Human impacts on two endemic cassowary species in Indonesian New Guinea
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Human impacts on two endemic cassowary species in Indonesian New Guinea J E D E D I A H F . B R O D I E and M A R G A R E T H A P A N G A U - A D A M Abstract Cassowaries are important seed dispersers in reproductive traits in some plant taxa (Pannell, ; tropical rainforests of New Guinea, but little is known Hall & Walter, ), and cassowaries were estimated to about their population ecology or their responses to be the most important vertebrate disperser of plant human disturbance. We used camera traps to measure the seeds at a floristically diverse site in New Guinea (Mack occurrence, local abundance, and activity patterns of nor- & Wright, ). thern cassowaries Casuarius unappendiculatus in lowland Of the three cassowary species the southern cassowary C. forests near Nimbokrang, Papua, and dwarf cassowaries casuarius (height .–. m) is native to New Guinea and Casuarius bennetti in the Arfak Mountains, West Papua. Australia, and the northern C. unappendiculatus (.–. m) Our goals were to assess human impacts on cassowaries at and dwarf cassowaries C. bennetti (.–. m) are endemic multiple spatial scales and to measure their activity patterns to New Guinea (heights from Pratt & Beehler, ). over an elevational divide. At fine spatial scales local abun- Australian populations of the southern cassowary have dance of cassowaries was strongly reduced in areas fre- been studied using sign surveys (Westcott, ), transects quented by humans. At larger spatial scales the distance to (Moore, ), radio telemetry (Westcott et al., ) and the nearest village or drivable road did not affect local abun- global positioning system telemetry (Campbell et al., dance but altered the stage structure of the individuals de- ). However, other than a preliminary study on the im- tected, with a higher proportion of juveniles relative to pacts of logging on northern cassowaries (Pangau-Adam adults. Local abundance of cassowaries was unrelated to et al., ) almost nothing is known about the population site usage by introduced pigs. Both populations studied ecology of the species in New Guinea. were strongly diurnal and their activity patterns were not The northern and southern species are categorized as significantly different. Efforts to control hunting remain Vulnerable, and the dwarf as Near Threatened on the critical to sustaining cassowaries and the seed dispersal ser- IUCN Red List (BirdLife International, a,b, ), and vices they provide. all three are thought to have declining populations (IUCN, ). This threat is largely attributable to their sus- Keywords Activity patterns, bird conservation, climate ceptibility to over-hunting (Johnson et al., ; Sales, ) change, exploitation, hunting, introduced species, Papua, and, in some areas, habitat loss (Crome & Moore, ; ratite Campbell et al., ; Pangau-Adam et al., ). We studied a population of C. unappendiculatus in low- land forests and a population of C. bennetti in submontane forests of Indonesian New Guinea using motion-triggered Introduction camera traps. Substantial habitat remains available in both areas (Miettinen et al., ; Fig. ) but hunting pres- C assowaries Casuarius spp. are the largest avian frugi- vores and the largest-bodied seed dispersing animals in the tropical forests of New Guinea and Australia. sure was thought to be high, based on proximity to human settlements and conversations with local hunters Dispersal of seeds by cassowaries is known to be important (Pangau-Adam & Noske, ). We sought to assess how for many plant species (Mack, ; Westcott et al., ; both species responded to potential hunting pressure, Bradford & Westcott, , ; Pangau-Adam & using accessibility (e.g. the distance to the nearest village Muehlenberg, ) and even for the evolution of or road) as a proxy. We also tried to ascertain whether ac- cessibility influenced cassowary population structure. In heavily hunted populations it can become increasingly dif- JEDEDIAH F. BRODIE* (Corresponding author) Departments of Zoology and ficult for juveniles to reach adulthood or for adults to sur- Botany, University of British Columbia, Vancouver, Canada E-mail brodie@biodiversity.ubc.ca vive, and thus the age structure can shift to a higher MARGARETHA PANGAU-ADAM† Biology Department, Faculty of Natural Sciences proportion of juveniles (Mills, ; Brodie et al., ). and Mathematics, Cenderawasih University, Papua, Indonesia Other than hunting, mammal introductions in New *Also at: Biodiversity Research Centre, University of British Columbia, Guinea are of conservation concern because the region Vancouver, Canada lacks most placental mammal lineages. Exotic primates †Also at: Department of Conservation Biology, University of Göttingen, Germany near Jayapura, Papua, for example, could have significant effects on native birds not adapted to these nest predators Received June . Revision requested July . Accepted July . First published online November . (Corlett & Primack, ). There were no ungulates in Oryx, 2017, 51(2), 354–360 © 2015 Fauna & Flora International doi:10.1017/S0030605315001039 Downloaded from https://www.cambridge.org/core. IP address: 46.4.80.155, on 30 Oct 2021 at 05:01:11, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0030605315001039
Human impacts on endemic cassowaries 355 Methods Study system and field sampling In June we deployed Reconyx HC camera-trap units (Reconyx, Inc., Holmen, USA) at two humid tropical forest sites: in the lowlands near Nimbokrang, Papua Province, and in the Arfak Mountains, West Papua Province (Fig. ). The cameras were retrieved – months later. The Nimbokrang area has flat, alluvial forest, much of which was flooded to a depth of a few centimetres at the time of camera deployment; the area we worked in was at – m elevation. The forests have not been com- mercially logged, although illegal selective logging of mer- bau Intsia bijuga (Fabaceae) is widespread. The northern cassowary is the only cassowary in this area. In the Arfak Mountains we worked near the village of Syoubri, at eleva- tions of ,–, m in lower montane forests (Flannery, FIG. 1 The study sites in the Arfak Mountains and Nimbokrang, ). The topography is steep; for example, one camera in Indonesian New Guinea. transect spanned vertical metres over , linear metres (a mean slope of %). The forests have a lower canopy than New Guinea prior to the introduction of pigs (Sus scrofa × S. in Nimbokrang, and denser understorey vegetation. There celebensis) by humans sometime in the last few thousand has been no commercial logging, and forest clearance for years (Flannery, ). Pigs breed quickly and are omnivor- small-scale subsistence agriculture is limited to areas near ous, suggesting that they could possibly compete with casso- villages. The dwarf cassowary is the only cassowary there. waries for fruit. We conducted a preliminary assessment of Subsistence hunting is common in both areas, and casso- possible interference competition between these species by waries are preferred prey species (MP-A & JB, pers. obs.). examining at fine spatial scales whether cassowaries avoided The cameras were arranged along transects radiating areas frequented by pigs. from two villages and the nearby Korea Road in the Climate change is another potential threat. Many tropical Nimbokrang area, and two villages in the Arfak animals are thought to be near their thermal maxima Mountains. Cameras were set c. km apart along each tran- (Tewksbury et al., ), implying that any near-future sect, usually on small game trails, stream beds, ridge tops, or rises in temperature could force them to migrate to higher in other areas that animals might use for movement or for- elevations, possibly leading to biodiversity loss in the low- aging. The distance from the cameras to human habitation lands (Colwell et al., ). For many tropical bird species, or roads was .– km, with various distance categories ap- ambient temperatures are already thought to exceed the proximately equally represented. Cameras were attached to upper critical temperature beyond which they must expend the bases of trees, housed within protective metal cases. energy to stay cool (Khaliq et al., ). We conducted They operated hours per day, recording colour images a preliminary assessment of whether C. unappendiculatus during the day and black-and-white at night. Although cas- in the lowlands were near their thermal maximum by sowaries may be active at any time, foraging is thought to be examining whether they constrained their daily activity to strictly diurnal (Moore, ). Upon being triggered by mo- mornings and evenings (i.e. avoiding the heat of the day) tion in front of the receptor, a camera recorded a sequence relative to the activity patterns of C. bennetti at higher of three images and then did not record again for at least s. elevations. Specifically, we predicted that () local abundance of Data analysis cassowaries would be higher at sites further from human access and at sites with low usage by humans (predators) To test prediction () we used N-mixture models (Royle, and pigs (introduced potential competitors), () the age ) to estimate whether the local abundance of cassowar- structure of cassowary populations would be related to po- ies at specific sites (i.e. camera trap stations) was related to tential hunting pressure, with a lower proportion of mature the distance from the site to the nearest drivable road or vil- adults at sites closer to human access, and () northern lage (a metric of potential hunting pressure), and the usage cassowaries in the lowlands would be less active during of the site by pigs and humans. We conducted these analyses the hottest portion of the day than dwarf cassowaries in separately for each species and also pooled data on the two the mountains. species, to increase our limited sample size. We accounted Oryx, 2017, 51(2), 354–360 © 2015 Fauna & Flora International doi:10.1017/S0030605315001039 Downloaded from https://www.cambridge.org/core. IP address: 46.4.80.155, on 30 Oct 2021 at 05:01:11, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0030605315001039
356 J. F. Brodie and M. Pangau-Adam TABLE 1 N-mixture model selection results for all models with ΔAIC , for the northern cassowary Casuarius unappendiculatus. Top model 2nd model 3rd model 4th model Mean model ΔAIC 0.00 1.56 1.80 1.96 Akaike weight 0.45 0.21 0.18 0.17 R2 0.39 0.41 0.40 0.39 Local abundance function1 Intercept 0.93 ± 0.42 0.96 ± 0.43 0.95 ± 0.43 0.93 ± 0.43 0.95 ± 0.43 Distance2 0.11 ± 0.24 0.02 ± 0.04 Pig relative abundance index3 −0.04 ± 0.24 −0.01 ± 0.04 Human relative abundance index3 0.14 ± 0.20 0.03 ± 0.04 Detection function1 Intercept −4.01 ± 3.02 −4.24 ± 5.15 −4.19 ± 4.55 −4.26 ± 5.94 −4.17 ± 4.27 Camera hours 5.89 ± 16.06 6.96 ± 27.52 6.70 ± 24.27 7.24 ± 31.78 6.55 ± 22.78 Coefficients ± SE from standardized variables The linear distance from each camera trap site to the nearest village or drivable road The number of independent detections per trap-days for the large number of zero detections in the data, typical To test prediction () we compared the activity patterns for camera-trapping studies, by pooling data into -day of the two cassowary species using Watson’s two-sample test sampling intervals and using zero-inflated Poisson distribu- of homogeneity (Jammalamadaka & Sengupta, ). This tions in the N-mixture models. These models are robust to is a non-parametric test analogous to a Kolmogorov– variation in sampling effort across sites. We ran models re- Smirnov test but for use with circular (e.g. hours in a day, presenting all possible combinations of the three local abun- months in a year, compass bearings) rather than linear dance covariates in combination with no detection variables. covariates, a time detection covariate (to account for trends in detectability), and a camera hours detection covariate (the total number of hours during which a camera operated Results at each site during each -day sampling interval). All con- tinuous variables were standardized prior to analysis. We We detected northern cassowaries on of a total of , used multi-model inference by averaging parameter coeffi- camera-days at Nimbokrang, and dwarf cassowaries on cients across all models with ΔAIC , .. To assess site of , camera-days in the Arfak Mountains. The top usage by humans and pigs we measured a relative abun- N-mixture model for C. unappendiculatus did not have dance index for each species at each camera station as the any abundance covariates (Table ). The top models for C. number of independent detections per camera days. bennetti and the two species pooled both had negative Two detections were considered independent if they were human site usage terms, as did five of the seven models non-consecutive (i.e. another species was detected at the with ΔAIC , for C. bennetti (Table ) and all four of the camera station in between) or if they were . minutes models with ΔAIC , for the species pooled (Table ). apart; these are increasingly standard criteria for analysis Relative usage of each camera site by pigs, and the distance of camera trap data (e.g. O’Brien et al., ; Brodie & from each station to the nearest road or village were not re- Giordano, ; Carter et al., ). lated to local abundance of either cassowary species indi- We tested prediction () using logistic regression of dis- vidually or the two species pooled (Tables –). Camera tance from road or village (predictor variable) vs casso- hours was an important detection covariate for C. unappen- wary life stage ( for mature adults, for juveniles), again diculatus and the two species pooled but not for C. bennetti conducting analyses for the two species separately and (Tables –). pooled. As such, these were tests of the influence of We obtained independent detections of C. unappendi- human access on cassowary stage structure, conditional culatus and of C. bennetti; % of C. unappendiculatus upon detection. The life stages are easily distinguished, detections and % of C. bennetti detections were of mature with adults having black body feathers with blue and red adults. Chicks were detected only once, when two northern skin on the neck, whereas juveniles are uniformly brown. cassowary chicks were photographed with an adult in We did not assess chicks (light coloured with black stripes) Nimbokrang. The proportion of independent detections in this analysis. We analysed independent detections for that were adults was not significantly related to distance both species, where independence was determined by the from the nearest road or village for C. unappendiculatus same criteria used to calculate relative abundance indices (logistic regression, P = .) or C. bennetti (P = .) alone for humans and pigs. (possibly because of limited sample size), but for the two Oryx, 2017, 51(2), 354–360 © 2015 Fauna & Flora International doi:10.1017/S0030605315001039 Downloaded from https://www.cambridge.org/core. IP address: 46.4.80.155, on 30 Oct 2021 at 05:01:11, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0030605315001039
Human impacts on endemic cassowaries 357 TABLE 2 N-mixture model selection results for all models with ΔAIC , for the dwarf cassowary Casuarius bennetti. R values are calcu- lated relative to the intercept-only model, and therefore that model does not have an R. Top model 2nd model 3rd model 4th model 5th model 6th model 7th model Mean model ΔAIC 0.00 0.92 1.34 1.39 1.52 1.92 1.95 Akaike weight 0.26 0.16 0.13 0.13 0.12 0.10 0.10 R2 0.17 0.20 0.20 0.19 0.17 0.05 Local abun- dance function1 Intercept −0.07 ± 1.12 0.23 ± 0.77 −1.05 ± 0.92 −0.69 ± 1.12 −0.70 ± 1.12 −0.59 ± 1.16 −0.46 ± 0.44 −0.56 ± 0.97 Distance2 −0.16 ± 0.51 −0.02 ± 0.05 Pig relative 0.28 ± 0.25 0.37 ± 0.26 0.07 ± 0.06 abundance index3 Human rela- −3.01 ± 2.94 −2.42 ± 2.58 −3.06 ± 2.97 −3.08 ± 2.98 −3.22 ± 3.17 −2.19 ± 2.16 tive abun- dance index3 Detection function1 Intercept −2.22 ± 0.46 −2.17 ± 0.42 −2.08 ± 0.30 −2.22 ± 0.46 −2.07 ± 0.50 −2.31 ± 0.58 −2.03 ± 0.29 −2.17 ± 0.43 Camera 0.30 ± 0.48 0.04 ± 0.06 hours Coefficients ± SE from standardized variables The linear distance from each camera trap site to the nearest village or drivable road The number of independent detections per trap-days TABLE 3 N-mixture model selection results for all models with ΔAIC , for the northern and dwarf cassowaries pooled. Top model 2nd model 3rd model 4th model Mean model ΔAIC 0.00 1.80 1.97 1.97 Akaike weight 0.47 0.19 0.17 0.17 R2 0.26 0.27 0.15 0.26 Local abundance function1 Intercept 0.09 ± 0.67 −0.06 ± 0.75 0.09 ± 0.67 0.00 ± 0.83 0.04 ± 0.71 Distance2 0.11 ± 0.25 0.02 ± 0.05 Pig relative abundance index3 0.05 ± 0.28 0.01 ± 0.09 Human relative abundance index3 −2.08 ± 1.58 −1.95 ± 1.57 −2.08 ± 1.58 −2.05 ± 1.59 −2.05 ± 1.58 Detection function1 Intercept −2.67 ± 0.39 −2.59 ± 0.40 −2.61 ± 0.38 −2.63 ± 0.45 −2.64 ± 0.40 Camera hours 0.64 ± 0.52 0.64 ± 0.52 0.64 ± 0.52 0.53 ± 0.43 Coefficients ± SE from standardized variables The linear distance from each camera trap site to the nearest village or drivable road The number of independent detections per trap-days species pooled this relationship was significant (slope = ., ). We assembled multiple lines of evidence related to P , .; Fig. ). large- and small-scale distribution, local abundance, and Both species were strictly diurnal in activity patterns (Fig. ) population stage structure of cassowaries rather than relying and the activity patterns did not differ significantly between the on any single measure. Despite heavy hunting pressure two species (Watson’s two-sample test statistic = ., critic- (Pangau-Adam & Noske, ) human accessibility was al value = ., P . .). not strongly related to the local abundance of cassowaries. This may be because we did not sample sufficiently remote areas; all of the locations in which we worked could poten- Discussion tially be heavily hunted. Human accessibility was related to cassowary population stage structure, with mature adults The impacts of unreported and unregulated hunting on comprising a significantly larger proportion of detections cryptic animals can be difficult to assess (Brodie et al., at locations far from villages or drivable roads. It could be Oryx, 2017, 51(2), 354–360 © 2015 Fauna & Flora International doi:10.1017/S0030605315001039 Downloaded from https://www.cambridge.org/core. IP address: 46.4.80.155, on 30 Oct 2021 at 05:01:11, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0030605315001039
358 J. F. Brodie and M. Pangau-Adam FIG. 3 Activity patterns of the northern and dwarf cassowaries. The patterns for the two species are not significantly different according to Watson’s two-sample test of homogeneity for circular predictor variables. ); our results expand upon this by identifying hunting as another potentially critical threat. We did not detect a strong influence of pigs on the dis- tribution of cassowaries at fine spatial scales. This could in- dicate that introduced pigs are not competing strongly with cassowaries, at least via interference competition. However, we note that absence of evidence does not constitute evi- dence of absence; it remains possible that pigs affect casso- wary populations by depressing the availability of fruit (i.e. exploitative competition) or attracting humans, a shared predator (i.e. apparent competition; sensu Holt, ). The two cassowary populations did not differ significantly in their activity patterns, suggesting that lowland northern cassowaries do not avoid being active during the hottest parts of the day any more than higher elevation dwarf casso- waries. There is therefore no evidence that lowland cassowar- ies are thermally stressed. Lowland populations also retain the FIG. 2 Logistic trendlines for the life-stage structure of the ability to adjust behaviourally to rising temperatures (by shift- northern Casuarius unappendiculatus and dwarf cassowaries ing their activity patterns) and may not be highly susceptible Casuarius bennetti as a function of human accessibility; dashed lines represent % confidence intervals. to modest near-term regional warming. However, we caution that more information is needed on this topic. Cassowaries and other lowland species may have abrupt thresholds in that mature adults remain in the deep forest and exclude ju- their physiological responses to temperature, below which veniles from their territories, forcing the latter to live closer they display no adverse effects but above which they cannot to roads, where they are more vulnerable to hunting. On cope (Colwell et al., ). their own, stage ratios are impossible to interpret in terms Some cassowary populations are known to migrate alti- of the dynamics of the population (Caughley, ; Mills, tudinally, perhaps in response to shifting patterns of fruit ). However, given that local abundance does not change availability (Wright, ). This could potentially violate in more inaccessible areas, where more of the individuals are our N-mixture model’s assumption that local abundance immature, this could be a signal of exploitation. It also ap- was closed during the sampling periods (Royle, ), espe- pears that, at fine spatial scales (i.e. , c. km), cassowaries cially given our long sampling intervals (up to months at a avoid areas frequented by humans, which could be evidence few camera stations). However, none of our top models in- of an impact of hunting on cassowary distribution. Previous cluded time as a detection covariate, suggesting that detect- work has suggested that logging activities are a prime threat ability did not change significantly over the sampling period to northern cassowary populations (Pangau-Adam et al., as would have been the case if a substantial portion of the Oryx, 2017, 51(2), 354–360 © 2015 Fauna & Flora International doi:10.1017/S0030605315001039 Downloaded from https://www.cambridge.org/core. IP address: 46.4.80.155, on 30 Oct 2021 at 05:01:11, subject to the Cambridge Core terms of use, available at https://www.cambridge.org/core/terms. https://doi.org/10.1017/S0030605315001039
Human impacts on endemic cassowaries 359 population migrated into or out of the study areas during B R O D I E , J.F., G I O R D A N O , A.J., Z I P K I N , E.F., B E R N A R D , H., this period. M O H D -A Z L A N , J. & A M B U , L. () Correlation and persistence of hunting and logging impacts on tropical rainforest mammals. Cassowaries are functionally important as dispersers of Conservation Biology, , –. plant seeds (Mack, ; Wright, ; Bradford & B R O D I E , J.F., M U N T I F E R I N G , J., H E A R N , M., L O U T I T , B., L O U T I T , R., Westcott, , ). Their loss through overexploitation B R E L L , B. et al. () Population recovery of black rhinoceros in could therefore have important consequences for forest re- north-west Namibia following poaching. Animal Conservation, , generation (McConkey et al., ) and ecosystem function- –. C A M P B E L L , H.A., D W Y E R , R.G., F I T Z G I B B O N S , S., K L E I N , C.J., ing (Brodie & Gibbs, ). 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