Cristina Banks-Leite’s research while affiliated with Imperial College London and other places

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Publications (95)


Reply to Araújo: Good science requires focus
  • Article
  • Full-text available

December 2024

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119 Reads

Proceedings of the National Academy of Sciences

Sarab S Sethi

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Avery Bick

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Ming-Yuan Chen

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[...]

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Cristina Banks-Leite
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FIGURE 1 (a) Spatial range of the Brazilian Atlantic Forest (gray in inset) and distribution of sampling sites across the study region (shaded area, original extent of the Brazilian Atlantic Forest; green, forest cover in 2019 [obtained from Project MapBiomas 7.0]; red diamond, <30% habitat amount; orange square, 30−60% habitat amount; purple circle, >60% habitat amount), (b) example of sampling site distribution from a single dataset (Boesing et al., 2018), and (c) local landscape (circular area, 4-km radius from coordinates of a sampling site) with forest remnants included in the calculation of habitat amount (black).
FIGURE 2 Mean (circles) within landscape Raup−Crick β diversity estimates and 95% CIs (bars) based on the (a) occurrence (β RC-occur ) and (b) abundance (β RC-abund ) data on vertebrates, invertebrates, and plants across habitat amount classes (red, <30% habitat amount; orange, 30−60% habitat amount; purple, >60% habitat amount; dashed lines, thresholds of |β RC | = 0.95 reflecting significant differences between observed values and values expected by a random distribution [null model]; differing letters, statistically significant differences in observed values among habitat amount classes).
FIGURE 3 Mean (circles) within landscape Raup−Crick β diversity estimates and 95% CIs (bars) based on the occurrence (β RC-occur ) and abundance (β RC-abund ) data for (a, b) vertebrates, (c, d) invertebrates, and (e, f) plants across habitat amount classes (red, <30% habitat amount; orange, 30−60% habitat amount; purple, >60% habitat amount; dashed horizontal lines, thresholds of |β RC | = 0.95 reflecting significant differences between observed values and values expected by a random distribution [null model]; differing letters, statistically significant differences in observed values among habitat amount classes).
Effects of deforestation on multitaxa community similarity in the Brazilian Atlantic Forest

November 2024

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632 Reads

Conservation Biology

Habitat loss can lead to biotic homogenization (decrease in β diversity) or differentiation (increase in β diversity) of biological communities. However, it is unclear which of these ecological processes predominates in human-modified landscapes. We used data on vertebrates, invertebrates, and plants to quantify β diversity based on species occurrence and abundance among communities in 1367 landscapes with varying amounts of habitat (<30%, 30−60%, or >60% of forest cover) throughout the Brazilian Atlantic Forest. Decreases in habitat amount below 30% led to increased compositional similarity of vertebrate and invertebrate communities, which may indicate a process of biotic homogenization throughout the Brazilian Atlantic Forest. No pattern was detected in plant communities. We found that habitat loss was associated with a deterministic increase in faunal community similarity, which is consistent with a selected subset of species being capable of thriving in human-modified landscapes. The lack of pattern found in plants was consistent with known variation between taxa in community responses to habitat amount. Brazilian legislation requiring the preservation of 20% of Atlantic Forest native Conservation Biology. 2024;e14419. vegetation may be insufficient to prevent the biotic homogenization of faunal communities. Our results highlight the importance of preserving large amounts of habitat, providing source areas for the recolonization of deforested landscapes, and avoiding large-scale impacts of homogenization of the Brazilian Atlantic Forest.


(a) Spatial range of the Brazilian Atlantic Forest (gray in inset) and distribution of sampling sites across the study region (shaded area, original extent of the Brazilian Atlantic Forest; green, forest cover in 2019 [obtained from Project MapBiomas 7.0]; red diamond, <30% habitat amount; orange square, 30−60% habitat amount; purple circle, >60% habitat amount), (b) example of sampling site distribution from a single dataset (Boesing et al., 2018), and (c) local landscape (circular area, 4‐km radius from coordinates of a sampling site) with forest remnants included in the calculation of habitat amount (black).
Mean (circles) within landscape Raup−Crick β diversity estimates and 95% CIs (bars) based on the (a) occurrence (βRC‐occur) and (b) abundance (βRC‐abund) data on vertebrates, invertebrates, and plants across habitat amount classes (red, <30% habitat amount; orange, 30−60% habitat amount; purple, >60% habitat amount; dashed lines, thresholds of |βRC| = 0.95 reflecting significant differences between observed values and values expected by a random distribution [null model]; differing letters, statistically significant differences in observed values among habitat amount classes).
Mean (circles) within landscape Raup−Crick β diversity estimates and 95% CIs (bars) based on the occurrence (βRC‐occur) and abundance (βRC‐abund) data for (a, b) vertebrates, (c, d) invertebrates, and (e, f) plants across habitat amount classes (red, <30% habitat amount; orange, 30−60% habitat amount; purple, >60% habitat amount; dashed horizontal lines, thresholds of |βRC| = 0.95 reflecting significant differences between observed values and values expected by a random distribution [null model]; differing letters, statistically significant differences in observed values among habitat amount classes).
Effects of deforestation on multitaxa community similarity in the Brazilian Atlantic Forest

November 2024

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520 Reads

Habitat loss can lead to biotic homogenization (decrease in β diversity) or differentiation (increase in β diversity) of biological communities. However, it is unclear which of these ecological processes predominates in human‐modified landscapes. We used data on vertebrates, invertebrates, and plants to quantify β diversity based on species occurrence and abundance among communities in 1367 landscapes with varying amounts of habitat (<30%, 30−60%, or >60% of forest cover) throughout the Brazilian Atlantic Forest. Decreases in habitat amount below 30% led to increased compositional similarity of vertebrate and invertebrate communities, which may indicate a process of biotic homogenization throughout the Brazilian Atlantic Forest. No pattern was detected in plant communities. We found that habitat loss was associated with a deterministic increase in faunal community similarity, which is consistent with a selected subset of species being capable of thriving in human‐modified landscapes. The lack of pattern found in plants was consistent with known variation between taxa in community responses to habitat amount. Brazilian legislation requiring the preservation of 20% of Atlantic Forest native vegetation may be insufficient to prevent the biotic homogenization of faunal communities. Our results highlight the importance of preserving large amounts of habitat, providing source areas for the recolonization of deforested landscapes, and avoiding large‐scale impacts of homogenization of the Brazilian Atlantic Forest.


Fig. 1. Study overview. (A) We recorded 152,376 h of acoustic data from ecosystems. (B) BirdNET, a state-of-the-art convolutional neural network model, was used to detect and classify bird vocalizations. (C) Experts manually labeled a subset of the detections for each species in each dataset. (D) We used filtered detections to derive reliable avian biodiversity insight across spatial and temporal scales. (E) Approximate sampling locations across Norway, Taiwan, the Osa Peninsula in Costa Rica, and State of Pará in Brazil. Species depicted are Goldcrest (Norway), Red-flanked Bluetail (Taiwan), Scarletrumped Tanager (Costa Rica), and White-throated Toucan (Brazil).
Fig. 2. BirdNET was highly precise for many species across diverse datasets. An expert manually labeled 50 BirdNET detections of each species in each dataset to calibrate classification thresholds and measure precision (T p / [T p +F p ], where T p and F p are true and false positives, respectively). We found 43/57 species in Norway, 33/51 in Taiwan, 19/19 in Costa Rica, and 14/16 in Brazil were detected with over 90% precision. Calibrated thresholds and model performance varied across species and datasets, suggesting that expert validation must be repeated for new deployments. Asterisks denote species with low numbers of detections (once optimal BirdNET thresholds were applied).
Large-scale avian vocalization detection delivers reliable global biodiversity insights

August 2024

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195 Reads

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12 Citations

Proceedings of the National Academy of Sciences

Tracking biodiversity and its dynamics at scale is essential if we are to solve global environmental challenges. Detecting animal vocalizations in passively recorded audio data offers an automatable, inexpensive, and taxonomically broad way to monitor biodiversity. However, the labor and expertise required to label new data and fine-tune algorithms for each deployment is a major barrier. In this study, we applied a pretrained bird vocalization detection model, BirdNET, to 152,376 h of audio comprising datasets from Norway, Taiwan, Costa Rica, and Brazil. We manually listened to a subset of detections for each species in each dataset, calibrated classification thresholds, and found precisions of over 90% for 109 of 136 species. While some species were reliably detected across multiple datasets, the performance of others was dataset specific. By filtering out unreliable detections, we could extract species and community-level insight into diel (Brazil) and seasonal (Taiwan) temporal scales, as well as landscape (Costa Rica) and national (Norway) spatial scales. Our findings demonstrate that, with relatively fast but essential local calibration, a single vocalization detection model can deliver multifaceted community and species-level insight across highly diverse datasets; unlocking the scale at which acoustic monitoring can deliver immediate applied impact.


Thresholds for adding degraded tropical forest to the conservation estate

July 2024

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1,123 Reads

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11 Citations

Nature

Logged and disturbed forests are often viewed as degraded and depauperate environments compared with primary forest. However, they are dynamic ecosystems¹ that provide refugia for large amounts of biodiversity2,3, so we cannot afford to underestimate their conservation value⁴. Here we present empirically defined thresholds for categorizing the conservation value of logged forests, using one of the most comprehensive assessments of taxon responses to habitat degradation in any tropical forest environment. We analysed the impact of logging intensity on the individual occurrence patterns of 1,681 taxa belonging to 86 taxonomic orders and 126 functional groups in Sabah, Malaysia. Our results demonstrate the existence of two conservation-relevant thresholds. First, lightly logged forests (<29% biomass removal) retain high conservation value and a largely intact functional composition, and are therefore likely to recover their pre-logging values if allowed to undergo natural regeneration. Second, the most extreme impacts occur in heavily degraded forests with more than two-thirds (>68%) of their biomass removed, and these are likely to require more expensive measures to recover their biodiversity value. Overall, our data confirm that primary forests are irreplaceable⁵, but they also reinforce the message that logged forests retain considerable conservation value that should not be overlooked.


Three shared principles for area‐based biodiversity conservation. (1) To protect Earth's biodiversity, we must protect and restore native habitat in all ecoregions. For illustration purposes, we show Earth's 14 biomes (Olson et al., 2001), each of which encompasses multiple ecoregions. (2) Protecting as much native habitat as possible is our best way to safeguard biodiversity, and requires protecting both smaller and larger patches. For instance, while in some tropical ecoregions forest may exist in large, continuous patches, other ecoregions have been reduced to highly fragmented habitat. Green circles represent habitat patches separated by anthropogenic land use in two adjacent ecoregions (lime and blue background); black outlines represent habitat patches under protection; the fading, green area on the bottom‐left corner of the inset represents a large expanse of wilderness. (3) Habitat patches must be functionally connected. Habitat connectivity can increase with stepping stone habitat (a), corridors (b), or by reducing distances between patches (i.e. increasing patch density in the landscape) (c).
Principles for area‐based biodiversity conservation

June 2024

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1,476 Reads

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16 Citations

Ecology Letters

Recent international agreements have strengthened and expanded commitments to protect and restore native habitats for biodiversity protection (“area‐based biodiversity conservation”). Nevertheless, biodiversity conservation is hindered because how such commitments should be implemented has been strongly debated, which can lead to suboptimal habitat protection decisions. We argue that, despite the debates, there are three essential principles for area‐based biodiversity conservation. These principles are related to habitat geographic coverage, amount, and connectivity. They emerge from evidence that, while large areas of nature are important and must be protected, conservation or restoration of multiple small habitat patches is also critical for global conservation, particularly in regions with high land use. We contend that the many area‐based conservation initiatives expected in the coming decades should follow the principles we identify, regardless of ongoing debates. Considering the importance of biodiversity for maintenance of ecosystem services, we suggest that this would bring widespread societal benefits.


A global latitudinal gradient in the proportion of terrestrial vertebrate forest species

May 2024

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254 Reads

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1 Citation

Aim Global patterns in species distributions such as the latitudinal biodiversity gradient are of great interest to ecologists and have been thoroughly studied. Whether such a gradient holds true for the proportion of species associated with key ecotypes such as forests is however unknown. Identifying a gradient and ascertaining the factors causing it could further our understanding of community sensitivity to deforestation and uncover drivers of habitat specialization. The null hypothesis is that proportions of forest species remain globally consistent, though we hypothesize that proportions will change with differences in ecotype amount, spatial structure, and environmental stability. Here we study whether the proportion of forest species follows a latitudinal gradient, and test hypotheses for why this may occur. Location Worldwide. Time period Present. Major taxa studied Terrestrial vertebrates. Methods We combined range maps and habitat use data for all terrestrial vertebrates to calculate the proportion of forest species in an area. We then used data on the global distribution of current, recent historical, and long‐term historical forest cover, as well as maps of global disturbances and plant diversity to test our hypotheses using generalized linear models. Results We identified a latitudinal gradient in the proportion of forest species whereby the highest proportions occurred at the equator and decreased polewards. We additionally found that the proportion of forest species increased with current forest cover, historical deforestation, plant structural complexity, and habitat stability. Despite the inclusion of these variables, the strong latitudinal gradient remained, suggesting additional causes of the gradient. Main conclusions Our findings suggest that the global distribution of the proportion of forest species is a result of recent ecological, as well as long‐term evolutionary factors. Interestingly, high proportions of forest species were found in areas that experienced historical deforestation, suggesting a lagged response to such perturbations and potential extinction debt.


Testing and optimizing metabarcoding of iDNA from dung beetles to sample mammals in the hyperdiverse Neotropics

April 2024

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184 Reads

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2 Citations

Over the past few years, insects have been used as samplers of vertebrate diversity by assessing the ingested‐derived DNA (iDNA), and dung beetles have been shown to be a good mammal sampler given their broad feeding preference, wide distribution and easy sampling. Here, we tested and optimized the use of iDNA from dung beetles to assess the mammal community by evaluating if some biological and methodological aspects affect the use of dung beetles as mammal species samplers. We collected 403 dung beetles from 60 pitfall traps. iDNA from each dung beetle was sequenced by metabarcoding using two mini‐barcodes (12SrRNA and 16SrRNA). We assessed whether dung beetles with different traits related to feeding, nesting and body size differed in the number of mammal species found in their iDNA. We also tested differences among four killing solutions in preserving the iDNA and compared the effectiveness of each mini barcode to recover mammals. We identified a total of 50 mammal OTUs (operational taxonomic unit), including terrestrial and arboreal species from 10 different orders. We found that at least one mammal‐matching sequence was obtained from 70% of the dung beetle specimens. The number of mammal OTUs obtained did not vary with dung beetle traits as well as between the killing solutions. The 16SrRNA mini‐barcode recovered a higher number of mammal OTUs than 12SrRNA, although both sets were partly non‐overlapping. Thus, the complete mammal diversity may not be achieved by using only one of them. This study refines the methodology for routine assessment of tropical mammal communities via dung beetle ‘samplers’ and its universal applicability independently of the species traits of local beetle communities.


Shared principles for area-based biodiversity conservation

April 2024

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163 Reads

Recent international agreements have strengthened and expanded commitments to protect and restore native habitats. Nevertheless, biodiversity conservation is hindered because how such commitments should be implemented has been strongly debated. By bringing together researchers on both sides of the habitat fragmentation debate, we identify three incontrovertible principles for area-based biodiversity conservation. Such principles are related to habitat geographic coverage, amount, and connectivity. They emerge from our fundamental agreement that, while large areas of nature are important and must be protected, conservation or restoration of multiple small habitat patches is also critical for global conservation, particularly in regions with high land use. We contend that the many area-based conservation initiatives expected in the coming decades should follow the principles we propose. Considering the importance of biodiversity for maintenance of ecosystem services, we suggest that this would bring unequivocal societal benefits.


The effects of edge influence on the microhabitat, diversity and life-history traits of amphibians in western Ecuador

March 2024

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96 Reads

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2 Citations

Journal of Tropical Ecology

Edge effects change biodiversity patterns and ecological processes, particularly in tropical forests. To understand the synergistic impact of multiple edges, this study examines how edge influence (EI) is associated with life-history traits (snout-vent length and body temperature), diversity and microhabitat of amphibians as well as habitat characteristics in a tropical forest in Ecuador. We used EI, a metric that calculates cumulative effects across all nearby edges, in combination with five environmental variables that are part of the amphibians' microhabitat (temperature, humidity, slope, canopy cover and leaf litter depth) to understand how their biodiversity patterns are impacted. Our results show that most amphibian species tend to be habitat specialists, and many had an affinity for forest edges and warmer habitats. We do not find significant correlations between EI and amphibian life-history traits and diversity. Our findings corroborate previous results that many amphibian species tend to be positively associated with habitat fragmentation and show that this association is likely driven by thermal regulation.


Citations (63)


... To produce discrete predictions, classifier outputs are thresholded in practice. Calibrating thresholds to local data conditions has been identified to be crucial, if automatic recognition is to produce reliable biodiversity observations 58,59 . In this work we do not attempt to address this calibration issue, but the issue is nonetheless evident in the fact that our results on generalisation to novel soundscapes have relatively low mAP (evaluated on thresholded detections) even when they have strong AUC scores. ...

Reference:

Impact of transfer learning methods and dataset characteristics on generalization in birdsong classification
Large-scale avian vocalization detection delivers reliable global biodiversity insights

Proceedings of the National Academy of Sciences

... pnas.org from logging is too low to have zero impact on biodiversity, recent work in Southeast Asia suggests low intensity logging (<29% biomass removal) is associated with largely intact functional composition ( 32 ). Given logged structurally degraded forests under high human pressures can still harbor considerable biodiversity and maintain ecosystem functioning ( 33 -35 ), it would be worth restoring logged forests of lower integrity wherever feasible as opposed to converting them into agricultural lands or monoculture plantations. ...

Thresholds for adding degraded tropical forest to the conservation estate

Nature

... The classification and identification of insects is fundamental for comprehending global biodiversity, given that this group represents an expressive percentage of the available biodiversity today (Chowdhury et al., 2023;Gaston, 1991;Hailay Gebremariam, 2024;Sankarganesh, 2017;Vaz et al., 2023;Wagner et al., 2021). A clear picture of the global biodiversity yields a better understanding of the ecological services that new species can potentially provide and enlightens conservation and management practices (Gamfeldt et al., 2008;Riva et al., 2024;Thrupp, 2004;Uchida et al., 2021;Upreti, 2023). Entomologists play a fundamental role in identifying taxa and understanding the evolutionary, ecological and functional relationships among these taxa (van Noort, 2024). ...

Principles for area‐based biodiversity conservation

Ecology Letters

... The digestive tract of dung (Gillett et al. 2016) and carrion beetles (Higdon et al. 2024) has also been used to detect mammals as they rely on vertebrate faeces and carrion for nutrition. Beetles have been collected passively using light interception traps (Gillett et al. 2016) and actively with baited pitfall traps (Saranholi et al. 2024). In comparison to blood-feeding leeches, which can retain DNA for months, dung beetles provide a shorter temporal window for species detection, with DNA rapidly degrading within 6 h post-feeding and being fully digested within 48 h (Drinkwater, Jucker, et al. 2021;Pedersen et al. 2024). ...

Testing and optimizing metabarcoding of iDNA from dung beetles to sample mammals in the hyperdiverse Neotropics
  • Citing Article
  • April 2024

... In particular, we detected that agroforests located in fragmented landscapes dominated by forest edges harbor functionally impoverished amphibian communities. In such landscapes, microclimatic changes resulting from edge effects can be more intense and act as an ecological filter (Isaacs and Urbina-Cardona 2011;Zabala-Forero and Urbina-Cardona 2021), selecting only a few species with specific ecological traits capable of tolerating such disturbances (Álvarez-Grzybowska et al. 2020;Posse-Sarmiento and Banks-Leite 2024). Indeed, several studies have reported that increased forest edge density in the landscape can reduce the presence of amphibian species sensitive to forest fragmentation (Urbina-Cardona et al. 2006;Schneider-Maunoury Landsc Ecol (2025) These species share similar ecological traits, such as large-bodied size, or a pond-breeding mode, which favor their occurrence in fragmented landscapes Hernández-Ordóñez et al. 2019;Ríos-Orjuela et al. 2024). ...

The effects of edge influence on the microhabitat, diversity and life-history traits of amphibians in western Ecuador

Journal of Tropical Ecology

... We summarized taxon responses from 8,130 combinations of surveys and taxa. We compiled biodiversity data from 55 published data sources (Supplementary Table 1), from which we extracted presence-absence data following the methods of ref. 123. Previous analyses of multi-taxa biodiversity data have demonstrated that comparisons of presence-absence data among taxa are more robust than analyses of abundance data 23,124 . ...

Variable responses of individual species to tropical forest degradation

... By necessity, a large focus has been placed on detection as the first step in any analysis pipeline [6]; this corresponds to identifying the presence of animals in soundscapes, often passively acquired by sensors placed in fixed positions and recording continuously. Moreover, this is linked to a key promise of bioacoustics: the automatic, continuous monitoring of biodiversity. ...

Propagating variational model uncertainty for bioacoustic call label smoothing

Patterns

... One of the most pervasive changes is the loss of large-seeded tree species, whose combined dependence on large-bodied seed dispersers and physiological requirements for germination make them especially vulnerable to both local and landscape-scale disturbances 24,26,45 . Although the association between seed size and wood density is weak at the species level, it can be strongly expressed at the community level due to the dominance of certain small-seeded and low-wood density species dispersed by the many disturbance-adapted and highly mobile bats and birds that proliferate in human-modified landscapes 24,26,46 . ...

Constraints on avian seed dispersal reduce potential for resilience in degraded tropical forests

... Many birds are highly vocal and their dynamics and distributions extend over scales and resolutions that are not easily captured by traditional surveys. Furthermore, due to large existing vocalization libraries, off-the-shelf bird vocalization detection ML models cover thousands of species and are increasingly reliable 9,14 . Improved monitoring of avian phenology could help us understand how stressors such as noise pollution 15 , habitat loss 16 , and climate change (e.g., "spring mismatch" 3,17 ) impact avian migration routes, behaviors, and breeding outcomes at relevant scales, leading to improved design and implementation of conservation and policy actions. ...

Automatic vocalisation detection delivers reliable, multi-faceted, and global avian biodiversity monitoring

... Similarly, only targeting protection of habitat in regions with low habitat loss will not safeguard biodiversity in many human-dominated regions . Halting and reversing declines in biodiversity and other environmental outcomes will require management of every biome and ecoregion on Earth, including those containing highly fragmented habitat (Kremen & Merenlender, 2018;Garibaldi et al., 2020;Riva et al., 2023). When the goal is understanding the effects of habitat fragmentation per se, we suggest using simple fragmentation metrics (e.g. ...

Unequivocal principles for area-based biodiversity conservation