Open Access
How to translate text using browser tools
1 December 2015 Diversity, abundance and the impact of hunting on large mammals in two contrasting forest sites in northern amazon
Éverton Renan de Andrade Melo, José Ramon Gadelha, Maria de Nazaré Domingos da Silva, Antonio Paulo da Silva Júnior, Antonio Rossano Mendes Pontes
Author Affiliations +
Abstract

A variety of Amazonian mammals serve as sources of food for its human inhabitants, but hunting can have a strong negative impact on them. Diversity, abundance, biomass, and average group size of medium-sized and large mammals are compared across two forest areas of the northern Amazon: the Viruá National Park (protected) and the Novo Paraíso settlement (a human settlement where hunting is permitted). Hunting pressure was also characterized in Novo Paraíso. A total of 33 mammal species were recorded. There were no significant differences in the sighting rates, relative abundance and biomass, and mammal group sizes between the two areas, although the totals of all these variables were higher in Viruá due to the higher abundance of Tayassu pecari, which was not recorded at Novo Paraíso. It is suggested that T. pecari may be on the verge of local extinction, as it was the most hunted species in the settlement area. Through interviews with 50 hunters, we estimate that 541 mammals of 20 species were hunted during the study year, resulting in an estimated biomass take of 8517 kg. While the hunting intensity in Novo Paraíso may be sustainable in the short term, the reported decline of hunting efficiency, combined with the extirpation of T. pecari, suggests that mammal abundance may decline there in the near future. In the study year, 849 hunts were carried out in a hunting effort of 4575 hours, with a maximum distance travelled of 5.4 km. There was an average of 4.82 consumers for each hunt, and a per capita harvest rate of 2.24 individuals/consumer year. Hunting was not only for subsistence, but also for retaliation, although some species may not be hunted due to cultural taboos. The need for quantification of harvesting rates to maintain hunting at sustainable levels is highlighted.

The Brazilian Amazon represents over a third of all tropical forest on Earth (Peres 2000), but vast tracts of primary forest are being degraded by deforestation and fragmentation (Laurance and Peres 2006). As a result, much of the remaining primary forest is surrounded by human modified habitats (Stone et al. 2009).

While secondary tropical forests can sustain a high abundance of wildlife, in many tropical forest landscapes the conservation value of habitat mosaics have often been severely compromised by the hunting practices of local people (Parry et al. 2007, Peres and Palacios 2007). Wild animals are an important part of the diet of many inhabitants of the Amazon forest, but hunting can have serious negative impacts on vertebrate populations (Peres 1990, Alvard et al. 1997). In addition, Amazonian peoples have become more sedentary over the last decades (Vickers 1991), and the increasing availability of firearms and more efficient transport continues to intensify hunting pressure (Souza-Mazurek et al. 2000). In this context, large mammals are among the most hunted species (Redford and Robinson 1987, Bodmer 1995, Peres 2000).

The animal mortality rate in an anthropogenic landscape is strongly related to the spatial distribution of the hunting effort (Sirén et al. 2004). Overall, hunting areas located near villages and settlements in Amazonia are more frequent than more distant hunting areas (Vickers 1984, Alvard 1992, Peres and Nascimento 2006, Ohl-Schacherer et al. 2007, Parry et al. 2009). According to Alvard et al. (1997), about 87% of the animals eaten by a native community are hunted within a 10-km radius of the village, which seems to be the standard in the Neotropics (Vickers 1984, Alvard 1992, Ohl-Schacherer et al. 2007, Parry et al. 2009). As a result, the abundance of game species in areas surrounding humanoccupied sites becomes gradually less, and hunters have to travel further to capture target species (Ohl-Schacherer et al. 2007).

In continuous forest areas, where the persistence of populations in the sink habitat depends on their migration from high quality source-habitats (Pulliam 1988), the establishment of reserve areas may serve as refuges for prey populations (Fragoso et al. 2000, Bodmer and Robinson 2004), which is vital for the persistence of the hunted species (Peres 2001). Additionally, primary forests far from human settlements are highly effective in maintaining biodiversity, even if not officially protected (Souza-Mazurek et al. 2000, Peres et al. 2003, Peres and Palacios 2007).

Hunters usually target larger prey (Emlen 1966, MacArthur and Pianka 1966), although when the preferred species are exhausted the range of hunted species increases as hunters are forced to target less valuable prey (Alvard 1994, Jerozolimski and Peres 2003). Hunting pressure, nevertheless, may be moderated by taboos and prey preferences (McDonald 1977, Colding 1998). In this sense, the different cultural aspects of each human population can affect wildlife on different scales. It is necessary to know the species chosen or avoided (and why), hunting techniques used, number of animals harvested, and motivation or purpose for hunting in order to both determine the impact of this activity, and promote conservation and sustainable management (Trinca and Ferrari 2006).

Studies of large and medium-sized mammals in the State of Roraima are relatively recent and the focus has been mainly on the mammals of Maracá Ecological Station (Fragoso 1998, Mendes Pontes 1997, 1999, Mendes Pontes et al. 2007) and the Waimiri-Atroari (Souza-Mazurek et al. 2000), Yanomami and Macuxi Indian reserves (Fragoso 2004); whereas studies in recently colonized settlement areas are virtually absent. Given the limited number of studies, the diversity of mammals, the impact of hunting and the types of wildlife used in these settlements of Roraima remain virtually unknown. The aim in this study was, therefore, to compare the diversity of medium and large-sized mammals in two areas of the State of Roraima, one protected (Viruá National Park) and one impacted by hunting (Novo Paraíso settlement), and to characterize and quantify hunting pressure to determine the impact of hunting on the mammalian community.

Methods

Study area

This study took place in two study sites some 100 km apart, in the northernmost part of the Brazilian Amazon, where the annual mean and maximum temperatures are approx. 26°C and 40°C, respectively (Sombroek 2001). The average annual rainfall is 1500 mm, with the rainy season occurring between April and August. During the seven months of the dry season, rainfall is less than 100 mm (Sombroek 2001). The studied region in the south of the State of Roraima is formed by pristine highly heterogeneous vegetation mosaics formed by open forest formations (‘Campina’ and ‘Campinarana’) and closedcanopy ombrophilous forests. Although serving as a source forest to the impacted areas, most of these pristine forests are not legally protected and are totally accessible, the only factor preventing the human presence being remoteness (Fig. 1).

Novo Paraíso settlement (impacted area)

The Novo Paraíso settlement (01°13′24.59″N; 60°23′ 6.27″W) (Fig. 1) is a fish-bone human settlement (forest clearings that appear in satellite images in a fishbone pattern, with forest clearance extending along secondary roads from the main road). The settlement was founded in 1982 by the Government of the State of Roraima in what was once pristine forests (Governo do Estado de Roraima 2005). It is primarily populated by non-indigenous settlers from the north and northeast of Brazil, who were attracted by the free land offered by the Federal Government as part of an Amazon colonization program initiated in the late 1970s.

Located at km 500 on the BR-174 highway, the settlement has an area of 92.84 km2 (Governo do Estado de Roraima 2005) and approximately 120 families living in its urban center, the Novo Paraíso village. Dozens of families, however, living on plots of land along the BR-432, BR-210 and BR-174 highways and adjacent side roads depend on this village for the purchase of supplies and access to health and education services.

The population has a low income, the main source of which is livestock and smallholder farming. As a result, frequent deforestation and forest fires occur both inside and outside their plots to clear the land for pasture and planting crops. Because these plots are demarcated within the forest, it is easily accessed and hunting is facilitated (E. R. A. Melo unpubl.), which is practiced indiscriminately and without any control by the local government. Additionally, settlers are entitled to ‘subsistence hunter's permits’ granted on request by the local office of the Federal Police.

Viruá National Park (protected)

Located 70 km to the northeast of the Novo Paraíso settlement, the Viruá National Park (headquarters: 01°42′25″N; 61°10′24″W) (Fig. 1) is a federal conservation area created in 1998. With a total area of 2 270.11 km2 (ICMBio 2011), the Park is located in a region of relatively flat terrain, with altitudes between 45 and 326 m a.s.l. (Governo do Estado de Roraima 2005).

Viruá contains one of the 25 km2 RAPELD (long-term ecological research) grids of the PPBio (Biodiversity Research Program), consisting of 12 trails each 5 km in length. Six of the trails run north—south and six run east—west (grid: 01°28′13.75″N; 61°0′16.63″W) (Fig. 1); all of the trails are maintained by the park administration, which also patrols the area full time. The park and its surroundings are formed of untouched tracts of forest that were little used by former Amerindian inhabitants and virtually unknown to colonists. The RAPELD grid opened areas that had no human tracks and were equally unknown to local people. There are no residents within 10 km of the grid, a distance much greater than that found by this study to be the effective distance around habitations to be impacted by hunting( ≤ six km).

Both study areas Novo Paraíso and Viruá are formed by the typical vegetation mosaic of ‘Campina’ and ‘Campinarana’ and closed-canopy ombrophilous forest, in this case, on relatively flat land with altitudes ranging between 89 and 122 m a.s.l. (IBGE 2005a, b, Mendes Pontes et al. 2012).

Figure 1.

Location of the two study areas in Roraima, northern Brazilian Amazon is shown as follows: (1) Viruá National Park (PARNA Viruá) (showing the grid of the Biodiversity Research Program - PPBio), (2) Novo Paraíso settlement, and (3) the area of study, formed by the continuous non-protected recolonization source area. Transects where the study was conducted are represented by dotted lines. The images of the areas were obtained using Google Earth ver. 6.1.

f01_234.jpg

Surveys of medium- and large-sized mammals

The surveys of medium- and large-sized mammals were performed using the line transect method (Burnham et al. 1980, Buckland et al. 1993, Mendes Pontes et al. 2008). At Novo Paraíso (impacted), three parallel trails some 3 km apart were opened behind and perpendicular to three inhabited settlement plots (Fig. 1). The trails were alphanumerically marked every 50 m, and measured 5 km (trail 1), 3.75 km (trail 2) and 4 km (trail 3). At Viruá (protected), three of those 12 PPBio grid trails were chosen for the surveys (N1, N2, N3; Fig. 1), which are parallel and contained the same types of vegetation as the Novo Paraíso area. This prevented vegetation type from becoming a source of variation in mammal abundance.

The diurnal surveys were conducted between 07:00 and 17:30. An average of 10 km was walked each day at a mean speed of 1 km h-1. The nocturnal surveys were conducted between 18:30 and 04:30, travelling on average 8 km each night at an average speed of 1.25 km h-1. During the nocturnal surveys, headlamps were used to illuminate the trail and adjacent vegetation, and long-range flashlights were used to view the animals.

At Novo Paraíso (impacted), mammal surveys were conducted from December 2009 to January 2010, totalling a sample of 100 km for each trail during the day, and 40 km at night — a sum total of 420 km walked in the area. At Viruá (protected), surveys were carried out in March and October 2011, and the sampling effort was also 420 km.

For each animal or group of animals seen during the survey, the following data were recorded: species, group size, time and location along the trail, and type of vegetation. To compose a list of mammal species for each area, sightings outside of the survey times were also considered, including animals observed on roads, in open areas, as well as those sighted during the opening of trails, plus carcasses, skins, and bones of animals found in the forest or shot by hunters. No footprints or burrows were considered due to the degree of uncertainty inherent to this type of record.

Hunter interviews and hunting impact

To characterize and quantify the hunting pressure exerted on the mammal community, 50 hunters residing in the Novo Paraíso settlement (impacted) were interviewed during January and February 2011. The hunters interviewed were chosen with the aid of a local resident, who served as a mediator and witness for the interviews.

A semi-structured questionnaire was used to obtain the following information regarding the hunting activity of each respondent: hunting time (years), number of consumers, duration of each hunt (hours), frequency (hunts month-1), maximum distance (km), strategies used (type of weapon, type of hunting, use of dogs), reasons for hunting, number of animals hunted, the importance of hunting for their livelihood, and the possible existence of taboos or cultural factors that influence the activity of hunting. The hunters identified the species using an illustrated guide based on images derived from Emmons and Peer (1997), Reid (1997) and Eisenberg and Redford (1999). The respondents signed a consent agreement, and had their anonymity guaranteed. The Committee for Ethics on Research — CER, CCS — UFPE approved the interviews; a written consent was read to those interviewees who were illiterate, or given to them to read and subsequently sign.

From the data collected in the interviews, the following were calculated for each hunter and for the settlement as a whole: hunting range (km) — the average maximum distance walked per hunt; hunting effort (h) — the sum of the average duration of all hunting; capture per unit of effort (CPUE) (kg h-1) — the biomass of hunted animals per time unit (Souza-Mazurek et al. 2000, Fleck 2004, Sirén et al. 2004, Parry et al. 2009); and per capita harvest rate (HR) (individuals/consumer year) — the number of individuals of each species hunted divided by the number of consumers multiplied by the study period (one year) (Redford and Robinson 1987, Souza-Mazurek et al. 2000, Sirén et al. 2004, Gavin 2007).

Data analysis

From the data collected during the surveys, the following were calculated for each species in each area: sighting rate (sightings/10 km walked) (Chiarello 1999), relative abundance (individuals/10 km walked) (Silva Junior and Mendes Pontes 2008, Galetti et al. 2009), and mean group size (individuals group-1). For these calculations, only the total number of kilometers walked that corresponded to the activity period of each species was considered. The species activity periods (diurnal, nocturnal or cathemeral) were obtained from the literature (Emmons and Feer 1997, Reid 1997, Reis et al. 2011). Furthermore, the relative biomass (kg/10 km walked) of each species per unit area was calculated by multiplying the body weight by their relative abundance, as in Galetti et al. (2009). The body weight of each species was considered as the arithmetic mean of the values reported by Eisenberg and Redford (1999), Emmons and Feer (1997), Reid (1997) and Reis et al. (2011). A Shapiro— Wilk (W) statistic showed that the variables had a non parametric distribution. Statistical analyses were performed using Statistica 10.0 software.

To assess whether the population variables differed between the impacted and protected areas, the data were compared using the Wilcoxon t-test (Z) (significance level 0.05) by pairing the values of each species in both areas and assigning ‘0’ to the species absent in one area. Additionally, abundance ratios (Rd) were calculated to analyze the individual variation in the abundance of each species between the two areas, which consisted of paired comparisons of species-specific estimates of relative abundance between two populations exposed to different levels of hunting pressure (Peres and Palacios 2007).

Results

Sampling of medium and large-sized mammals

After a sampling effort of 840 km, 29 species were registered in both studied sites, in addition to four species whose occurrence was confirmed by records outside of the surveys, providing a total of 33 species from seven orders (Table 1).

Table 1.

Medium- and large-sized mammal species (following Mendes Pontes et al. 2010) expected to be present at the Novo Paraíso settlement and the Viruá National Park, Roraima, northern Brazilian Amazon, and the forms of detection during the present study. aS = sighted during survey; bI = interviews; cC = carcass, skin or bones; dN = sighting not during survey.

t01a_234.gif

Continued.

t01b_234.gif

At Novo Paraíso (impacted), 209 records were made of 25 medium- and large-sized mammal species, and seven other species were recorded from indirect records (Table 1). The total sighting rate in Novo Paraíso was 7.07 sightings/10 km, while the total relative abundance was 22.72 individuals/ 10 km (Table 2). The relative biomass at Novo Paraíso was 126.08 kg/10 km (Table 2).

The species that showed the highest sighting rate and relative abundance in Novo Paraíso (impacted) was Cebus apella, with 1.77 sightings/10 km and 8.7 individuals/10 km, respectively. The species that showed the lowest values for both variables were Panthera onca, Speothos venaticus, Dasypus novemcinctus and Dasypus kappleri (0.02 sightings/ 10 km and 0.02 individuals/10 km, respectively). The species with the highest relative biomass was Tapirus terrestris (39.4 kg/10 km), while Sciurus aestuans had the lowest biomass (0.04 kg/10 km). Saimiri sciureus had the largest mean group size (10.5 individuals/group) (Table 2).

At Viruá (protected), 21 species of medium- and large-sized mammals were sighted over 231 records (Table 1). The total sighting rate at Viruá was 7.62 sightings/10 km, while the total relative abundance was 54.05 individuals/ 10 km, and the total relative biomass was 490.54 kg/10 km (Table 2).

Similar to Novo Paraíso (impacted), C. apella was the most-frequently observed species (2.68 sightings/10 km) at Viruá, and also had the greatest relative abundance (18.5 individuals/10 km) in Viruá (protected). The species with the lowest values for both variables were Cerdocyon thous, P. onca, D. novemcinctus and T. terrestris (0.02 sightings/ 10 km and 0.02 individuals/10 km, respectively). Tayassu pecari exhibited the highest value for both relative biomass (350.1 kg/10 km) and average group size (34.54 individuals/group), while S. aestuans had the lowest relative biomass (0.07 kg/10 km) (Table 2).

Comparison between areas

There was no significant difference between the two areas for sighting rates (n = 27; Z = 0.4204; p = 0.6742), relative abundance (n = 27; Z = 1.75; p = 0.0799), relative biomass (n = 27; Z = 0.00; p = 1.00), and average group size (n = 26; Z = 0.91; p = 0.3624). Similarly, for the 10 mosthunted species (D. novemcinctus, Cuniculus paca, Pecaritajacu, Dasyprocta leporina, T. pecari, D. kappleri, Mazama americana, Mazama nemorivaga, Dasyprocta cristata and Eira barbara), there was no significant difference between the areas in the sighting rates (n = 9; Z = 0.3554; p = 0.7223), relative abundance (n = 9; Z = 0.0592; p = 0.9528), relative biomass (n = 9; Z = 0.0592; p = 0.9528), and average group size (n = 8; Z = 0.14; p = 0.8886).

Table 2.

Abundance of medium- and large-sized mammals detected during surveys at the Novo Paraíso settlement (NP) and Viruá National Park (V), Roraima, northern Brazilian Amazon.

t02_234.gif

The population-abundance ratio analysis revealed that 10 species had significantly-higher abundances at Novo Paraíso (impacted), and nine species at Viruá (protected), with 10 species showing almost equal relative abundance in both areas (Table 3). The species that showed the greatest variation in relative abundance between the two areas was T. pecari, which was more abundant at Viruá (Rd = -2.0330), and Pithecia pithecia, which was more abundant at Novo Paraíso (Rd = 0.4138) (Table 3).

Characterization and quantification of hunting at the Novo Paraíso settlement

Interviews with 50 hunters at the Novo Paraíso settlement revealed that 20 species of mammals were hunted within one year (Table 4), with a total of 541 (SD ± 41.54) individuals killed, and an estimated biomass of 8517 kg (SD ± 739 kg) taken. The most-hunted species was D. novemcinctus, with 122 (SD ± 5.61) individuals taken; consequently, this species also had the highest harvest rate (0.506 individuals/ consumers year). In this one-year period, there were 849 (SD ± 21.24) hunts resulting in a hunting effort of 4575 (SD ± 127) hours. The average duration of each hunt was 6.48 (SD ± 4.08) hours, and the average distance travelled in each hunt was 3.21 km (SD ± 2.96), with a maximum of 5.4 km (SD ± 4.5).

Considering the biomass and hunting effort, hunting efficiency (CPUE) was 1.87 kg h-1. The number of hunts conducted each month averaged 1.41 (SD ± 1.75). The total number of hunting consumers for the 50 hunters interviewed was 241 people, resulting in an average of 4.82 (SD ± 2.84) consumers for each hunter and a per capita harvest rate (HR) of 2.24 individuals/consumer year.

Hunting at Novo Paraíso was always performed with firearms, namely 16 (n = 12), 20 (n = 28), 28 (n = 7), 32 (n = 1), and 36 (n = 4) gauge shotguns, and 22 caliber rifles (n = 1), except in the rarely-reported cases of the use of traps (n = 1), snares (n = 2), or knives (n = 2). Waiting without bait (n = 36) was the most frequent hunting technique, while the snare/trap method was used the least (n = 3) (Fig. 2). Waiting and the snare and trap methods were performed at night, while hunting by walking and using dogs took place during the day.

Table 3.

Population abundance ratios (R d ) of mammal species detected at the Novo Paraíso settlement and Viruá National Park, Roraima, northern Brazilian Amazon.

t03_234.gif

Table 4.

Number of mammals hunted during the study year (2010) and per capita harvest rate (individuals/consumer year) in Novo Paraíso, Roraima, northern Brazilian Amazon.

t04_234.gif

All of the hunters said that obtaining food is the main reason for hunting (n = 50), but only 6% (n = 3) of them considered game meat as the main source of animal protein for their family. The other 94% (n = 47) reported that the meat of domestic animals (cattle, pig, goat, chicken, duck, and turkey) formed a greater proportion of the family diet. The second most-cited reason for hunting was to protect property against predators (n = 19). Such hunting targeted members of the order Carnivora, namely P. onca (n = 50 individuals killed), Puma concolor (n = 37), C. thous (n = 71), E. barbara (n = 32), and small felids (Leopardus spp.) (n = 55). The least-reported reason for hunting was for use of body parts (skin and fat) (n = 1), allegedly due to more access to allopathic medicine (Fig. 3).

Cultural taboos and hunting preferences

The hunting activity at Novo Paraíso was influenced by cultural taboos and hunting preferences, which were mentioned by all of the respondents (n = 50) (Fig. 4). For some species, the influence of these taboos is positive, as hunters avoid hunting them because they believe that killing these animals “brings bad luck”. In this case, the species most frequently mentioned was Priodontes maximus (n = 36) and, as an example, several hunters reported cases of serious illness, accident or death in their families after someone killed an individual of this species. The order Primates (n = 6), and the species Myrmecophaga tridactyla (n = 2), Choloepus didactylus, and Bradypus tridactylus (n = 1) also fell into this category, although they were less frequently mentioned.

There were also hunters who avoided killing certain species, because they were considered to have a bad taste, as in the case of T. terrestris (n = 1), C. didactylus (n = 1), and B. tridactylus (n = 1). Small mammals were also avoided (n = 14), because of the low energetic return. Primates were also avoided by some hunters (n = 5) due to empathy or superstition based on this groups “similarity to humans”. The hunting of pregnant females (n = 48), young (n = 48) or females accompanied by young (n = 47) was also avoided due both to the small size of these individuals and empathy or awareness that the death of these individuals is more likely to impact negatively the species or the future availability of prey (Fig. 4).

Conversely, there were cases where cultural factors have acted negatively, with hunters targeting predators to defend domestic animals. The following species were cited as examples: P. onca (n = 12), P. concolor (n = 10), C. thous (n = 12), E. barbara (n = 6), and small cats (Leopardus spp.) (n = 23). There were even reports of hunters who were paid by ranchers to kill jaguars (P. onca) that were attacking or even just patrolling around their herds, which we classified as retaliatory hunts. Such actions, which could also be classified as predatory since it is not for subsistence, are deeply rooted in the culture of the settler's families, who argue that it aims at protecting their livestock.

Discussion

Diversity of medium and large-sized mammals

A total of 32 mammal species were recorded at Novo Paraíso settlement (impacted), whereas 21 species were found in Viruá National Park (protected). Thus, the area richest in mammal species was that which has been subject to hunting and impacted by the fish-bone forest clearance and regional development. This result has a direct relation with Tayassu pecari, as this species was the most hunted and was not recorded in the Novo Paraíso survey. Accordingly, its absence (or, more likely, very low abundance) may have favored the proliferation of more resilient species that exploit similar resources (e.g. Mazama americana, M. nemorivaga, Dasyprocta cristata) in a likely process of density compensation (Peres and Dolman 2000, Endo et al. 2010). Furthermore, the persistence of M. americana and M. nemorivaga in disturbed areas may also be linked to the fact that these species use secondary forests, natural or artificial clearings, agricultural fields, and areas of pioneer vegetation for feeding (Vogliotti 2008); whereas T. pecari depends on intact forests for survival (Keuroghlian et al. 2012).

Figure 2.

The hunting types and strategies used by 50 hunters at the Novo Paraíso settlement, Roraima, northern Brazilian Amazon.

f02_234.jpg

Our data suggests that Pecari tajacu may proximately benefit from the considerable decline of their competitor, T. pecari, since P. tajacu sightings rates at Novo Paraíso settlement (impacted) were higher than in Viruá (protected). However, the complete (or, perhaps, effective) extirpation of the latter, has led hunters to shift their focus towards P. tajacu, already among the third most hunted species. Ultimately, this may also cause their extirpation.

Although there was no significant difference between the relative abundances and biomasses in the study areas, the total values of these variables were significantly higher in Viruá (protected). This result is also due to the relatively higher abundance of T. pecari in this area than at Novo Paraíso (impacted), given that it is known to be extremely sensitive to hunting and often disappears quickly from hunted areas (Peres 2001, Altrichter et al. 2012).

Figure 3.

The hunting reasons cited by 50 hunters at the Novo Paraíso settlement, Roraima, northern Brazilian Amazon.

f03_234.jpg

Of the total relative biomass calculated for Viruá (protected), T. pecari represented 71.37%. This proportion is much higher than that recorded in other conservation units in Amazonia, such as others reported by Lopes and Ferrari (2000) (18.45%), Mendes Pontes (2004) (43.99%), Peres and Nascimento (2006) (19.4%), and Endo et al. (2010) (40.55%), and also higher than presented by Cullen Jr. et al. (2001) in the Brazilian Atlantic forest (between 20% and 34%). This suggests that the population of this species at Viruá is above the expected ecological equilibrium. We do not believe that it could be a methodological artifact since in another strictly protected area in the same region, white-lipped peccary biomasses are even higher and the highest in the Amazon (Mendes Pontes 2000, 2004, Mendes Pontes and Chivers 2007).

Primates were another group that also showed relatively high abundance and biomass at Viruá (protected). Although species of this order are rarely hunted in the settlement area, their lower abundances and biomasses at Novo Paraíso (impacted) suggests that larger species that are more sensitive to the effects of hunting (e.g. Ateles paniscus) may be impacted (Peres and Dolman 2000).

Figure 4.

The species and groups of mammals avoided by hunters at the Novo Paraíso settlement, Roraima, northern Brazilian Amazon.

f04_234.jpg

Hunting at the Novo Paraíso settlement (impacted)

The mammal community in adjacent forests have probably been subjected to the effects of hunting since the settlement was created (some 37 years prior to the study). During the study period, the demand for hunting by the human population (HR) was 2.24 individuals/consumer year, a valué below that found by Redford and Robinson (1987) (7.5), Peres (2000) (∼7.0), Souza-Mazurek et al. (2000) (5.77), Fleck (2004) (2.57), and Parry et al. (2009) (4.75). This shows that the Novo Paraíso settlement (impacted) has one of the lowest per capita consumption rates (HR) when compared with similar studies. This, coupled with the fact that the abundance found at Novo Paraíso was quite similar to those at Viruá (protected), indicates that hunting has probably not caused major losses to the local mammal assemblage.

At Novo Paraíso, hunting has lost its importance as a source of animal protein, as evidenced by the reduction in the average monthly number of hunts and in hunting efficiency. This is a result of the improved socio-economic conditions of the settlers and greater access to meat from domestic animals. Additionally, the number of preferred prey is diminishing because, according to the hunters, it has been necessary to increase the hunting effort to find the larger species, which reduces hunting efficiency and discourages hunters.

The hunting range at Novo Paraíso (about 5.4 km) is one of the lowest ever recorded in hunted areas (e.g. Vickers 1984 [8.5 km], Alvard 1992 [9.5 km], Peres and Nascimento 2006 [25 km], Ohl-Schacherer et al. 2007 [10 km], Parry et al. 2009 [10 km]). This relatively limited spatial range of hunting may have positive or negative implications for conservation. A limited hunting range impacts only a small area, preserving more distant areas. However, species with extensive ranges using such an area as part of their range can be completely eliminated. In such an instance, the area impacted by hunting would be larger (Alvard 1994). This is probably the case for white-lipped peccaries.

When hunting has a greater radius of action, its effects are more diluted, and the risk of local extinction may be reduced. Thus, for hunting in restricted areas to be sustainable, an efficient source-sink balance is required in order to ensure the constant restocking of hunted areas (Alvard 1994). This seems to be the case with Novo Paraíso, as the low hunting rates and the relatively-high abundance of mammals are strong indications that the source areas surrounding the settlement are fulfilling the role as a recolonization source for the human-impacted sink area.

The importance of Viruá National Park for mammal conservation in northern Amazonia

The Guyana Shield has one of the lowest mammal diversities and abundances in the Brazilian Amazon, and within this region, Roraima is one of the poorest (Sombroek 2001, Hoorn et al. 2010, Mendes Pontes et al. 2010). Though Roraima has an extensive protected areas network that covers almost two million hectares (Governo do Estado de Roraima 2012), none of these is located in the dense ombrophilous non-floodable terra firme forests of the southeast of the state, where forest biomass is one of the highest (Barbosa et al. 2010).

Very little is known of the biological value of these extensive forested areas surrounding the fish-bone human settlements (impacted), which, nevertheless, have systematically been colonised and destroyed since the 1970s. However, the extent of information lack is such that, on the official World Bank/WWF/Government-defined Amazon Region Protected Areas (ARPA) map (MMA 2007), which illustrates the importance and priority areas of Roraima for protection of biological resources and creation of protected areas, the southeast of the state consists only of blank space.

In these highly impacted fish-bone human settlements most large mammals will ultimately be locally and regionally extirpated, as will the dense ombrophilous forests of the comparatively flatter and richer soils of the region. This already appears to be the case for the highly sensitive T. pecari, which had the highest biomass of any of the surveyed mammals at Viruá (protected), but is almost completely absent from the forested areas surrounding the settlement. Viruá therefore plays a crucial role in the maintenance of a highly representative sample of the original mammalian fauna of the region, as well functioning as a repository for its invaluable biological diversity.

Conservation implications

Hunters reported that, in the past, T. pecari was the most hunted mammal at Novo Paraíso. However, by 2010 this species has become only the fifth most-hunted species, suggesting a reduction from its historical abundance. The R d for T. pecari (-2.033) indicates a relative abundance of around 100 times greater in the protected area, suggesting that this species has been hunted beyond a sustainable level in forests around the settlement.

Due to the extreme sensitivity of T. pecari to hunting, this species is often locally or regionally extirpated in areas close to human settlements (Peres 1996, Naranjo and Bodmer 2007, Reyna-Hurtado and Tanner 2007). Peres (2001) found the local extinction of T. pecari in six areas to be a result of hunting. In the case of Novo Paraíso (impacted), although we observed an individual killed by a hunter, showing that the species still remains in the area, our data suggest that local extinction will certainly occur, since a few individuals left in a remnant subherd cannot maintain a viable population (Biondo et al. 2011). What seems to be happening is that the source population has probably been depleted, which is highlighted in the differences in abundance between protected and hunted sites.

Urgent measures are needed to recover the population of T. pecari at Novo Paraíso and reverse the process of local extinction. The first and ideal step towards this recovery would be to suspend T. pecari hunting long enough to allow its population to recover, but this proposal tends to encounter resistance from the population, because T. pecari is one of the species most prized by consumers (Leeuwenberg 1997, Fragoso et al. 2000).

A second alternative proposed by previous authors was the establishment of non-hunting refuges by dividing the space into hunting zones. Thus, the most hunted areas (those closest to the settlement — sink areas) would be free of hunting for some years, with hunting activities only being allowed in more remote (source) areas. After the recovery of T. pecari populations, hunting would again be allowed in the sink areas, but with the establishment of maximum extraction quotas per hunter, thus ensuring the sustainability of hunting and the population viability of the species in the long term. Although the source areas surrounding the settlement are fulfilling the role as a recolonization source for the sink area, without sustainable hunting practices, the source fauna that replenishes this area near the settlements will eventually be depleted.

For a more accurate control, however, this evaluation should be done at least once annually, and individually for each species. A tool for assessing the sustainability of hunting is the CPUE, which allows the local population themselves to analyze the abundance of hunted species and indicate whether they are being over-exploited (Sirén et al. 2004). This could be a viable alternative that could be implemented in the Roraima settlements through conservation projects, which both involve the local community and generate income.

In places where there is a low availability of meat from domestic animals, hunting pressure is much higher and tends to lose selectivity, leading to notable reductions in the densities of various vertebrate species (Lourival and Fonseca 1997). At Novo Paraíso, however, meat from domestic animals is widely available for consumption, which has a positive effect on the conservation of mammals and the sustainability of hunting, as it reduces the harvest of wild animals.

Despite the present hunting levels being considered sustainable, hunters reported that the abundance of game mammals has decreased. In this sense, measures aimed at controlling the effects of hunting are necessary, even if they are only preventive. These measures must come from environmental authorities and should be accompanied by educational actions and intense scrutiny to ensure that the existing environmental legislation is followed. Finally, it is essential that any measures occur with the involvement of local inhabitants to make clear the benefits that conservation will bring.

Conclusions

Relatively high mammal abundances, the existence of extensive contiguous source forests and the low hunting levels detected during this study suggest that hunting at the Novo Paraíso settlement (impacted) as currently practiced is sustainable. The progressive decrease in hunting efficiency reported, and the absence of T. pecari, demands the immediate implementation of sustainable alternatives of wildlife harvest, the immediate suppression of T. pecari hunting and population monitoring.

Acknowledgements

we thank the people of Novo Paraíso for having so willingly contributed to the interviews and help during field work. We are also indebted to E. Venticinque for corrections of the dissertation which led to this manuscript. Fundação Grupo O Boticário de Proteção à Natureza kindly financed fieldwork; the National Research Council (CNPq) granted a scholarship to ERAM (no. 133641/2010-4), to JRG (no. 472401/2008-4), MNDS (no. 130986/2010-0), and APSJ (no. 552207/2008-8), and research grant to ARMP (no. 472401/2008-4). Adrian Barnett helped with the English.

References

1.

M. Altrichter et al. 2012. Range-wide declines of a key Neotropical ecosystem architect, the near threatened white-lipped peccary Tayassu pecari. — Oryx 46: 87–98. Google Scholar

2.

M. Alvard 1992. Searching for and transporting prey by a group of central place foragers. — Am. J. Phys. Anthropol. 87: 23. Google Scholar

3.

M. Alvard 1994. Conservation by native peoples: prey choice in a depleted habitat. — Hum. Nature 2: 127–154. Google Scholar

4.

M. Alvard et al. 1997. The sustainability of subsistence hunting in the Neotropics. — Conserv. Biol. 11: 977–982. Google Scholar

5.

R. I. Barbosa et al. 2010. Ecossistemas terrestres de Roraima: área e modelagem espacial da biomassa. — In: R. I. Barbosa and V. F. Melo (eds), Roraima: homem, ambiente e ecologia. Fundação Estadual do Meio Ambiente, Ciência e Tecnologia, Instituto Nacional de Pesquisas da Amazônia, and Univ. Federal de Roraima, pp. 347–367. Google Scholar

6.

C. Biondo et al. 2011. Population genetic structure and dispersal in white-lipped peccaries (Tayassu pecari) from the Brazilian Pantanal. — J. Mammal. 92: 267–274. Google Scholar

7.

R. Bodmer 1995. Managing Amazonian wildlife: biological correlates of game choice by detribalized hunters. — Ecol. Appl. 5: 872–877. Google Scholar

8.

R. Bodmer and J. Robinson 2004. Evaluating the sustainability of hunting in the Neotropics. — In: K. M. Silvius et al. (eds), People in nature: wildlife conservation in South and Central America. — Columbia Univ. Press, pp. 299–323. Google Scholar

9.

S. Buckland et al. 1993. Distance sampling: estimating abundance of biological populations. — Chapman and Hall. Google Scholar

10.

K. Burnham et al. 1980. Estimation of density from line transect sampling of biological populations. — Wildl. Monogr. 72: 1–202. Google Scholar

11.

A. Chiarello 1999. Effects of fragmentation of the Atlantic forest on mammal communities in southeastern Brazil. — Biol. Conserv. 89: 71–82. Google Scholar

12.

J. Colding 1998. Analysis of hunting options by the use of general food taboos. — Ecol. Modell. 110: 5–17. Google Scholar

13.

L. Cullen Jr et al. 2001. Ecological consequences of hunting in Atlantic forest patches, São Paulo, Brazil. — Oryx 35: 137–144. Google Scholar

14.

J. Eisenberg and K. Redford 1999. Mammals of the Neotropics. Vol. 3. The Central Neotropics: Ecuador, Peru, Bolivia, Brazil. — Univ. of Chicago Press. Google Scholar

15.

J. Emlen 1966. The role of time and energy in food preference. — Am. Nat. 100: 611–617. Google Scholar

16.

L. Emmons and F. Feer 1997. Neotropical rainforest mammals, a field guide. — Univ. of Chicago Press. Google Scholar

17.

W. Endo et al. 2010. Game vertebrate densities in hunted and nonhunted forest sites in Manu National Park, Peru. — Biotropica 42: 251–261. Google Scholar

18.

L. Fleck 2004. Wildlife use and conservation in the Boa Esperança community, Amana Reserve, Amazon. — MSc thesis, Univ. of Kent, Kent, UK. Google Scholar

19.

J. Fragoso 1998. Home range and movement patterns of whitelipped peccary, Tayassu pecari herds in the northern Brazilian Amazon. — Biotropica 30: 458–469 Google Scholar

20.

J. Fragoso 2004. A long-term study of white-lipped peccary, Tayassu pecari population fluctuation in northern Amazonia: Anthropogenic vs —natural causes. — In: K. Silvius et al. (eds), People in nature: wildlife conservation in South and Central America. Columbia Univ. Press, pp. 286–296. Google Scholar

21.

J. Fragoso et al. 2000. Manejo de Fauna na Reserva Xavante Rio das Mortes: Cultura Indígena e Método Científico Integrados para Conservação. — WWF Brasil (in Brazilian Portuguese). Google Scholar

22.

M. Galetti et al. 2009. Priority areas for the conservation of Atlantic forest large mammals. — Biol. Conserv. 142: 1229–1241. Google Scholar

23.

M. Gavin 2007. Foraging in the fallows: Hunting patterns across a successional continuum in the Peruvian Amazon. — Biol. Conserv. 134: 64–72. Google Scholar

24.

Governo do Estado de Roraima 2005. Estrutura agrária do Estado de Roraima. — Secretaria de Estado da Agricultura e Abastecimento de Roraima, Instituto de Terras e Colonização do Estado de Roraima, ITERAIMA, Roraima < www.senado.gov.br/sf/comissoes/cre/ap/AP_20071121_EstruturaAgrariaRoraima.pdf>. Accessed 15 April 2011 (in Brazilian Portuguese). Google Scholar

25.

Governo do Estado de Roraima 2012. Áreas de preservação ambiental no Estado de Roraima. — Governo do Estado de Roraima, Roraima < www.rr.gov.br/index.php?option=com_content&view=article&id=8726:areas-de-preservacaoambiental-no-estado-de-roraima&catid=162&Itemid=240>. Accessed 5 March 2015 (in Brazilian Portuguese). Google Scholar

26.

C. Hoorn et al. 2010. Amazonia through time: Andean uplift, climate change, landscape evolution, and biodiversity. — Science 330: 927–931. Google Scholar

27.

IBGE, Instituto Brasileiro de Geografia e Estatística. 2005a. Mapa de vegetação. — Governo Federal do Brasil < http://mapas.ibge.gov.br/vegetacao/viewer.htm>. Accessed 19 June 2011 (in Brazilian Portuguese). Google Scholar

28.

IBGE, Instituto Brasileiro de Geografia e Estatística 2005b. Mapa dos compartimentos de relevo. — Governo Federal do Brasil < http://mapas.ibge.gov.br/relevo/viewer.htm>. Accessed 19 June 2011 (in Brazilian Portuguese). Google Scholar

29.

ICMBio, Instituto Chico Mendes de Conservação da Biodiversidade 2011. Parque Nacional do Viruá. — Governo Federal do Brasil < www.icmbio.gov.br/portal/biodiversidade/unidadesde-conservacao/biomas-brasileiros/amazonia/unidades-deconservacao-amazonia/1988-parna-do-virua.html>. Accessed 10 August 2011 (in Brazilian Portuguese). Google Scholar

30.

A. Jerozolimski and C. Peres 2003. Bringing home the biggest bacon: a cross-site analysis of the structure of hunter—kill profiles in Neotropical forests. — Biol. Conserv. 111: 415–425. Google Scholar

31.

A. Keuroghlian et al. 2012. Avaliação do risco de extinção do queixada, Tayassu pecari Link 1795, no Brasil. — Biodiv. Brasil. 2: 84–102. Google Scholar

32.

W. Laurance and C. Peres 2006. Emerging threats to tropical forests. — Univ. of Chicago Press. Google Scholar

33.

F. Leeuwenberg 1997. Manejo de fauna cinegética na Reserva Indígena Xavante de Pimentel Barbosa, Estado de Mato Grosso, Brasil. — In: C. Valladares-Padua and R. E. Bodmer (eds), Manejo e conservação de vida silvestre no Brasil. MCT-CNPq, Sociedade Civil Mamirauá, pp. 233–238 (in Brazilian Portuguese). Google Scholar

34.

M. A. Lopes and S. F. Ferrari 2000. Effects of human colonization on the abundance and diversity of mammals in eastern Brazilian Amazonia. — Conserv. Biol. 14: 1658–1665. Google Scholar

35.

R. Lourival and G. Fonseca 1997. Análise da sustentabilidade do modelo de caça tradicional, no Pantanal da Nhecolândia, Corumbá, MS. — In: C. Valladares-Padua and R. E. Bodmer (eds), Manejo e conservação de vida silvestre no Brasil. MCT-CNPq, Sociedade Civil Mamirauá, pp. 123–172 (in Brazilian Portuguese). Google Scholar

36.

R. MacArthur and E. Pianka 1966. On optimal use of patchy environment. — Am. Nat. 100: 603–609. Google Scholar

37.

D. McDonald 1977. Food taboos: a primitive environmental protection agency (South America). — Anthropos 72: 734–748. Google Scholar

38.

A. R. Mendes Pontes 1997. Habitat partitioning among primates in Maracá Island, Roraima, northern Brazilian Amazonia. — Int. J. Primatol. 18: 131–157. Google Scholar

39.

A. R. Mendes Pontes 1999. Environmental determinants of primate abundance in Maracá Island, Roraima, Brazilian Amazonia. — J. Zool. Lond. 247: 189–199. Google Scholar

40.

A. R. Mendes Pontes 2000. Ecology of a mammal community in a seasonally-dry forest in Roraima, Brazilian Amazonia. — PhD thesis, Univ. of Cambridge. Google Scholar

41.

A. R. Mendes Pontes 2004. Ecology of a community of mammals in a seasonally dry forest in Roraima, Brazilian Amazon. — Mamm. Biol. 69: 319–336 Google Scholar

42.

A. R. Mendes Pontes and D. Chivers 2007. Peccary movements as determinants of the movements of large cats in Brazilian Amazonia. — J. Zool. Lond. 273: 257–265. Google Scholar

43.

A. R. Mendes Pontes et al. 2007. Effect of biomass on assemblages of large mammals in a seasonally dry forest in the Brazilian Amazonia. — J. Zool. Lond. 271: 278–287. Google Scholar

44.

A. R. Mendes Pontes et al. 2008. Mamíferos de médio e grande porte. — In: M. L. Oliveira et al. (eds), Reserva Ducke — a biodiversidade amazônica através de uma grade. INPA, pp. 51–61 (in Brazilian Portuguese). Google Scholar

45.

A. R. Mendes Pontes et al. 2010. Mamíferos de médio e grande porte de Roraima, extremo norte da Amazonia brasileira. — In: R. I. Barbosa and V. F. Valdinar (eds), Roraima: homem, meio ambiente e ecologia. FEMACT, pp. 603–629 (in Brazilian Portuguese). Google Scholar

46.

A. R. Mendes Pontes et al. 2012. Low primate diversity and abundance in Northern Amazonia and its implications for conservation. — Biotropica 44: 934–939. Google Scholar

47.

MMA 2007. Areas prioritárias para conservação, uso sustentável e repartição dos benefícios da biodiversidade brasileira (Mapa das áreas protegidas — conforme Plano Nacional de Áreas Protegidas, Versão 2.1.). — Ministério do Meio Ambiente/ Secretaria de Biodiversidade e Florestas, Brasília, D.F. Google Scholar

48.

E. Naranjo and R. Bodmer 2007. Source—sink systems and conservation of hunted ungulates in the Lacandon Forest, Mexico. — Biol. Conserv. 138: 412–420. Google Scholar

49.

J. Ohl-Schacherer et al. 2007. The sustainability of subsistence hunting by Matsigenka native communities in Manu National Park, Peru. — Conserv. Biol. 21: 1174–1185. Google Scholar

50.

L. Parry et al. 2007. Large-vertebrate assemblages of primary and secondary forests in the Brazilian Amazon. — J. Trop. Ecol. 23: 653–662. Google Scholar

51.

L. Parry et al. 2009. Allocation of hunting effort by Amazonian small holders: implications for conserving wildlife in mixeduse landscapes. — Biol. Conserv. 142: 1777–1786. Google Scholar

52.

C. Peres 1990. Effects of hunting on western Amazonian primate community. — Biol. Conserv. 54: 47–59. Google Scholar

53.

C. Peres 1996. Population status of white-lipped Tayassu pecari and collared peccaries T. tajacu in hunted and unhunted Amazonian forest. — Biol. Conserv. 77: 115–123. Google Scholar

54.

C. Peres 2000. Effects of subsistence hunting on vertebrate community structure in Amazonian forests. — Conserv. Biol. 14: 240–253. Google Scholar

55.

C. Peres 2001. Synergistic effects of subsistence hunting and habitat fragmentation on Amazonian forest vertebrates. — Biol. Conserv. 15: 1490–1505. Google Scholar

56.

C. Peres et al. 2003. Vertebrate responses to surface wildfires in a central Amazonian forest. — Oryx 37: 97–109. Google Scholar

57.

C. Peres and P. Dolman 2000. Density compensation in neotropical primate communities: evidence from 56 hunted and non-hunted Amazonian forests of varying productivity. — Oecologia 122: 175–189. Google Scholar

58.

C. Peres and H. Nascimento 2006. Impact of game hunting by the Kayapó of southeastern Amazonia: implications for wildlife conservation in tropical forest indigenous reserves. — Biodivers. Conserv. 15: 2627–2653. Google Scholar

59.

C. Peres and E. Palacios 2007. Basin-wide effects of game harvest on vertebrate population densities in Amazonian forests: implications for animal-mediated seed dispersal. — Biotropica 39: 304–315. Google Scholar

60.

H. R. Pulliam 1988. Sources, sinks and population regulation. — Am. Nat. 132: 652–661. Google Scholar

61.

K. Redford and J. Robinson 1987. The game of choice: patterns of Indian and colonist hunting in the Neotropics. — Am. Anthropol. 89: 650–667. Google Scholar

62.

F. Reid 1997. A field guide to the mammals of Central America and southeast Mexico. — Oxford Univ. Press. Google Scholar

63.

N. Reis et al. 2011. Mamíferos do Brasil. — Editora da Univ. Estadual de Londrina (in Brazilian Portuguese). Google Scholar

64.

R. Reyna-Hurtado and G. Tanner 2007. Ungulate relative abundance in hunted and non-hunted sites in Calakmul Forest, southern Mexico. — Biodivers. Conserv. 16: 743–756. Google Scholar

65.

A. P. Silva Júnior and A. R. Mendes Pontes 2008. The effect of a mega-fragmentation process on large mammal assemblages in the highly-threatened Pernambuco Endemism Centre, northeastern Brazil. — Biodivers. Conserv. 17: 1455–1464. Google Scholar

66.

A. Sirén et al. 2004. Including spatial heterogeneity and animal dispersal when evaluating hunting: a model analysis and an empirical assessment in an Amazonian community. — Conserv. Biol. 18: 1315–1329. Google Scholar

67.

W. Sombroek 2001. Spatial and temporal patterns of Amazon rainfall. — Ambio 30: 388–396. Google Scholar

68.

R. Souza-Mazurek et al. 2000. Subsistence hunting among the Waimiri Atroari Indians in central Amazonia, Brazil. — Biodivers. Conserv. 9: 579–596. Google Scholar

69.

A. Stone et al. 2009. Non-volant mammalian diversity in fragments in extreme eastern Amazonia. — Biodivers. Conserv. 18: 1685–1694. Google Scholar

70.

C. Trinca and S. Ferrari 2006. Caça em assentamento rural na Amazonia mato-grossense. — In: P. R. Jacobi and L. C. Ferreira (eds), Diálogos em ambiente e sociedade no Brasil. Annablume Editora, pp. 155–167 (in Brazilian Portuguese). Google Scholar

71.

W. Vickers 1984. The faunal components of lowland South American hunting kills. — Interciencia 9: 366–376. Google Scholar

72.

W. Vickers 1991. Hunting yields and game composition over ten years in an Amazon Indian village territory. — In: J. G. Robinson and K. H. Redford (eds), Neotropical wildlife use and conservation. Univ. of Chicago Press, pp. 53–81. Google Scholar

73.

A. Vogliotti 2008. Partição de habitat entre cervídeos do Parque Nacional do Iguaçu. — PhD thesis, Univ. de São Paulo, São Paulo, Brazil (in Brazilian Portuguese). Google Scholar
© 2015 The Authors. This is an open Access article
Éverton Renan de Andrade Melo, José Ramon Gadelha, Maria de Nazaré Domingos da Silva, Antonio Paulo da Silva Júnior, and Antonio Rossano Mendes Pontes "Diversity, abundance and the impact of hunting on large mammals in two contrasting forest sites in northern amazon," Wildlife Biology 21(5), 234-245, (1 December 2015). https://doi.org/10.2981/wlb.00095
Accepted: 1 May 2015; Published: 1 December 2015
Back to Top