MCMargaret C. Crofoot

Margaret C. Crofoot

*This is an algorithmically generated author record based on publicly available information.

Current Organizations / Institutes

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Previous Organizations / Institutes

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Margaret C. Crofoot has a total of 348 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    Tree Species Classification in a Madagascar Tropical Dry Forest Using Multi-Temporal UAV Multispectral Imagery and Machine Learning

    by Pierrot Ramanamandimby, Tracy Montgomery, Kate Tiedeman, Chase Núñez, Andreas Schuerkmann, Zea Walton, Damien Caillaud, Meredith C. Lutz, M. Teague O’Mara, Harifidy Rakoto Ratsimba, et al.

    Accurate tree species mapping in tropical dry forests remains challenging because strong seasonal phenological variation and spectral overlap can limit discrimination from single-date imagery. This study evaluated the integration of wet- and dry-season unoccupied aerial vehicle (UAV) multispectral imagery, vegetation indices, Gray-Level Co-occurrence Matrix (GLCM) texture metrics, and digital surface model (DSM)-derived information for individual-tree classification in Kirindy Mitea National Park, Madagascar. UAV imagery at 11.3 cm ground sampling distance was linked to manually delineated crowns of 231 field-identified trees representing six canopy species. After missing-data filtering, 230 trees were retained and stratified into training (n = 186) and independent (n = 44) test datasets. Predictor selection was conducted exclusively on the training set: 68 candidate crown-level predictors were screened using Kruskal–Wallis tests with Benjamini–Hochberg false-discovery-rate correction, followed by Spearman correlation filtering (ρ ≥0.80), yielding 34 predictors. Random Forest (RF) and radial Support Vector Machine (SVM) classifiers were tuned using the same repeated five-fold cross-validation framework (five repetitions), without synthetic oversampling. On the independent test set, RF achieved an overall accuracy of 65.9% (95% CI: 50.1–79.5%), Cohen’s kappa of 0.45, balanced accuracy of 0.65, Macro-F1 of 0.40, and MCC of 0.46. SVM achieved an overall accuracy of 59.1% (95% CI: 43.3–73.7%), kappa of 0.33, balanced accuracy of 0.64, Macro-F1 of 0.38, and MCC of 0.36. The paired difference in overall correctness was not significant (McNemar p = 0.606). RF permutation importance identified wet-season CTVI median, dry-season NDWI median, wet-season NIR contrast median, and wet-season KNDVI intra-crown variability among the highest-ranking predictors. These results show that multi-season spectral, textural, and DSM-derived information provides complementary information for tree-species discrimination, while class-specific performance and uncertainty indicate that broader validation and larger samples are required before operational transfer to other sites.

  • Open Access

    The vocal repertoire of white-nosed coatis: structural features, temporal dynamics, and social variations

    by Emily M. Grout, Christine C. Hass, Pranav Minasandra, Mara Thomas, Alison M. Ashbury, Josué Ortega, Margaret C. Crofoot, Ben T. Hirsch, Ariana Strandburg-Peshkin

    Communication is fundamental to sociality and can shape interactions that are critical for individual fitness. Vocal communication is particularly important for many group-living animals, as it all...


  • Open Access

    Kinship, acoustic signaling, and socio-spatial structure shape shared decisions and social influence in white-nosed coatis

    by Jack C. Winans, Emily M. Grout, Josué Ortega, Matthew J. Quin, Margaret C. Crofoot, Ben T. Hirsch, Ariana Strandburg-Peshkin

    When individual preferences for collective outcomes diverge, cohesive animal groups often coalesce on the majority opinion. However, majority-based decision rules may be counterbalanced by other factors, particularly in heterogeneous groups with differentiated social relationships, and these factors could produce inequality in social influence. We used multi-sensor tracking collars to collect detailed and simultaneous data on the movements and vocalizations of almost all members of three wild white-nosed coati ( Nasua narica ) groups, and analyzed 2,401 individual decisions between conflicting travel directions that were indicated by acoustically signaling groupmates. Decision-making was shared: individuals favored directions that had majority support, and we found evidence that they used acoustic signals and movement cues to infer majority support. Individuals were also more likely to choose directions favored by closer kin and by groupmates in more frontward spatial positions. Although decisions were shared, influence was not equally distributed across individuals. Individuals who consistently formed majorities or occupied frontward spatial positions had higher influence over travel direction. By explicitly linking decisions by individual followers to emergent patterns of influence among potential leaders, our results suggest that influence is a complex product of higher-order interactions that are likely dependent on group demography and socio-spatial structure.


  • Open Access

    Development and social dynamics of stone tool use in wild white-faced capuchin monkeys

    by Zoë Goldsborough, Meredith K.W. Carlson, Leonie S. Reetz, Evelyn Del Rosario-Vargas, Margaret C. Crofoot, Brendan J. Barrett

  • Wild Tibetan macaques employ a social sleep strategy to balance sleep needs and ecological pressures

    by Pei-Pei Yang, Pritish Chakravarty, Wen-Bo Li, Zi-Tan Song, Xi Wang, Margaret C. Crofoot, Jin-Hua Li

  • Open Access

    Maternal ranging strategies facilitate offspring social play at energetic cost in the most solitary ape

    by Odd T Jacobson, Alison M. Ashbury, Brendan James Barrett, Margaret C. Crofoot, Paulina Kukofka, Julia Andrea Kunz, Sri Suci Utami Atmoko, Caroline Schuppli, Erin R Vogel, Carel P van Schaik, et al.

    In most vertebrates, social play among peers is considered essential for behavioral development. Yet in solitary species bearing single offspring, opportunities for social play are inherently scarce. Whether mothers of such species actively facilitate play opportunities for their offspring, and at what cost, remains unknown. We used 15 years of behavioral and movement data (~30,000 observation hours) from 31 wild Bornean orangutan (Pongo pygmaeus wurmbii) mother-offspring pairs to test whether mothers adjust ranging behavior to increase their offspring's access to play with neighboring peers. Neighboring mothers with similarly aged offspring showed disproportionately high annual overlap in space use, independent of their relatedness or fruit availability. They intensified use of shared areas within existing range boundaries rather than shifting or expanding their ranges, indicating a fine-scaled ranging strategy. Mothers also incurred energetic costs; on days their offspring played with peers, mothers traveled farther and spent less time feeding. Travel distances were also elevated on the days before and after play, with mothers orienting movement toward play partners' core areas before play and back toward their own core areas after play. This suggests these encounters are planned and actively pursued over multiple days rather than arising by chance. These findings reveal that orangutan mothers incorporate their infants' social needs into daily ranging decisions, at a cost to their own energy budgets. This points toward an underappreciated form of maternal investment and illustrates how the social requirements of development can be met even near the solitary extreme of animal social organization.


  • Open Access

    The vocal repertoire of white-nosed coatis: structural features, temporal dynamics, and social variations

    by Emily M Grout, Christine C Hass, Pranav Minasandra, Mara Thomas, Alison M Ashbury, Josue Ortega, Margaret C Crofoot, Ben T Hirsch, Ariana Strandburg-Peshkin

    For many group living species, vocal signals are a vital form of communication needed to coordinate social behaviours. Investigating these processes first requires a detailed description of the species' vocal repertoire. White-nosed coatis (Nasua narica), which forage and move together in forest habitats, are thought to rely on vocalisations to coordinate movements and maintain group cohesion. However, quantitative studies of their vocal repertoire are lacking. We examined the vocal repertoire of white-nosed coatis from wild populations in Panama and Arizona, USA, to gain a more comprehensive view of their calling behaviours. By combining traditional acoustic analyses with an unsupervised approach based on spectrogram structure, we characterised the diversity of calls in this species and described the temporal and structural features of their vocalisations. We identified 19 call types, with some of these calls emitted in multi-syllable call sequences or in fast succession. We found variability in call rates among group members, which may be driven by differences in social status within the group. In addition, our results indicate that white-nosed coatis likely have individually-recognisable vocalisations. This study provides a foundational description of the white-nosed coati vocal repertoire, laying the groundwork for future research on vocal communication in this species.

  • Open Access

    Vocal coordination and conflict avoidance shape fission-fusion dynamics in white-nosed coatis

    by Emily M. Grout, Odd T. Jacobson, Jack C. Winans, Gabriella E. C. Gall, Josue Ortega, Julian C. Schaefer-Zimmermann, Margaret C. Crofoot, Ben T. Hirsch, Ariana Strandburg-Peshkin

    Many social animals exhibit fission-fusion dynamics, where group members split into subgroups and come back together. Studying these dynamics can reveal how individuals weigh the costs and benefits of sociality. Most studies infer the drivers of fission-fusion dynamics by examining subgroup association patterns, yet different underlying processes can produce similar patterns. Here we take a fundamentally different approach by focusing on subgrouping events themselves, where decision-making plays out in real time. Using multi-sensor tracking collars, we collected simultaneous movement and vocalisation data from all group members within two wild white-nosed coati groups. We developed analytical tools to extract and characterise fission and fusion events, thus establishing a framework for quantifying the spatiotemporal dynamics of these events and the use of vocalisations before, during, and after them. We found that fissions typically occurred when groups were initially stationary, indicating that splitting does not result from loss of coordination while moving. Subgrouping was associated with reduced aggression, yet aggressive vocalisations did not precede splits, supporting the hypothesis that subgrouping is a pre-emptive mechanism to manage within-group conflict. Contact calls in moving subgroups increased before fissions and fusions, indicating that vocal communication is key to the coordination of these collective movement decisions.


  • Open Access

    Environmental fluctuations alter the competitive trade-offs of group size in a social primate

    by Odd T. Jacobson, Margaret C. Crofoot, Genevieve E. Finerty, Susan E. Perry, Brendan J. Barrett

    Larger animal groups are widely understood to require more space and expend more energy to mitigate the foraging costs of within-group competition. Yet between-group interactions and shifting resource distributions can obscure links between group size and behaviour, making responses to demographic change difficult to predict. Here, using 33 years of observational data from 12 neighbouring white-faced capuchin ( Cebus imitator ) groups in Costa Rica, combined with remotely sensed environmental data, we show that within- and between-group competition jointly shape space use, with their relative importance shifting with seasonal and interannual climate cycles. Larger groups compensated for reduced per capita foraging efficiency by expanding into less-exploited areas over longer timescales rather than increasing daily travel. Notably, this expansion disproportionately encroached on smaller neighbouring groups. In the dry season, resource confinement to riparian zones increased intergroup encounters and reduced overlap, with larger groups occupying the highest-quality areas. Climatic extremes linked to El Niño and La Niña exacerbated within-group foraging costs for large groups, whereas intermediate anomalies relaxed these constraints and amplified the benefits of between-group competitive ability. Our findings show that environmental variation shifts the trade-offs of within- and between-group competition, shaping how group-living animals adjust to changing social and ecological conditions.


  • Open Access

    Beyond the Serengeti lion: addressing ecological and systemic biases in behavioural research through horizontal comparison

    by Stotra Chakrabarti, Genevieve E. Finerty, Natalia Borrego, Venkata Naga Sai Niharika Marella, Joseph K. Bump, Margaret C. Crofoot