth universally acknowledged that an ounce of prevention is worth a pound of cure. In alien invasive species management, prevention of impact is achieved by conducting routine surveillance programs aimed at early detection (Holden et al. 2015), and by minimizing human-mediated dispersal of non-indigenous species (Chen et al. 2018). Despite the regular use of such quarantine approaches, conservation managers rarely explicitly value this preventative management. Preventative measures are increasingly being adopted to save imperiled taxa (
Quarantine is particularly likely to be undervalued in circumstances in which a failure incurs non-economic costs (e.g., biodiversity loss) (
Islands are important resources for conservation quarantine because they offer a natural barrier to the spread of invasive species. Conservation biologists routinely exploit this property of islands, not only to protect species that naturally occur on islands, but also to provide refuge for species under threat on the mainland (
While quarantine is currently the best available strategy, it is not a panacea: cane toads have already established themselves on at least 48 islands across northern Australia (McKinney et al. 2018 unpub data), with potential for further self and anthropogenic introductions. In addition, whilst many methods are being proposed to combat the spread of toads, the most likely control method is quarantine (
This study was carried out on two islands in northern Australia: Horan Island on Lake Argyle, Western Australia and Kabal (Indian Island) in the Northern Territory. Lake Argyle, located within the East Kimberly region, is Western Australia’s largest constructed reservoir covering > 880 km2. The study site is composed of exposed spinifex-covered hilltops and sparse savanna woodland. Freshwater is available year-round, with the lake contracting from May–November. Toads are thought to have colonized islands on the lake in the wet seasons of 2009/2010 (
Cane toad surveys occurred over six nights, on each island, denoted, t = {0, 1, ..., 5}, during November 2017 (Horan Island) and October 2018 (Indian Island). Surveys commenced at sundown each evening and lasted four hours, with ambient temperatures ranging from 24–35 °C. As Horan Island sits within a freshwater lake, the entire island was walked around each night (7.6 km) by two people using head torches; one individual focused on the higher part of the shoreline, the other on the lower shoreline. Indian Island is an oceanic island, with the northern half (an area of 6.28 km2) separated from the southern half by a tidal saltmarsh. The island contains a single freshwater swamp present in the dry season (circumference of 1.1 km). This swamp was navigated each night by two people using head torches over a period of four hours, with shoreline areas being surveyed more than once each night due to the reduced shoreline. On both islands, every toad encountered was collected and humanely killed on site in accordance with The University of Melbourne animal ethics protocol (1714277.1) and State laws regarding handling of non-native species. Each night, we recorded the number of individual toads collected, ct. Surveys were conducted immediately prior to the breeding season so that only post-metamorphic age classes were encountered.
We do not encounter every individual on a given night, and so incorporate imperfect detection. For each island, we aim to estimate two parameters: N0, the true number of toads on the island at the commencement of surveys and p the mean per-individual detection probability. Due to our experimental design we hold p constant across time but recognize that adding variance in p will likely increase costs. We can then use these to estimate α, the length of time (in days) required to eradicate toads from our treatment areas. The number of individuals collected each night, ct, can be considered a draw from a binomial distribution:
.
Where N0, the pre-sampling population size, is a latent variable with a mean and variance equal to λ, such that:
.
For t > 0:
.
We used a Jefferys prior (Jefferys 1961) to model our prior distributions for p (beta (0.5,0.5)). We specify λ as uniform between 200–10 000 (Indian Island) or 1500–10 000 (Horan Island) respectively. The lower bound of priors for λ are informed by densities of cane toads in their native range (
The length of time required to remove a population, α from a treatment area is described via the relationship:
,
where, rcrit, the critical removal threshold (i.e. the proportion of the population remaining if there are less than two individuals left), is equal to 1/N0 (see Suppl. material 1: File S1 for workings).
Models were fitted with Markov chain Monte Carlo (MCMC) in JAGS v.4.6.0, run through R v3.4.1 via the package rjags v4.6.0 (
We denote a successful eradication to have occurred when only a single toad remains (i.e., no further breeding pairs remain). In order to successfully eradicate a population, the number of immigrants (i.e., propagule pressure) must be controlled prior to eradication efforts. We assume that our system is closed for the six consecutive nights of sampling. We then apply the outputs of our model to estimate the removal cost of toads across a range of Australian islands, under the assumption that immigration is zero for the duration of any subsequent eradication program.
We estimate the cost of eradicating toads on prioritized islands (see below) from incurred personnel, consumable, and travel costs during toad collection (Table
Example areal metric costing and assumptions associated with a cane toad eradication program on Horan Island. Derived from incurred field costs and estimated mean removal estimates (75 days). All figures are in Australian Dollars ($AU).
Item Description | Item Category | Unit type | Number of units | Cost per unit | Total Cost | Assumption |
---|---|---|---|---|---|---|
Conducting toad surveys/removal | Personnel | Per hour | 1500 | $85 | $127 500 | Hourly rate of $85. Removal efforts are based on two people each getting paid for ten hours a day at survey rates. |
Motorized travel to and from study site | Travel | Per hour | 120 | $111 | $13 320 | Hourly rate of $111 per hour of vehicle use (survey rate, insurance, maintenance and fuel). Return travel nearest town is 4 hours. Field member returning to town to resupply once per week (75 days/5 = 15 trips of 8 hours). |
Motorized travel within site | Travel | Per hour | 75 | $36 | $2 700 | Additional hourly rate of $36 per hour of in-site vehicle use. This captures insurance, maintenance and fuel costs. One hour of in-site travel each day. |
Food and sustenance | Consumable | Per day | 75 | $60 | $4 500 | Food at $30 per head, per day. |
AA Batteries for night surveys | Consumable | Per four | 75 | $14 | $1 050 | Single set of batteries required for each sampling night. |
Refill of CO2 canister (8kg) | Consumable | Per canister | 1 | $150 | $150 | Single canister required for euthanizing cane toads. |
Calico Bags for holding individuals | Consumable | Per bag | 63 | $1 | $63 | A Calico bag required for every 20 individuals removed (n = 1251). |
Theoretical cost to eradicate cane toads from Horan Island (0.78km2) | $149 283 |
We use our estimates of the length of time required to eradicate toads from our treatment areas on Horan and Indian Islands (with their attendant detection probabilities) to explore the potential of quarantine efforts on a subset of high priority islands (Table
Islands included in analyses from the top 100 islands prioritized by the Australian Commonwealth for conservation actions (
Jurisdiction | Island Name | Toads Present | Distance to mainland (km) | Area (km2) | Length of freshwater shoreline (km) | Mean benefit of quarantine (000s) | Lower Est. | Upper Est. |
---|---|---|---|---|---|---|---|---|
New South Wales | Lord Howe Island | No | 570 | 11 | 1 | 18 | 10 | 28 |
Western Australia | Barrow Island | No | 56 | 139 | 21 | 373 | 200 | 580 |
Bernier Island | No | 38 | 171 | 2 | 36 | 19 | 55 | |
East Intercourse Island | No | 5.5 | 51 | 2 | 36 | 19 | 55 | |
Faure Island | No | 6.1 | 8 | 2 | 36 | 19 | 55 | |
Queensland | Badu Island | Yes | 90 | 53 | 10 | 178 | 95 | 276 |
Bentineck Island | Yes | 25 | 269 | 5 | 89 | 48 | 138 | |
Boigu Island | Yes | 7.8 | 6 | 55 | 977 | 524 | 1519 | |
Darnley Island | Yes | 70 | 195 | 0 | 18 | 10 | 28 | |
Dunk Island | Yes | 4 | 170 | 1 | 18 | 10 | 28 | |
Goold Island | Yes | 15 | 101 | 1 | 18 | 10 | 28 | |
Hammond Island | Yes | 18 | 104 | 3 | 53 | 29 | 83 | |
Horn Island | Yes | 16.7 | 396 | 8 | 142 | 76 | 221 | |
Macleay Island | Yes | 3 | 16 | 0.7 | 12 | 7 | 19 | |
Magnetic Island | Yes | 6.3 | 6 | 2 | 36 | 19 | 55 | |
Moa Island | Yes | 52 | 72 | 21 | 373 | 200 | 580 | |
Moreton Island | Yes | 20 | 7 | 54 | 959 | 514 | 1491 | |
Mornington Island | Yes | 29 | 1662 | 102 | 1812 | 971 | 2817 | |
North Stradbroke Island | Yes | 3.8 | 1001 | 105 | 1865 | 1000 | 2900 | |
Prince of Wales Island | Yes | 16 | 148 | 27 | 480 | 257 | 746 | |
Sweers Island | No | 30 | 7 | 4 | 71 | 38 | 110 | |
Northern Territory | Bathurst Island | No | 61 | 235 | 137 | 2434 | 1305 | 3783 |
Centre Island | Yes | 7.8 | 64 | 20 | 355 | 190 | 552 | |
Croker Island | No | 3 | 11 | 152 | 2700 | 1447 | 4197 | |
Groote Eylandt | No | 45 | 42 | 203 | 3606 | 1933 | 5606 | |
Marchinbar Island | No | 21 | 5 | 59 | 1048 | 562 | 1629 | |
Melville Island | No | 24 | 2 | 1054 | 18724 | 10036 | 29106 | |
North Island | Yes | 28 | 13 | 3 | 53 | 29 | 83 | |
Peron Island | No | 3.4 | 3 | 3 | 53 | 29 | 83 | |
Raragala Island | No | 36 | 52 | 11 | 195 | 105 | 304 | |
Vanderlin Island | Yes | 7 | 6 | 68 | 1208 | 647 | 1878 | |
West Island | Yes | 4 | 576 | 30 | 533 | 286 | 828 | |
Yabooma Island | No | 2.7 | 2 | 3 | 53 | 29 | 83 |
In addition to the islands derived from this report, we explore the value of a potential cane toad containment strategy outlined in a revised version of the Cane Toad Threat Abatement Plan (
The number of cane toads removed from both Horan and Indian Island, ct, declined over time (Figure
Numbers of individual cane toads captured per night on Horan (gray) and Indian (black) Islands.
Horan Island – situated in a freshwater lake – has a circumference of 7.63 km, which translates to a cane toad density of 352 [287, 466] individuals per kilometer of freshwater shoreline. The freshwater source on Indian Island has a circumference of 1.04 km, translating to a density of 341 [298, 391] individuals per kilometer of freshwater shoreline. We could also express toad density as animals per km2 of island, in which case we calculate an average density of individuals of 56/km2 on Indian Island and 2899/km2 on Horan Island.
Applying our parameter estimates derived from our Horan Island site, we estimate a removal cost of $22 487 [$14 691, $34 480] per kilometer of freshwater shoreline, or $184 564 [$120 582, $282 998] per km2 of land. Using the values derived from our Indian Island site, we estimate it would cost $39 724 [$22 069, $64 001] per kilometer of freshwater shoreline, or $6 559 [$3 644, $10 568] per km2 of land.
Using our estimates of eradication costs per-kilometer of freshwater shoreline, we examine the economic benefit of cane toad quarantine on all toad-free islands (by jurisdiction), as well as the cost to restore all toad-inhabited islands to a toad-free state (Figure
Distribution of the benefit of cane toad quarantine across different jurisdictions within Australia. Toad present distributions denote areas where toads are known to occur and represent the cost to remove toads. No islands in either New South Wales, Western Australia or the Pilbara Bioregion have confirmed toad presence.
As the number of alien invasive species requiring management increases, practitioners must identify efficient strategies for allocating resources to various management activities. Although conventional wisdom places emphasis on prevention measures, the practice of valuing such actions in the face of non-economic costs can be challenging. Placing monetary value on a conservation benefit will most often require some value judgement as to the monetary worth of biodiversity. Using estimates of a species’ detectability, population density, and subsequent eradication costs, we aim to sidestep such value judgement when investigating the benefit of quarantine measures in combatting the impact of the invasive cane toad across Australia’s prioritized offshore islands.
Despite substantial community and research effort into cane toad removal via trapping and hand capture, there are only a handful of published detection estimates for the species (
We compared two density metrics: linear density (per km) and areal density (per km2). Our areal density estimate for Horan Island (2 893 individuals/km2) is similar to estimates derived from previous studies of invasive cane toads in the Solomon Islands archipelago (1 035/km2;
Because toads in dry conditions require regular re-hydration (Seebacher and Alford 2002;
To our knowledge, there is only one instance in which the cost to eradicate cane toads from an island has been documented (
Hand removal of individuals is required if eradication is to be successful. In landscapes where hydration points are localized or scarce, the use of fencing to exclude individuals from waterbodies can be a cost-effective solution (e.g.,
If we are to shift away from tactical, post-invasion approaches, to a preventative strategic approach, management practitioners require an estimate of the economic value that quarantine holds. Our analysis of the feasibility and benefit of cane toad quarantine is timely, given renewed emphasis on Australia’s offshore islands as safe havens to buffer biodiversity against cane toad impacts. Sixty-two Australian offshore islands designated as ‘high conservation status’ fall within the cane toad’s predicted distribution; more than a third of these (21) have already been colonized by toads. Given our criteria (see Methods), we estimate the remaining value of toad quarantine across toad-free islands in northern Australia to be up to $77 [43–124] million. This value is conservative for a number of reasons. It is a reasonable expectation that as islands become home to increasing numbers of insurance populations or endangered species, the benefit of maintaining those islands as pest-free (measured as the cost of restoration) will increase. In addition, as toads establish themselves in an increasing number of these islands, those remaining toad-free will, by their scarcity alone, attain a greater environmental value.
At the same time, our estimate of the remaining value of toad quarantine across toad-free islands may overestimate the total quarantine benefit because it is unlikely that all islands without quarantine will be invaded. For example, islands that only contain hydration opportunities in the form of cultivated lawns or watering gardens (e.g., Darnly Island, Table
Eradication efforts for taxa other than toads have been successful on large islands, such as a goat eradication program on Santiago Island (5 465 km2 at a cost of $7.08 million) (
The vanguard of the cane toad invasion is currently sweeping across Western Australia at ~50 km per annum, but recent research suggests that a waterless barrier between the Kimberley and the Pilbara could halt the toad invasion (
Here we demonstrate the immense benefit of toad quarantine across northern Australia. We avoid value judgement and simply calculate the cost of eradication in the case of quarantine failure. Our valuation is certainly a lower bound on the true benefit, but valuing preventative management is important and will become more so as conservation actions increasingly rely on offshore islands and fenced areas as cost-effective avenues to protect biodiversity from the impacts of alien invasive species. Quarantine measures often protect against multiple potential invaders but our results suggest that even when considering a single species, the monetary value of quarantine can be substantial. Prevention, it seems, is worth more than we might naively guess, even with aphorisms to remind us.
We recognise and thank the Kenbi Traditional Custodians (Raylene and Zoe Singh) for land access permission. We thank Chris Jolly, John Moreen and the Kenbi Ranger Group for their aid in the field, and for logistical support. Corrin Everitt, John Llewelyn, Ruchira Somaweera, and Greg Clarke provided constructive comments and advice. We also thank Greg Smith from Lake Argyle Cruises for his input and local knowledge, and Jane Austen for the opening line. All procedures were approved by the University of Melbourne Animal Ethics Committee (1714277.1). This research was supported by an Australian Research Council Future Fellowship to BP (FT160100198) and an Australian Research Council DECRA to RT (DE170100601). Land access was granted via the Northern Land Council (permit 82368).
File S1
Data type: statistical data
Explanation note: Working to support the formulation of the critical removal threshold (rcrit) – the number of days required to reduce a population to less than two individuals.
Figure S1. Estimated density of cane toads on each island using density calculated per km of shoreline, and per km2 of landmass
Data type: statistical data
Figure S2. Costs of eradication calculated per km of shoreline and per square kilometre of landmass
Data type: statistical data
Figure S3. Posterior distributions of the detection probabilities of cane toads on Horan and Indian Islands
Data type: statistical data
Figure S4. Posterior distributions of cane toad population size (N0) before removal effort
Data type: statistical data