Larissa S. M. Sugai, Ph.D.
The overall goal of my research is to understand the multi-level nature of biodiversity changes in space and time through the lens (or earphones) of acoustics communication. Integrating frameworks of phylogenetic, acoustic, and trait-based ecology, my research is aimed at addressing the multivariate nature of the acoustic dimension and its underlying drivers.
As study model for my empirical research, I have mostly investigated tropical amphibian anurans, although the conceptual and analytical framework of my research is general and can be applied to diverse biological groups. I take advantage of innovative techniques in acoustic monitoring that have leveraged traditional ecological research to document and monitor biodiversity.
I have previously been a postdoctoral fellow at the Departamento de Ecología at the Universidad Autónoma de Madrid. I received degrees from Universidade Federal de Mato Grosso do Sul (B.S. and M.S.), and Universidade Estadual Paulista – UNESP (Ph.D.).
Year Hired: 2022
Contact Information
K. Lisa Yang Center for Conservation Bioacoustics
Cornell Lab of Ornithology, Room #158
159 Sapsucker Woods Road, Ithaca, NY 14850, USA
Email: lsugai@cornell.edu
Website: https://lsmsugai.github.io
Social Media: @sadjuri
Degree(s):
Ph.D., Universidade Estadual Paulista – UNESP
B.S. & M. S., Universidade Federal de Mato Grosso do Sul
Organizational affiliations and Memberships:
Associate editor – Remote Sensing in Ecology and Conservation
Research collaborator – Instituto Nacional de Ciência e Tecnologia de Ecologia, Evolução e Conservação da Biodiversidade (INCT-EECBio)
2394371
Sugai
1
harvard1
50
date
desc
year
Sugai
8164
https://www.birds.cornell.edu/ccb/wp-content/plugins/zotpress/
%7B%22status%22%3A%22success%22%2C%22updateneeded%22%3Afalse%2C%22instance%22%3Afalse%2C%22meta%22%3A%7B%22request_last%22%3A0%2C%22request_next%22%3A0%2C%22used_cache%22%3Atrue%7D%2C%22data%22%3A%5B%7B%22key%22%3A%22FIEYP6YI%22%2C%22library%22%3A%7B%22id%22%3A2394371%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Lourival%20et%20al.%22%2C%22parsedDate%22%3A%222025-02-03%22%2C%22numChildren%22%3A2%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%201.35%3B%20%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BLourival%2C%20R.F.F.%20%26lt%3Bi%26gt%3Bet%20al.%26lt%3B%5C%2Fi%26gt%3B%20%282025%29%20%26%23x2018%3BTen%20relevant%20questions%20for%20applying%20biodiversity%20offsetting%20in%20the%20Pantanal%20wetland%26%23x2019%3B%2C%20%26lt%3Bi%26gt%3BConservation%20Science%20and%20Practice%26lt%3B%5C%2Fi%26gt%3B%2C%20n%5C%2Fa%28n%5C%2Fa%29%2C%20p.%20e13274.%20Available%20at%3A%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1111%5C%2Fcsp2.13274%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1111%5C%2Fcsp2.13274%26lt%3B%5C%2Fa%26gt%3B.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Ten%20relevant%20questions%20for%20applying%20biodiversity%20offsetting%20in%20the%20Pantanal%20wetland%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Reinaldo%20Francisco%20Ferreira%22%2C%22lastName%22%3A%22Lourival%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Fabio%20de%20Oliveira%22%2C%22lastName%22%3A%22de%20Roque%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22F%5Cu00e1bio%20Padilha%22%2C%22lastName%22%3A%22Bolzan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ang%5Cu00e9lica%22%2C%22lastName%22%3A%22Guerra%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Alessandro%20Pacheco%22%2C%22lastName%22%3A%22Nunes%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ana%20Cristyna%20Reis%22%2C%22lastName%22%3A%22Lacerda%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Andr%5Cu00e9%20Valle%22%2C%22lastName%22%3A%22Nunes%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Amanda%22%2C%22lastName%22%3A%22Alves%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ant%5Cu00f4nio%20Concei%5Cu00e7%5Cu00e3o%20Paranhos%22%2C%22lastName%22%3A%22Filho%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Danilo%20Bandini%22%2C%22lastName%22%3A%22Ribeiro%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Donald%20P.%22%2C%22lastName%22%3A%22Eaton%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Eliz%5Cu00e2ngela%20Silva%22%2C%22lastName%22%3A%22Brito%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Erich%22%2C%22lastName%22%3A%22Fischer%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Francisco%20Valente%22%2C%22lastName%22%3A%22Neto%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Grasiela%22%2C%22lastName%22%3A%22Porfirio%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Gl%5Cu00e1ucia%20Helena%20Fernandes%22%2C%22lastName%22%3A%22Seixas%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jo%5Cu00e3o%20Onofre%20Pereira%22%2C%22lastName%22%3A%22Pinto%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jose%20Manuel%20Ochoa%22%2C%22lastName%22%3A%22Quintero%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jos%5Cu00e9%22%2C%22lastName%22%3A%22Sabino%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Larissa%20Sayuri%20Moreira%22%2C%22lastName%22%3A%22Sugai%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Leticia%20Couto%22%2C%22lastName%22%3A%22Garcia%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marcelo%20H.%22%2C%22lastName%22%3A%22Matsumoto%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Mariza%22%2C%22lastName%22%3A%22Silva%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Mauricio%22%2C%22lastName%22%3A%22Almeida-Gomes%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Mauricio%22%2C%22lastName%22%3A%22Stefanes%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Morena%22%2C%22lastName%22%3A%22Mills%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Olivier%22%2C%22lastName%22%3A%22Pays%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Pierre%20Cyril%22%2C%22lastName%22%3A%22Renaud%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Rafael%20Dias%22%2C%22lastName%22%3A%22Loyola%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Rafael%20Dettogni%22%2C%22lastName%22%3A%22Guariento%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Renato%22%2C%22lastName%22%3A%22Crouzeilles%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Rafael%20Morais%22%2C%22lastName%22%3A%22Chiaravalloti%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ronaldo%20Gonsalves%22%2C%22lastName%22%3A%22Morato%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sandra%20Aparecida%22%2C%22lastName%22%3A%22Santos%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Solange%22%2C%22lastName%22%3A%22Ikeda-Castrillon%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Thiago%22%2C%22lastName%22%3A%22Izzo%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Thiago%20Borges%20Fernandes%22%2C%22lastName%22%3A%22Semedo%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Walfrido%20Moraes%22%2C%22lastName%22%3A%22Tomas%22%7D%5D%2C%22abstractNote%22%3A%22In%20Brazil%2C%20biodiversity%20offsetting%20operates%20in%20an%20ad%20hoc%20manner%20while%20biodiversity%20equivalence%20has%20mainly%20been%20overlooked%20by%20public%20policies.%20Despite%20being%20mandatory%20since%201965s%20Forest%20Code%20%28Law%204.771%29%2C%20we%20fail%20to%20have%20a%20robust%20offsetting%20framework.%20The%20revision%20of%20the%20forest%20code%20in%202012%20%28i.e.%2C%20Native%20Vegetation%20Protection%20Law%5Cu2014NVPL%5Cu2014Law%20n%5Cu00b0%2012%2C651%5C%2F2012%29%2C%20maintained%20the%20obligation%20for%20landowners%20to%20set%20aside%20a%20biome-specific%20percentage%20of%20their%20native%20vegetation%20for%20preservation.%20Known%20as%20Legal%20Reserves%2C%20these%20set-asides%20are%20a%20precondition%20for%20compliance%20with%20NVPL%26%23039%3Bs%20regularization%20procedure%20called%20CAR%20%28Rural%20Environmental%20Cadaster%29.%20Despite%20enthusiasm%20about%20biodiversity%20offsetting%20opportunities%20following%20the%20NVPL%20enactment%20in%202012%2C%20uncertainties%20around%20its%20implementation%20remains.%20Here%2C%20we%20formulated%2010%20questions%20that%20discuss%20and%20illustrate%20how%20offsetting%20can%20be%20applied%20to%20maintain%20wetland%20integrity%2C%20economic%20fairness%20and%20biodiversity%20conservation%20in%20the%20Pantanal%20and%20Upper%20Paraguay%20River%20basin%20%28UPRB%29.%20The%20aim%20is%20to%20stimulate%20robust%20public%20policies%20and%20stimulate%20wetland%20offsetting%20research%20opportunities.%20We%20provided%20examples%20of%20implementation%20opportunities%20of%20the%20NVPL%20in%20integrating%20the%20floodplain%20and%20highland%20in%20Pantanal%20at%20UPRB%2C%20analyze%20spatial%20compliance%20deficits%2C%20and%20illustrate%20opportunities%20that%20require%20harmonized%20legislation%20and%20policies%20between%20Mato%20Grosso%20and%20Mato%20Grosso%20do%20Sul%20states%20in%20Brazil.%22%2C%22date%22%3A%222025-02-03%22%2C%22language%22%3A%22en%22%2C%22DOI%22%3A%2210.1111%5C%2Fcsp2.13274%22%2C%22ISSN%22%3A%222578-4854%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fonlinelibrary.wiley.com%5C%2Fdoi%5C%2Fabs%5C%2F10.1111%5C%2Fcsp2.13274%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222025-05-09T15%3A21%3A35Z%22%7D%7D%2C%7B%22key%22%3A%22A2H3V74H%22%2C%22library%22%3A%7B%22id%22%3A2394371%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Darras%20et%20al.%22%2C%22parsedDate%22%3A%222025%22%2C%22numChildren%22%3A2%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%201.35%3B%20%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BDarras%2C%20K.F.A.%20%26lt%3Bi%26gt%3Bet%20al.%26lt%3B%5C%2Fi%26gt%3B%20%282025%29%20%26%23x2018%3BWorldwide%20Soundscapes%3A%20A%20Synthesis%20of%20Passive%20Acoustic%20Monitoring%20Across%20Realms%26%23x2019%3B%2C%20%26lt%3Bi%26gt%3BGlobal%20Ecology%20and%20Biogeography%26lt%3B%5C%2Fi%26gt%3B%2C%2034%285%29%2C%20p.%20e70021.%20Available%20at%3A%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1111%5C%2Fgeb.70021%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1111%5C%2Fgeb.70021%26lt%3B%5C%2Fa%26gt%3B.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Worldwide%20Soundscapes%3A%20A%20Synthesis%20of%20Passive%20Acoustic%20Monitoring%20Across%20Realms%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Kevin%20F.%20A.%22%2C%22lastName%22%3A%22Darras%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Rodney%20A.%22%2C%22lastName%22%3A%22Rountree%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Steven%20L.%22%2C%22lastName%22%3A%22Van%20Wilgenburg%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Anna%20F.%22%2C%22lastName%22%3A%22Cord%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Frederik%22%2C%22lastName%22%3A%22Pitz%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Youfang%22%2C%22lastName%22%3A%22Chen%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Lijun%22%2C%22lastName%22%3A%22Dong%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Agn%5Cu00e8s%22%2C%22lastName%22%3A%22Rocquencourt%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Camille%22%2C%22lastName%22%3A%22Desjonqu%5Cu00e8res%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Patrick%20Mauritz%22%2C%22lastName%22%3A%22Diaz%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Tzu-Hao%22%2C%22lastName%22%3A%22Lin%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Th%5Cu00e9ophile%22%2C%22lastName%22%3A%22Turco%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Louise%22%2C%22lastName%22%3A%22Emmerson%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Tom%22%2C%22lastName%22%3A%22Bradfer-Lawrence%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Amandine%22%2C%22lastName%22%3A%22Gasc%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sarah%22%2C%22lastName%22%3A%22Marley%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marcus%22%2C%22lastName%22%3A%22Salton%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Laura%22%2C%22lastName%22%3A%22Schill%5Cu00e9%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Paul%20J.%22%2C%22lastName%22%3A%22Wensveen%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Shih-Hung%22%2C%22lastName%22%3A%22Wu%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Adriana%20C.%22%2C%22lastName%22%3A%22Acero-Murcia%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Orlando%22%2C%22lastName%22%3A%22Acevedo-Charry%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Maty%5Cu00e1%5Cu0161%22%2C%22lastName%22%3A%22Adam%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jacopo%22%2C%22lastName%22%3A%22Aguzzi%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Irmak%22%2C%22lastName%22%3A%22Akoglu%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M.%20Clara%20P.%22%2C%22lastName%22%3A%22Amorim%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Mina%22%2C%22lastName%22%3A%22Anders%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michel%22%2C%22lastName%22%3A%22Andr%5Cu00e9%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Alexandre%22%2C%22lastName%22%3A%22Antonelli%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Leandro%20Aparecido%22%2C%22lastName%22%3A%22Do%20Nascimento%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Giulliana%22%2C%22lastName%22%3A%22Appel%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Stephanie%22%2C%22lastName%22%3A%22Archer%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Christos%22%2C%22lastName%22%3A%22Astaras%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Andrey%22%2C%22lastName%22%3A%22Atemasov%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jamieson%22%2C%22lastName%22%3A%22Atkinson%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jo%5Cu00ebl%22%2C%22lastName%22%3A%22Attia%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Emanuel%22%2C%22lastName%22%3A%22Baltag%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Luc%22%2C%22lastName%22%3A%22Barbaro%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Fritjof%22%2C%22lastName%22%3A%22Basan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Carly%22%2C%22lastName%22%3A%22Batist%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Julio%20Ernesto%22%2C%22lastName%22%3A%22Baumgarten%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Just%20T.%22%2C%22lastName%22%3A%22Bayle%20Sempere%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Kristen%22%2C%22lastName%22%3A%22Bellisario%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Asaf%20Ben%22%2C%22lastName%22%3A%22David%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Oded%22%2C%22lastName%22%3A%22Berger-Tal%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Fr%5Cu00e9d%5Cu00e9ric%22%2C%22lastName%22%3A%22Bertucci%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Matthew%20G.%22%2C%22lastName%22%3A%22Betts%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Iqbal%20S.%22%2C%22lastName%22%3A%22Bhalla%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Thiago%22%2C%22lastName%22%3A%22Bicudo%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marta%22%2C%22lastName%22%3A%22Bolgan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sara%22%2C%22lastName%22%3A%22Bombaci%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Gerard%22%2C%22lastName%22%3A%22Bota%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Martin%22%2C%22lastName%22%3A%22Boullhesen%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Robert%20A.%22%2C%22lastName%22%3A%22Briers%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Susannah%22%2C%22lastName%22%3A%22Buchan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michal%22%2C%22lastName%22%3A%22Budka%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Katie%22%2C%22lastName%22%3A%22Burchard%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Giuseppa%22%2C%22lastName%22%3A%22Buscaino%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Alice%22%2C%22lastName%22%3A%22Calvente%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marconi%22%2C%22lastName%22%3A%22Campos-Cerqueira%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Maria%20Isabel%20Carvalho%22%2C%22lastName%22%3A%22Gon%5Cu00e7alves%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Maria%22%2C%22lastName%22%3A%22Ceraulo%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Maite%22%2C%22lastName%22%3A%22Cerezo-Araujo%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Gunnar%22%2C%22lastName%22%3A%22Cerw%5Cu00e9n%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Adams%20A.%22%2C%22lastName%22%3A%22Chaskda%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Maria%22%2C%22lastName%22%3A%22Chistopolova%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Christopher%20W.%22%2C%22lastName%22%3A%22Clark%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Kieran%20D.%22%2C%22lastName%22%3A%22Cox%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Benjamin%22%2C%22lastName%22%3A%22Cretois%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Chapin%22%2C%22lastName%22%3A%22Czarnecki%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Luis%20P.%22%2C%22lastName%22%3A%22da%20Silva%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Wigna%22%2C%22lastName%22%3A%22da%20Silva%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Laurence%20H.%22%2C%22lastName%22%3A%22De%20Clippele%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22David%22%2C%22lastName%22%3A%22de%20la%20Haye%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ana%20Silvia%22%2C%22lastName%22%3A%22de%20Oliveira%20Tissiani%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Devin%22%2C%22lastName%22%3A%22de%20Zwaan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M.%20Eugenia%22%2C%22lastName%22%3A%22Degano%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jessica%22%2C%22lastName%22%3A%22Deichmann%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Joaquin%22%2C%22lastName%22%3A%22del%20Rio%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Christian%22%2C%22lastName%22%3A%22Devenish%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ricardo%22%2C%22lastName%22%3A%22D%5Cu00edaz-Delgado%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Pedro%22%2C%22lastName%22%3A%22Diniz%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Dorgival%20Di%5Cu00f3genes%22%2C%22lastName%22%3A%22Oliveira-J%5Cu00fanior%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Thiago%22%2C%22lastName%22%3A%22Dorigo%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Saskia%22%2C%22lastName%22%3A%22Dr%5Cu00f6ge%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marina%22%2C%22lastName%22%3A%22Duarte%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Adam%22%2C%22lastName%22%3A%22Duarte%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Kerry%22%2C%22lastName%22%3A%22Dunleavy%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Robert%22%2C%22lastName%22%3A%22Dziak%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Simon%22%2C%22lastName%22%3A%22Elise%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Hiroto%22%2C%22lastName%22%3A%22Enari%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Haruka%20S.%22%2C%22lastName%22%3A%22Enari%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Florence%22%2C%22lastName%22%3A%22Erbs%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Britas%20Klemens%22%2C%22lastName%22%3A%22Eriksson%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22P%5Cu0131nar%22%2C%22lastName%22%3A%22Ert%5Cu00f6r-Akyazi%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nina%20C.%22%2C%22lastName%22%3A%22Ferrari%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Luane%22%2C%22lastName%22%3A%22Ferreira%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Abram%20B.%22%2C%22lastName%22%3A%22Fleishman%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Paulo%20J.%22%2C%22lastName%22%3A%22Fonseca%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22B%5Cu00e1rbara%22%2C%22lastName%22%3A%22Freitas%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nicholas%20R.%22%2C%22lastName%22%3A%22Friedman%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22J%5Cu00e9r%5Cu00e9my%20S.%20P.%22%2C%22lastName%22%3A%22Froidevaux%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Svetlana%22%2C%22lastName%22%3A%22Gogoleva%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Carolina%22%2C%22lastName%22%3A%22Gonzaga%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jos%5Cu00e9%20Miguel%20Gonz%5Cu00e1lez%22%2C%22lastName%22%3A%22Correa%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Eben%22%2C%22lastName%22%3A%22Goodale%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Benjamin%22%2C%22lastName%22%3A%22Gottesman%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ingo%22%2C%22lastName%22%3A%22Grass%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jack%22%2C%22lastName%22%3A%22Greenhalgh%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jocelyn%22%2C%22lastName%22%3A%22Gregoire%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Samuel%22%2C%22lastName%22%3A%22Hach%5Cu00e9%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jonas%22%2C%22lastName%22%3A%22Hagge%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22William%22%2C%22lastName%22%3A%22Halliday%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Antonia%22%2C%22lastName%22%3A%22Hammer%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Tara%22%2C%22lastName%22%3A%22Hanf-Dressler%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sylvain%22%2C%22lastName%22%3A%22Haupert%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Samara%22%2C%22lastName%22%3A%22Haver%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Becky%22%2C%22lastName%22%3A%22Heath%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Daniel%22%2C%22lastName%22%3A%22Hending%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jose%22%2C%22lastName%22%3A%22Hernandez-Blanco%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Dennis%22%2C%22lastName%22%3A%22Higgs%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Thomas%22%2C%22lastName%22%3A%22Hiller%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Joe%20Chun-Chia%22%2C%22lastName%22%3A%22Huang%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Katie%20Lois%22%2C%22lastName%22%3A%22Hutchinson%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Carole%22%2C%22lastName%22%3A%22Hyacinthe%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Christina%22%2C%22lastName%22%3A%22Ieronymidou%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Iniunam%20A.%22%2C%22lastName%22%3A%22Iniunam%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Janet%22%2C%22lastName%22%3A%22Jackson%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Alain%22%2C%22lastName%22%3A%22Jacot%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Olaf%22%2C%22lastName%22%3A%22Jahn%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Francis%22%2C%22lastName%22%3A%22Juanes%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22K.%20S.%20Jasper%22%2C%22lastName%22%3A%22Kanes%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ellen%22%2C%22lastName%22%3A%22Kenchington%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sebastian%22%2C%22lastName%22%3A%22Kepfer-Rojas%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Justin%22%2C%22lastName%22%3A%22Kitzes%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Tharaka%22%2C%22lastName%22%3A%22Kusuminda%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Yael%22%2C%22lastName%22%3A%22Lehnardt%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jialin%22%2C%22lastName%22%3A%22Lei%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Paula%22%2C%22lastName%22%3A%22Leitman%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jos%5Cu00e9%22%2C%22lastName%22%3A%22Le%5Cu00f3n%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Deng%22%2C%22lastName%22%3A%22Li%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Cicero%20Sim%5Cu00e3o%22%2C%22lastName%22%3A%22Lima-Santos%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Kyle%20John%22%2C%22lastName%22%3A%22Lloyd%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Audrey%22%2C%22lastName%22%3A%22Looby%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Adri%5Cu00e0%22%2C%22lastName%22%3A%22L%5Cu00f3pez-Baucells%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22David%22%2C%22lastName%22%3A%22L%5Cu00f3pez-Bosch%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Tristan%22%2C%22lastName%22%3A%22Louth-Robins%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Tatiana%22%2C%22lastName%22%3A%22Maeda%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Franck%22%2C%22lastName%22%3A%22Malige%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Christos%22%2C%22lastName%22%3A%22Mammides%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Gabriel%22%2C%22lastName%22%3A%22Marcacci%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Matthias%22%2C%22lastName%22%3A%22Markolf%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marinez%20Isaac%22%2C%22lastName%22%3A%22Marques%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Charles%20W.%22%2C%22lastName%22%3A%22Martin%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Dominic%20A.%22%2C%22lastName%22%3A%22Martin%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Kathy%22%2C%22lastName%22%3A%22Martin%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ellen%22%2C%22lastName%22%3A%22McArthur%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Matthew%22%2C%22lastName%22%3A%22McKown%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Logan%20J.%20T.%22%2C%22lastName%22%3A%22McLeod%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Vincent%22%2C%22lastName%22%3A%22M%5Cu00e9doc%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Oliver%22%2C%22lastName%22%3A%22Metcalf%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Christoph%20F.%20J.%22%2C%22lastName%22%3A%22Meyer%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Grzegorz%22%2C%22lastName%22%3A%22Mikusinski%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Brian%22%2C%22lastName%22%3A%22Miller%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jo%5Cu00e3o%22%2C%22lastName%22%3A%22Monteiro%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22T.%20Aran%22%2C%22lastName%22%3A%22Mooney%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22S%5Cu00e9rgio%22%2C%22lastName%22%3A%22Moreira%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Larissa%20Sayuri%20Moreira%22%2C%22lastName%22%3A%22Sugai%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Dave%22%2C%22lastName%22%3A%22Morris%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sandra%22%2C%22lastName%22%3A%22M%5Cu00fcller%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sebastian%22%2C%22lastName%22%3A%22Mu%5Cu00f1oz-Duque%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Kelsie%20A.%22%2C%22lastName%22%3A%22Murchy%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ivan%22%2C%22lastName%22%3A%22Nagelkerken%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Maria%22%2C%22lastName%22%3A%22Mas%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Rym%22%2C%22lastName%22%3A%22Nouioua%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Carolina%22%2C%22lastName%22%3A%22Ocampo-Ariza%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Julian%20D.%22%2C%22lastName%22%3A%22Olden%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Steffen%22%2C%22lastName%22%3A%22Oppel%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Anna%20N.%22%2C%22lastName%22%3A%22Osiecka%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Elena%22%2C%22lastName%22%3A%22Papale%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Miles%22%2C%22lastName%22%3A%22Parsons%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michael%22%2C%22lastName%22%3A%22Pashkevich%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Julie%22%2C%22lastName%22%3A%22Patris%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jo%5Cu00e3o%20Pedro%22%2C%22lastName%22%3A%22Marques%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Cristian%22%2C%22lastName%22%3A%22P%5Cu00e9rez-Granados%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Liliana%22%2C%22lastName%22%3A%22Piatti%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Mauro%22%2C%22lastName%22%3A%22Pichorim%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Matthew%20K.%22%2C%22lastName%22%3A%22Pine%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Thiago%22%2C%22lastName%22%3A%22Pinheiro%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jean-Nicolas%22%2C%22lastName%22%3A%22Pradervand%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22John%22%2C%22lastName%22%3A%22Quinn%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Bernardo%22%2C%22lastName%22%3A%22Quintella%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Craig%22%2C%22lastName%22%3A%22Radford%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Xavier%22%2C%22lastName%22%3A%22Raick%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ana%22%2C%22lastName%22%3A%22Rainho%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Emiliano%22%2C%22lastName%22%3A%22Ramalho%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Vijay%22%2C%22lastName%22%3A%22Ramesh%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sylvie%22%2C%22lastName%22%3A%22R%5Cu00e9taux%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Laura%20K.%22%2C%22lastName%22%3A%22Reynolds%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Klaus%22%2C%22lastName%22%3A%22Riede%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Talen%22%2C%22lastName%22%3A%22Rimmer%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Noelia%22%2C%22lastName%22%3A%22R%5Cu00edos%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ricardo%22%2C%22lastName%22%3A%22Rocha%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Luciana%22%2C%22lastName%22%3A%22Rocha%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Paul%22%2C%22lastName%22%3A%22Roe%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Samuel%20R.%20P.-J.%22%2C%22lastName%22%3A%22Ross%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Carolyn%20M.%22%2C%22lastName%22%3A%22Rosten%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22John%22%2C%22lastName%22%3A%22Ryan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Carlos%22%2C%22lastName%22%3A%22Salustio-Gomes%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Filipa%20I.%20P.%22%2C%22lastName%22%3A%22Samarra%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Philip%22%2C%22lastName%22%3A%22Samartzis%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jos%5Cu00e9%22%2C%22lastName%22%3A%22Santos%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Thomas%22%2C%22lastName%22%3A%22Sattler%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Kevin%22%2C%22lastName%22%3A%22Scharffenberg%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ren%5Cu00e9e%20P.%22%2C%22lastName%22%3A%22Schoeman%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Karl-Ludwig%22%2C%22lastName%22%3A%22Schuchmann%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Esther%22%2C%22lastName%22%3A%22Sebasti%5Cu00e1n-Gonz%5Cu00e1lez%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sebastian%22%2C%22lastName%22%3A%22Seibold%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sarab%22%2C%22lastName%22%3A%22Sethi%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Fannie%20W.%22%2C%22lastName%22%3A%22Shabangu%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Taylor%22%2C%22lastName%22%3A%22Shaw%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Xiaoli%22%2C%22lastName%22%3A%22Shen%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22David%22%2C%22lastName%22%3A%22Singer%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ana%22%2C%22lastName%22%3A%22%5Cu0160irovi%5Cu0107%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Matthew%22%2C%22lastName%22%3A%22Slater%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Brittnie%22%2C%22lastName%22%3A%22Spriel%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jenni%22%2C%22lastName%22%3A%22Stanley%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22J%5Cu00e9r%5Cu00f4me%22%2C%22lastName%22%3A%22Sueur%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Valeria%22%2C%22lastName%22%3A%22da%20Cunha%20Tavares%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Karolin%22%2C%22lastName%22%3A%22Thomisch%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Simon%22%2C%22lastName%22%3A%22Thorn%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jianfeng%22%2C%22lastName%22%3A%22Tong%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Laura%22%2C%22lastName%22%3A%22Torrent%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Juan%22%2C%22lastName%22%3A%22Traba%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Junior%20A.%22%2C%22lastName%22%3A%22Tremblay%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Leonardo%22%2C%22lastName%22%3A%22Trevelin%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sunny%22%2C%22lastName%22%3A%22Tseng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Mao-Ning%22%2C%22lastName%22%3A%22Tuanmu%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marisol%22%2C%22lastName%22%3A%22Valverde%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ben%22%2C%22lastName%22%3A%22Vernasco%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Manuel%22%2C%22lastName%22%3A%22Vieira%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Raiane%20Vital%22%2C%22lastName%22%3A%22da%20Paz%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Matthew%22%2C%22lastName%22%3A%22Ward%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Maryann%22%2C%22lastName%22%3A%22Watson%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Matthew%20J.%22%2C%22lastName%22%3A%22Weldy%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Julia%22%2C%22lastName%22%3A%22Wiel%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jacob%22%2C%22lastName%22%3A%22Willie%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Heather%22%2C%22lastName%22%3A%22Wood%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jinshan%22%2C%22lastName%22%3A%22Xu%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Wenyi%22%2C%22lastName%22%3A%22Zhou%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Songhai%22%2C%22lastName%22%3A%22Li%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Renata%22%2C%22lastName%22%3A%22Sousa-Lima%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Thomas%20Cherico%22%2C%22lastName%22%3A%22Wanger%22%7D%5D%2C%22abstractNote%22%3A%22Aim%20The%20urgency%20for%20remote%2C%20reliable%20and%20scalable%20biodiversity%20monitoring%20amidst%20mounting%20human%20pressures%20on%20ecosystems%20has%20sparked%20worldwide%20interest%20in%20Passive%20Acoustic%20Monitoring%20%28PAM%29%2C%20which%20can%20track%20life%20underwater%20and%20on%20land.%20However%2C%20we%20lack%20a%20unified%20methodology%20to%20report%20this%20sampling%20effort%20and%20a%20comprehensive%20overview%20of%20PAM%20coverage%20to%20gauge%20its%20potential%20as%20a%20global%20research%20and%20monitoring%20tool.%20To%20address%20this%20gap%2C%20we%20created%20the%20Worldwide%20Soundscapes%20project%2C%20a%20collaborative%20network%20and%20growing%20database%20comprising%20metadata%20from%20416%20datasets%20across%20all%20realms%20%28terrestrial%2C%20marine%2C%20freshwater%20and%20subterranean%29.%20Location%20Worldwide%2C%2012%2C343%20sites%2C%20all%20ecosystem%20types.%20Time%20Period%201991%20to%20present.%20Major%20Taxa%20Studied%20All%20soniferous%20taxa.%20Methods%20We%20synthesise%20sampling%20coverage%20across%20spatial%2C%20temporal%20and%20ecological%20scales%20using%20metadata%20describing%20sampling%20locations%2C%20deployment%20schedules%2C%20focal%20taxa%20and%20audio%20recording%20parameters.%20We%20explore%20global%20trends%20in%20biological%2C%20anthropogenic%20and%20geophysical%20sounds%20based%20on%20168%20selected%20recordings%20from%2012%20ecosystems%20across%20all%20realms.%20Results%20Terrestrial%20sampling%20is%20spatially%20denser%20%2846%20sites%20per%20million%20square%20kilometre%5Cu2014Mkm2%29%20than%20aquatic%20sampling%20%280.3%20and%201.8%20sites%5C%2FMkm2%20in%20oceans%20and%20fresh%20water%29%20with%20only%20two%20subterranean%20datasets.%20Although%20diel%20and%20lunar%20cycles%20are%20well%20sampled%20across%20realms%2C%20only%20marine%20datasets%20%2855%25%29%20comprehensively%20sample%20all%20seasons.%20Across%20the%2012%20ecosystems%20selected%20for%20exploring%20global%20acoustic%20trends%2C%20biological%20sounds%20showed%20contrasting%20diel%20patterns%20across%20ecosystems%2C%20declined%20with%20distance%20from%20the%20Equator%2C%20and%20were%20negatively%20correlated%20with%20anthropogenic%20sounds.%20Main%20Conclusions%20PAM%20can%20inform%20macroecological%20studies%20as%20well%20as%20global%20conservation%20and%20phenology%20syntheses%2C%20but%20representation%20can%20be%20improved%20by%20expanding%20terrestrial%20taxonomic%20scope%2C%20sampling%20coverage%20in%20the%20high%20seas%20and%20subterranean%20ecosystems%2C%20and%20spatio-temporal%20replication%20in%20freshwater%20habitats.%20Overall%2C%20this%20worldwide%20PAM%20network%20holds%20promise%20to%20support%20cross-realm%20biodiversity%20research%20and%20monitoring%20efforts.%22%2C%22date%22%3A%222025%22%2C%22language%22%3A%22en%22%2C%22DOI%22%3A%2210.1111%5C%2Fgeb.70021%22%2C%22ISSN%22%3A%221466-8238%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fonlinelibrary.wiley.com%5C%2Fdoi%5C%2Fabs%5C%2F10.1111%5C%2Fgeb.70021%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222025-05-09T21%3A13%3A35Z%22%7D%7D%2C%7B%22key%22%3A%226VK44GEU%22%2C%22library%22%3A%7B%22id%22%3A2394371%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Ca%5Cu00f1as%20et%20al.%22%2C%22parsedDate%22%3A%222023-11-06%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%201.35%3B%20%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BCa%26%23xF1%3Bas%2C%20J.S.%20%26lt%3Bi%26gt%3Bet%20al.%26lt%3B%5C%2Fi%26gt%3B%20%282023%29%20%26%23x2018%3BA%20dataset%20for%20benchmarking%20Neotropical%20anuran%20calls%20identification%20in%20passive%20acoustic%20monitoring%26%23x2019%3B%2C%20%26lt%3Bi%26gt%3BScientific%20Data%26lt%3B%5C%2Fi%26gt%3B%2C%2010%281%29%2C%20pp.%201%26%23x2013%3B12.%20Available%20at%3A%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1038%5C%2Fs41597-023-02666-2%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1038%5C%2Fs41597-023-02666-2%26lt%3B%5C%2Fa%26gt%3B.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22A%20dataset%20for%20benchmarking%20Neotropical%20anuran%20calls%20identification%20in%20passive%20acoustic%20monitoring%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Juan%20Sebasti%5Cu00e1n%22%2C%22lastName%22%3A%22Ca%5Cu00f1as%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Mar%5Cu00eda%20Paula%22%2C%22lastName%22%3A%22Toro-G%5Cu00f3mez%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Larissa%20Sayuri%20Moreira%22%2C%22lastName%22%3A%22Sugai%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Hern%5Cu00e1n%20Dar%5Cu00edo%22%2C%22lastName%22%3A%22Ben%5Cu00edtez%20Restrepo%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jorge%22%2C%22lastName%22%3A%22Rudas%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Breyner%22%2C%22lastName%22%3A%22Posso%20Bautista%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Lu%5Cu00eds%20Felipe%22%2C%22lastName%22%3A%22Toledo%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Simone%22%2C%22lastName%22%3A%22Dena%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Ad%5Cu00e3o%20Henrique%20Rosa%22%2C%22lastName%22%3A%22Domingos%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Franco%20Leandro%22%2C%22lastName%22%3A%22de%20Souza%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Selvino%22%2C%22lastName%22%3A%22Neckel-Oliveira%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Anderson%22%2C%22lastName%22%3A%22da%20Rosa%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22V%5Cu00edtor%22%2C%22lastName%22%3A%22Carvalho-Rocha%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jos%5Cu00e9%20Vin%5Cu00edcius%22%2C%22lastName%22%3A%22Bernardy%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jos%5Cu00e9%20Luiz%20Massao%20Moreira%22%2C%22lastName%22%3A%22Sugai%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Carolina%20Em%5Cu00edlia%22%2C%22lastName%22%3A%22dos%20Santos%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Rog%5Cu00e9rio%20Pereira%22%2C%22lastName%22%3A%22Bastos%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Diego%22%2C%22lastName%22%3A%22Llusia%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Juan%20Sebasti%5Cu00e1n%22%2C%22lastName%22%3A%22Ulloa%22%7D%5D%2C%22abstractNote%22%3A%22Global%20change%20is%20predicted%20to%20induce%20shifts%20in%20anuran%20acoustic%20behavior%2C%20which%20can%20be%20studied%20through%20passive%20acoustic%20monitoring%20%28PAM%29.%20Understanding%20changes%20in%20calling%20behavior%20requires%20automatic%20identification%20of%20anuran%20species%2C%20which%20is%20challenging%20due%20to%20the%20particular%20characteristics%20of%20neotropical%20soundscapes.%20In%20this%20paper%2C%20we%20introduce%20a%20large-scale%20multi-species%20dataset%20of%20anuran%20amphibians%20calls%20recorded%20by%20PAM%2C%20that%20comprises%2027%5Cu2009hours%20of%20expert%20annotations%20for%2042%20different%20species%20from%20two%20Brazilian%20biomes.%20We%20provide%20open%20access%20to%20the%20dataset%2C%20including%20the%20raw%20recordings%2C%20experimental%20setup%20code%2C%20and%20a%20benchmark%20with%20a%20baseline%20model%20of%20the%20fine-grained%20categorization%20problem.%20Additionally%2C%20we%20highlight%20the%20challenges%20of%20the%20dataset%20to%20encourage%20machine%20learning%20researchers%20to%20solve%20the%20problem%20of%20anuran%20call%20identification%20towards%20conservation%20policy.%20All%20our%20experiments%20and%20resources%20have%20been%20made%20available%20at%20https%3A%5C%2F%5C%2Fsoundclim.github.io%5C%2Fanuraweb%5C%2F%20.%22%2C%22date%22%3A%222023-11-06%22%2C%22language%22%3A%22en%22%2C%22DOI%22%3A%2210.1038%5C%2Fs41597-023-02666-2%22%2C%22ISSN%22%3A%222052-4463%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fwww.nature.com%5C%2Farticles%5C%2Fs41597-023-02666-2%22%2C%22collections%22%3A%5B%22IMWW9QTW%22%5D%2C%22dateModified%22%3A%222023-11-07T19%3A01%3A23Z%22%7D%7D%2C%7B%22key%22%3A%2249D5JVBL%22%2C%22library%22%3A%7B%22id%22%3A2394371%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Tonetti%20et%20al.%22%2C%22parsedDate%22%3A%222023-03-27%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%201.35%3B%20%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BTonetti%2C%20V.%20%26lt%3Bi%26gt%3Bet%20al.%26lt%3B%5C%2Fi%26gt%3B%20%282023%29%20%26%23x2018%3BLandscape%20heterogeneity%3A%20concepts%2C%20quantification%2C%20challenges%20and%20future%20perspectives%26%23x2019%3B%2C%20%26lt%3Bi%26gt%3BEnvironmental%20Conservation%26lt%3B%5C%2Fi%26gt%3B%2C%20pp.%201%26%23x2013%3B10.%20Available%20at%3A%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1017%5C%2FS0376892923000097%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1017%5C%2FS0376892923000097%26lt%3B%5C%2Fa%26gt%3B.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Landscape%20heterogeneity%3A%20concepts%2C%20quantification%2C%20challenges%20and%20future%20perspectives%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Vinicius%22%2C%22lastName%22%3A%22Tonetti%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jo%5Cu00e3o%20Carlos%22%2C%22lastName%22%3A%22Pena%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Marina%20DA%22%2C%22lastName%22%3A%22Scarpelli%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Larissa%20SM%22%2C%22lastName%22%3A%22Sugai%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22F%5Cu00e1bio%20M.%22%2C%22lastName%22%3A%22Barros%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Paula%20R.%22%2C%22lastName%22%3A%22Anuncia%5Cu00e7%5Cu00e3o%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Paloma%20M.%22%2C%22lastName%22%3A%22Santos%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Andr%5Cu00e9%20LB%22%2C%22lastName%22%3A%22Tavares%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Milton%20C.%22%2C%22lastName%22%3A%22Ribeiro%22%7D%5D%2C%22abstractNote%22%3A%22The%20intrinsic%20complexity%2C%20variety%20of%20concepts%20and%20numerous%20ways%20to%20quantify%20landscape%20heterogeneity%20%28LH%29%20may%20hamper%20a%20better%20understanding%20of%20how%20its%20components%20relate%20to%20ecological%20phenomena.%20Our%20study%20is%20the%20first%20to%20synthesize%20understanding%20of%20this%20concept%20and%20to%20provide%20the%20state%20of%20the%20art%20on%20the%20subject%20based%20on%20a%20comprehensive%20systematic%20literature%20review%20of%20661%20articles%20published%20between%201982%20and%202019.%20Definitions%2C%20terminologies%20and%20measurements%20of%20LH%20were%20diverse%20and%20conflicting.%20Most%20articles%20%28534%20out%20of%20661%29%20did%20not%20provide%20any%20definition%20for%20LH%2C%20and%20we%20found%20great%20variation%20among%20the%20studies%20that%20did.%20According%20to%20our%20review%2C%20only%2010%20studies%20measured%20the%20effects%20of%20different%20land-cover%20types%20on%20biotic%20or%20abiotic%20processes%20%28functional%20LH%29.%20The%20remaining%20651%20studies%20measured%20physical%20attributes%20of%20the%20landscape%20without%20mentioning%20that%20different%20land-cover%20types%20may%20impact%20biotic%20and%20abiotic%20processes%20differently%20%28structural%20LH%29.%20The%20metrics%20most%20frequently%20used%20to%20represent%20LH%20were%20the%20Shannon%20diversity%20index%20and%20proportion%20of%20land-cover%20type.%20Most%20metrics%20used%20as%20proxies%20of%20LH%20also%20coincided%20with%20those%20used%20to%20represent%20non-heterogeneity%20metrics%2C%20such%20as%20fragmentation%20and%20connectivity.%20We%20identify%20knowledge%20gaps%2C%20indicate%20future%20perspectives%20and%20propose%20guidelines%20that%20should%20be%20addressed%20when%20researching%20LH.%22%2C%22date%22%3A%222023%5C%2F03%5C%2F27%22%2C%22language%22%3A%22en%22%2C%22DOI%22%3A%2210.1017%5C%2FS0376892923000097%22%2C%22ISSN%22%3A%220376-8929%2C%201469-4387%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fwww.cambridge.org%5C%2Fcore%5C%2Fjournals%5C%2Fenvironmental-conservation%5C%2Farticle%5C%2Flandscape-heterogeneity-concepts-quantification-challenges-and-future-perspectives%5C%2FA231CBAC7B712003879D4CA9C2AA8AEF%22%2C%22collections%22%3A%5B%22IMWW9QTW%22%5D%2C%22dateModified%22%3A%222023-04-17T19%3A31%3A12Z%22%7D%7D%2C%7B%22key%22%3A%22ZF7R99S5%22%2C%22library%22%3A%7B%22id%22%3A2394371%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Anuncia%5Cu00e7%5Cu00e3o%20et%20al.%22%2C%22parsedDate%22%3A%222022-10-01%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%201.35%3B%20%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BAnuncia%26%23xE7%3B%26%23xE3%3Bo%2C%20P.R.%20%26lt%3Bi%26gt%3Bet%20al.%26lt%3B%5C%2Fi%26gt%3B%20%282022%29%20%26%23x2018%3BEstimating%20the%20diversity%20of%20tropical%20anurans%20in%20fragmented%20landscapes%20with%20acoustic%20monitoring%3A%20lessons%20from%20a%20sampling%20sufficiency%20perspective%26%23x2019%3B%2C%20%26lt%3Bi%26gt%3BBiodiversity%20and%20Conservation%26lt%3B%5C%2Fi%26gt%3B%2C%2031%2812%29%2C%20pp.%203055%26%23x2013%3B3074.%20Available%20at%3A%20%26lt%3Ba%20class%3D%26%23039%3Bzp-ItemURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1007%5C%2Fs10531-022-02475-w%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1007%5C%2Fs10531-022-02475-w%26lt%3B%5C%2Fa%26gt%3B.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Estimating%20the%20diversity%20of%20tropical%20anurans%20in%20fragmented%20landscapes%20with%20acoustic%20monitoring%3A%20lessons%20from%20a%20sampling%20sufficiency%20perspective%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Paula%20Ribeiro%22%2C%22lastName%22%3A%22Anuncia%5Cu00e7%5Cu00e3o%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Larissa%20Sayuri%20Moreira%22%2C%22lastName%22%3A%22Sugai%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Felipe%22%2C%22lastName%22%3A%22Martello%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Luis%20Marcelo%20Tavares%22%2C%22lastName%22%3A%22de%20Carvalho%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Milton%20Cezar%22%2C%22lastName%22%3A%22Ribeiro%22%7D%5D%2C%22abstractNote%22%3A%22Determining%20the%20distribution%20and%20abundance%20of%20populations%20is%20the%20first%20step%20toward%20assessing%20biodiversity%20conservation%20status.%20This%20step%20is%20based%20on%20field%20observations%20that%20are%20largely%20influenced%20by%20the%20sampling%20method%20employed.%20Autonomous%20Recording%20Units%20%28ARUs%29%20are%20tools%20developed%20to%20improve%20species%20monitoring%20that%20employ%20acoustic%20communication.%20Although%20largely%20employed%2C%20the%20efforts%20required%20to%20achieve%20good%20diversity%20estimates%20with%20this%20technique%20are%20still%20unknown.%20We%20investigate%20the%20use%20of%20ARUs%20in%20estimating%20species%20richness%20of%20anuran%20assemblages%20in%20a%20tropical%20region%2C%20aiming%20to%20determine%20the%20sampling%20sufficiency%20of%20species%20richness%20at%20local%20and%20regional%20levels%2C%20analyze%20whether%20the%20asymptote%20point%20is%20related%20to%20forest%20cover%2C%20and%20investigate%20the%20influence%20of%20subsampling%20type%20over%20time%20on%20species%20richness%20estimates.%20We%20monitored%20amphibians%20in%2014%20streams%20embedded%20in%20landscapes%20representing%20a%20gradient%20from%2020%20to%2070%25%20native%20forest%20coverage.%20We%20detected%20a%20total%20of%2014%20species%2C%20with%20the%20regional%20sampling%20sufficiency%20of%20total%20species%20richness%20reached%20in%203448%5Cu00a0min%20and%20influenced%20mainly%20by%20the%20terrestrial%20species%5Cu2019%20presence.%20Forest%20coverage%20had%20no%20influence%20on%20the%20minimum%20audio%20processing%20time%20required%20to%20achieve%20local%20asymptote.%20The%20subsampling%20schemes%20%28temporally%20stratified%20and%20randomly%20assigned%29%20had%20similar%20efficiency%20when%20using%205%5Cu00a0min%5C%2Fh%20or%20more%20sample%20efforts.%20Our%20findings%20indicate%20that%20passive%20acoustic%20monitoring%20can%20adequately%20represent%20local%20anuran%20richness%2C%20focusing%20especially%20on%20the%20arboreal%20guild.%20Sampling%20effort%20can%20be%20optimized%2C%20with%20a%205%5Cu00a0min%5C%2Fh%20duty%20cycle%20being%20sufficient%20to%20recover%20detection%20of%20most%20species%2C%20saving%20up%20to%2075%25%20of%20the%20effort%20devoted%20to%20auditing%20the%20acoustic%20dataset.%22%2C%22date%22%3A%222022-10-01%22%2C%22language%22%3A%22en%22%2C%22DOI%22%3A%2210.1007%5C%2Fs10531-022-02475-w%22%2C%22ISSN%22%3A%221572-9710%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1007%5C%2Fs10531-022-02475-w%22%2C%22collections%22%3A%5B%22IMWW9QTW%22%5D%2C%22dateModified%22%3A%222023-04-17T19%3A30%3A39Z%22%7D%7D%2C%7B%22key%22%3A%22JVX9BKAT%22%2C%22library%22%3A%7B%22id%22%3A2394371%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Alcocer%20et%20al.%22%2C%22parsedDate%22%3A%222022%22%2C%22numChildren%22%3A2%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%201.35%3B%20%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BAlcocer%2C%20I.%20%26lt%3Bi%26gt%3Bet%20al.%26lt%3B%5C%2Fi%26gt%3B%20%282022%29%20%26%23x2018%3BAcoustic%20indices%20as%20proxies%20for%20biodiversity%3A%20a%20meta-analysis%26%23x2019%3B%2C%20%26lt%3Bi%26gt%3BBiological%20Reviews%26lt%3B%5C%2Fi%26gt%3B%2C%2097%286%29%2C%20pp.%202209%26%23x2013%3B2236.%20Available%20at%3A%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1111%5C%2Fbrv.12890%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1111%5C%2Fbrv.12890%26lt%3B%5C%2Fa%26gt%3B.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Acoustic%20indices%20as%20proxies%20for%20biodiversity%3A%20a%20meta-analysis%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Irene%22%2C%22lastName%22%3A%22Alcocer%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Herlander%22%2C%22lastName%22%3A%22Lima%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Larissa%20Sayuri%20Moreira%22%2C%22lastName%22%3A%22Sugai%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Diego%22%2C%22lastName%22%3A%22Llusia%22%7D%5D%2C%22abstractNote%22%3A%22As%20biodiversity%20decreases%20worldwide%2C%20the%20development%20of%20effective%20techniques%20to%20track%20changes%20in%20ecological%20communities%20becomes%20an%20urgent%20challenge.%20Together%20with%20other%20emerging%20methods%20in%20ecology%2C%20acoustic%20indices%20are%20increasingly%20being%20used%20as%20novel%20tools%20for%20rapid%20biodiversity%20assessment.%20These%20indices%20are%20based%20on%20mathematical%20formulae%20that%20summarise%20the%20acoustic%20features%20of%20audio%20samples%2C%20with%20the%20aim%20of%20extracting%20meaningful%20ecological%20information%20from%20soundscapes.%20However%2C%20the%20application%20of%20this%20automated%20method%20has%20revealed%20conflicting%20results%20across%20the%20literature%2C%20with%20conceptual%20and%20empirical%20controversies%20regarding%20its%20primary%20assumption%3A%20a%20correlation%20between%20acoustic%20and%20biological%20diversity.%20After%20more%20than%20a%20decade%20of%20research%2C%20we%20still%20lack%20a%20statistically%20informed%20synthesis%20of%20the%20power%20of%20acoustic%20indices%20that%20elucidates%20whether%20they%20effectively%20function%20as%20proxies%20for%20biological%20diversity.%20Here%2C%20we%20reviewed%20studies%20testing%20the%20relationship%20between%20diversity%20metrics%20%28species%20abundance%2C%20species%20richness%2C%20species%20diversity%2C%20abundance%20of%20sounds%2C%20and%20diversity%20of%20sounds%29%20and%20the%2011%20most%20commonly%20used%20acoustic%20indices.%20From%2034%20studies%2C%20we%20extracted%20364%20effect%20sizes%20that%20quantified%20the%20magnitude%20of%20the%20direct%20link%20between%20acoustic%20and%20biological%20estimates%20and%20conducted%20a%20meta-analysis.%20Overall%2C%20acoustic%20indices%20had%20a%20moderate%20positive%20relationship%20with%20the%20diversity%20metrics%20%28r%20%3D%200.33%2C%20CI%20%5B0.23%2C%200.43%5D%29%2C%20and%20showed%20an%20inconsistent%20performance%2C%20with%20highly%20variable%20effect%20sizes%20both%20within%20and%20among%20studies.%20Over%20time%2C%20studies%20have%20been%20increasingly%20disregarding%20the%20validation%20of%20the%20acoustic%20estimates%20and%20those%20examining%20this%20link%20have%20been%20progressively%20reporting%20smaller%20effect%20sizes.%20Some%20of%20the%20studied%20indices%20%5Bacoustic%20entropy%20index%20%28H%29%2C%20normalised%20difference%20soundscape%20index%20%28NDSI%29%2C%20and%20acoustic%20complexity%20index%20%28ACI%29%5D%20performed%20better%20in%20retrieving%20biological%20information%2C%20with%20abundance%20of%20sounds%20%28number%20of%20sounds%20from%20identified%20or%20unidentified%20species%29%20being%20the%20best%20estimated%20diversity%20facet%20of%20local%20communities.%20We%20found%20no%20effect%20of%20the%20type%20of%20monitored%20environment%20%28terrestrial%20versus%20aquatic%29%20and%20the%20procedure%20for%20extracting%20biological%20information%20%28acoustic%20versus%20non-acoustic%29%20on%20the%20performance%20of%20acoustic%20indices%2C%20suggesting%20certain%20potential%20to%20generalise%20their%20application%20across%20research%20contexts.%20We%20also%20identified%20common%20statistical%20issues%20and%20knowledge%20gaps%20that%20remain%20to%20be%20addressed%20in%20future%20research%2C%20such%20as%20a%20high%20rate%20of%20pseudoreplication%20and%20multiple%20unexplored%20combinations%20of%20metrics%2C%20taxa%2C%20and%20regions.%20Our%20findings%20confirm%20the%20limitations%20of%20acoustic%20indices%20to%20efficiently%20quantify%20alpha%20biodiversity%20and%20highlight%20that%20caution%20is%20necessary%20when%20using%20them%20as%20surrogates%20of%20diversity%20metrics%2C%20especially%20if%20employed%20as%20single%20predictors.%20Although%20these%20tools%20are%20able%20partially%20to%20capture%20changes%20in%20diversity%20metrics%2C%20endorsing%20to%20some%20extent%20the%20rationale%20behind%20acoustic%20indices%20and%20suggesting%20them%20as%20promising%20bases%20for%20future%20developments%2C%20they%20are%20far%20from%20being%20direct%20proxies%20for%20biodiversity.%20To%20guide%20more%20efficient%20use%20and%20future%20research%2C%20we%20review%20their%20principal%20theoretical%20and%20practical%20shortcomings%2C%20as%20well%20as%20prospects%20and%20challenges%20of%20acoustic%20indices%20in%20biodiversity%20assessment.%20Altogether%2C%20we%20provide%20the%20first%20comprehensive%20and%20statistically%20based%20overview%20on%20the%20relation%20between%20acoustic%20indices%20and%20biodiversity%20and%20pave%20the%20way%20for%20a%20more%20standardised%20and%20informed%20application%20for%20biodiversity%20monitoring.%22%2C%22date%22%3A%222022%22%2C%22language%22%3A%22en%22%2C%22DOI%22%3A%2210.1111%5C%2Fbrv.12890%22%2C%22ISSN%22%3A%221469-185X%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fonlinelibrary.wiley.com%5C%2Fdoi%5C%2Fabs%5C%2F10.1111%5C%2Fbrv.12890%22%2C%22collections%22%3A%5B%22IMWW9QTW%22%5D%2C%22dateModified%22%3A%222023-04-17T19%3A30%3A17Z%22%7D%7D%5D%7D
Lourival, R.F.F. et al. (2025) ‘Ten relevant questions for applying biodiversity offsetting in the Pantanal wetland’, Conservation Science and Practice, n/a(n/a), p. e13274. Available at: https://doi.org/10.1111/csp2.13274.
Darras, K.F.A. et al. (2025) ‘Worldwide Soundscapes: A Synthesis of Passive Acoustic Monitoring Across Realms’, Global Ecology and Biogeography, 34(5), p. e70021. Available at: https://doi.org/10.1111/geb.70021.
Cañas, J.S. et al. (2023) ‘A dataset for benchmarking Neotropical anuran calls identification in passive acoustic monitoring’, Scientific Data, 10(1), pp. 1–12. Available at: https://doi.org/10.1038/s41597-023-02666-2.
Tonetti, V. et al. (2023) ‘Landscape heterogeneity: concepts, quantification, challenges and future perspectives’, Environmental Conservation, pp. 1–10. Available at: https://doi.org/10.1017/S0376892923000097.
Anunciação, P.R. et al. (2022) ‘Estimating the diversity of tropical anurans in fragmented landscapes with acoustic monitoring: lessons from a sampling sufficiency perspective’, Biodiversity and Conservation, 31(12), pp. 3055–3074. Available at: https://doi.org/10.1007/s10531-022-02475-w.
Alcocer, I. et al. (2022) ‘Acoustic indices as proxies for biodiversity: a meta-analysis’, Biological Reviews, 97(6), pp. 2209–2236. Available at: https://doi.org/10.1111/brv.12890.