30 research outputs found
Dialysis-associated peritonitis in children
- Author
- A Aflaiw
- A Auron
- A Jorres
- A Katyal
- A Tranaeus
- A Valeri
- A Vychytil
- A Vychytil
- A Zurowska
- AHM Bouts
- AM Neu
- AW Boer de
- AYM Wang
- B Eklund
- B Piraino
- B Piraino
- B Piraino
- B Piraino
- B Piraino
- B Piraino
- B Piraino
- BA Warady
- BA Warady
- BA Warady
- BA Warady
- BA Warady
- BA Warady
- BA Warady
- BA Warady
- BA Warady
- Bradley A. Warady
- C Bonifati
- CA Smith
- CC Szeto
- CC Szeto
- CL Low
- CL Low
- D Shemin
- DE Mueller-Wiefel
- DG Thomas
- DK Kim
- DL Blowey
- DL Blowey
- DL Blowey
- E Thodis
- E Verrina
- E Verrina
- EW Boeschoten
- F Monteon
- F Schaefer
- F Schaefer
- F Schaefer
- F Schaefer
- F Schaefer
- F Toure
- Franz S. Schaefer
- G Klaus
- GJ Noel
- H Baum Von
- Hospital Infection Control Practices Advisory Committee (HICPAC)
- J Bernardini
- J Bernardini
- J Burkart
- J Burkart
- J Oh
- J Plum
- JH Crabtree
- JS Cameron
- K Sieradzki
- K Zaruba
- KM Sardegna
- KN Prasad
- L Fried
- L Martis
- L Troidle
- M Holloway
- M Honda
- MA Luzar
- MA Miller
- MF Gadallah
- MJ Flanigan
- MK Singhal
- MR Benfield
- N Posthuma
- NL Majkowski
- NV Dahl
- NW Boyce
- P Kingwatanakul
- P Robitaille
- PF Williams
- PK Li
- R Annigeri
- R Feneberg
- R Gokal
- R Grady
- R MacGinley
- RD Swartz
- RJ Baker
- S Mujais
- S Ramalakshmi
- S Vas
- S Warchol
- S Zelenitsky
- SJ Goldie
- SL Furth
- SL Lui
- SL Lui
- SL Lui
- SP Andreoli
- SP Milliken
- SR Alexander
- The Mupirocin Study Group
- TL Smith
- TM Holtta
- V Chadha
- V Chadha
- Vimal Chadha
- WF Keane
- WF Keane
- WF Keane
- WH Boer
- WK Lo
- Y Maruyama
- ZJ Twardowski
- ZJ Twardowski
- Publication venue
- Springer-Verlag
- Publication date
- 01/01/2009
- Field of study
Peritonitis remains a frequent complication of peritoneal dialysis in children and is the most common reason for technique failure. The microbiology is characterized by a predominance of Gram-positive organisms, with fungi responsible for less than 5% of episodes. Data collected by the International Pediatric Peritonitis Registry have revealed a worldwide variation in the bacterial etiology of peritonitis, as well as in the rate of culture-negative peritonitis. Risk factors for infection include young age, the absence of prophylactic antibiotics at catheter placement, spiking of dialysis bags, and the presence of a catheter exit-site or tunnel infection. Clinical symptoms at presentation are somewhat organism specific and can be objectively assessed with a Disease Severity Score. Whereas recommendations for empiric antibiotic therapy in children have been published by the International Society of Peritoneal Dialysis, epidemiologic data and antibiotic susceptibility data suggest that it may be desirable to take the patient- and center-specific history of microorganisms and their sensitivity patterns into account when prescribing initial therapy. The vast majority of patients are treated successfully and continue peritoneal dialysis, with the poorest outcome noted in patients with peritonitis secondary to Gram-negative organisms or fungi and in those with a relapsing infection
Global patient outcomes after elective surgery: prospective cohort study in 27 low-, middle- and high-income countries.
- Author
- Ab Majid MA
- Ab Rahman AS
- Ab Rahman R
- Abayasinghe C
- Abbott T
- Abdullah NH
- Abdur-Rahman L
- Abeloos J
- Abernethy C
- Abidin UN
- Abrunhosa A
- Absar M
- Adam S
- Adams D
- Adams G
- Adamson M
- Adekola O
- Adelaja Y
- Ademola A
- Adenekan A
- Adenike O
- Adeolu AA
- Adetoye A
- Adewale B
- Adigun T
- Adolfsson A
- Aflori L
- Africander C
- Afshari A
- Agarwal V
- Agodirin O
- Aguero Vera M
- Aguzzoli C
- Ahmad A
- Ahmad N
- Ahmad T
- Ahmad T
- Ahmad Y
- Ahmed A
- Ahmed J
- Ai Y
- Aignatoaie M
- Aimoniotou-Georgiou E
- Akanmu O
- Akerman N
- Akinwale M
- Akring I
- Al 'Amri K
- Al Anizi M
- Al hussaini S
- Al-Soudaine Y
- Aladin H
- Alagbe-Briggs O
- Alaman Laguarda G
- Albaj S
- Alcock D
- Alcock L
- Aldecoa C
- Aldecoa C
- Aleixo FB
- Alexander H
- Alexander M
- Alexander-Sefre F
- Alherz F
- Ali H
- Ali M
- Ali S
- Alias A
- Alias AH
- Alias RLR
- Alit MA
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- Varma S
- Varsani N
- Vartic M
- Vasian H
- Vasileiou M
- Vazquez Vicente B
- Veerakumaran J
- Veevaete L
- Veit S
- Velaz Dominguez S
- Vele L
- Venara A
- Venner N
- Venugopal S
- Vercauteren M
- Verdoodt H
- Veroniki F
- Verroiotou M
- Ververidou O
- Vesely M
- Vetsiou E
- Vilela dos Santos AM
- Virdi P
- Visser L
- Visvalingam S
- Vivian M
- Vlachogianni G
- Vohra A
- Vohra R
- Voldaeva O
- Voloudakis N
- Volta CA
- Von Heymann C
- von Rhaden R
- Voruz F
- Wadams B
- Waggett H
- Walder B
- Walkden G
- Walker A
- Walker E
- Walker R
- Walker R
- Walker T
- Wallace A
- Wallace K
- Wallet F
- Walsgrove J
- Walsh D
- Wan X
- Wang D
- Wang D
- Wang F
- Wang G
- Wang H
- Wang H
- Wang J
- Wang J
- Wang J
- Wang J
- Wang J
- Wang K
- Wang L
- Wang L
- Wang L
- Wang S
- Wang S
- Wang S
- Wang T
- Wang W
- Wang X-L
- Wang Y
- Wang Y
- Wang Z
- Wang Z
- Wang Z
- Wang Z
- Ward J
- Wasmund C
- Wassall R
- Watanabe Oliveira HR
- Watson A
- Watson N
- Watt P
- Waugh D
- Waweru P
- Waworuntu N
- Waymouth E
- Weatherall L
- Weatherill J
- Webb S
- Weber E
- Wei J
- Weimann J
- Weller D
- Welsh S
- Wen XH
- Wen Y
- Wen Z
- Wendling PR
- Wessels JD
- Wetzel P
- Weyland A
- White S
- White S
- whitehouse A
- Whitman Z
- Whittle N
- Whitworth H
- Whysall K
- Wibrandt I
- Wickboldt N
- Wickenhauser R
- Wid WM
- Widmark C
- Wiegand-Loehnert C
- Wighton E
- Wigmore G
- Wijeysundera D
- Wikner M
- Wild J
- Wildes T
- Wildi S
- Williams A
- Williams M
- Williams S
- Wilscott-Davids C
- Wilson A
- Wilson D
- Wilson L
- Wilson N
- Wima S
- Winch D
- Winstone U
- Winterton D
- Wir WM
- Wise R
- Wittmann M
- Wolfer A
- Wollaston J
- Wong C
- Wong CW
- Wong JY
- Wong K
- Wong KWK
- Wong SM
- Wong T
- Wong WL
- Woodgate A
- Woolsey A
- Woon YL
- Worreth M
- Wouters P
- Wrench I
- Wright S
- Wu C
- Wu C
- Wu J
- Wu J
- Wu Q
- Wu S
- Wyffels P
- Wylie K
- Xia J
- Xia Y
- Xia Z-Y
- Xiao W
- Xiao W
- Xie G
- Xie J
- Xie J
- Xie K
- Xifara A
- Xiong X
- Xiong Y
- Xouplidis K
- Xu G-J
- Xu L
- Xu L
- Xu Q
- Xu S
- Xue R
- Yagnik A
- Yan Y
- Yang J
- Yang L
- Yang Q
- Yang S
- Yang T
- Yang Y
- Yao S
- Yao Y
- Yap HL
- Yarwood J
- Yassaee A
- Ye H
- Ye H
- Yegnaram S
- Yeh E
- Yin N
- Yip CP
- Yong J
- Yu HC
- Yu S
- Yu T
- Yu Y
- Yuan D
- Yuan F
- Yuan J
- Yuan J
- Yuan Y
- Yuliana A
- Zaimi D
- Zakynthinos S
- Zamudio D
- Zangrillo A
- Zapata DDM
- Zbitnew G
- Zeidan L
- Zeng Q
- Zerman L
- Zettergren J
- Zhang B
- Zhang E
- Zhang H
- Zhang H
- Zhang H
- Zhang J
- Zhang K
- Zhang L
- Zhang M
- Zhang M
- Zhang Q
- Zhang R
- Zhang S
- Zhang W
- Zhang X
- Zhang X
- Zhang X
- Zhang X
- Zhang Y
- Zhang Y
- Zhang Y
- Zhang Y
- Zhao B
- Zhao B
- Zhao C
- Zhao J
- Zhao J
- Zhao L
- Zhao L
- Zhao S
- Zhao T
- Zhao W
- Zhao W
- Zhao X
- Zhen J
- Zheng K
- Zheng L
- Zheng T
- Zhong Y
- Zhou C
- Zhou D
- Zhou H
- Zhou H
- Zhou J
- Zhou J
- Zhou J
- Zhou X-J
- Zhu X
- Zhu X
- Zhu Y
- Zhu Z
- Zhuang X
- Zilis G
- Zin NHM
- Zingerle N
- Zingg U
- Zoerner F
- Zonneveldt H
- Zou X
- Zoulamoglou M
- Zsisku L
- Publication venue
- 'Oxford University Press (OUP)'
- Publication date
- 01/01/2016
- Field of study
BACKGROUND: As global initiatives increase patient access to surgical treatments, there remains a need to understand the adverse effects of surgery and define appropriate levels of perioperative care. METHODS: We designed a prospective international 7-day cohort study of outcomes following elective adult inpatient surgery in 27 countries. The primary outcome was in-hospital complications. Secondary outcomes were death following a complication (failure to rescue) and death in hospital. Process measures were admission to critical care immediately after surgery or to treat a complication and duration of hospital stay. A single definition of critical care was used for all countries. RESULTS: A total of 474 hospitals in 19 high-, 7 middle- and 1 low-income country were included in the primary analysis. Data included 44 814 patients with a median hospital stay of 4 (range 2-7) days. A total of 7508 patients (16.8%) developed one or more postoperative complication and 207 died (0.5%). The overall mortality among patients who developed complications was 2.8%. Mortality following complications ranged from 2.4% for pulmonary embolism to 43.9% for cardiac arrest. A total of 4360 (9.7%) patients were admitted to a critical care unit as routine immediately after surgery, of whom 2198 (50.4%) developed a complication, with 105 (2.4%) deaths. A total of 1233 patients (16.4%) were admitted to a critical care unit to treat complications, with 119 (9.7%) deaths. Despite lower baseline risk, outcomes were similar in low- and middle-income compared with high-income countries. CONCLUSIONS: Poor patient outcomes are common after inpatient surgery. Global initiatives to increase access to surgical treatments should also address the need for safe perioperative care. STUDY REGISTRATION: ISRCTN5181700
Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States
- Author
- Abbott Sam
- Abernethy Neil F.
- Adee Madeline
- Adhikari Bijaya
- Arik Sercan O.
- Asplund John
- Ayer Turgay
- Baccam Prasith
- Baek Jackie
- Baer Thomas M.
- Ban Xuegang
- Bannur Nayana
- Barber Ryan
- Baxter Arden
- Ben-Nun Michal
- Bennouna Mohammed Amine
- Bertsimas Dimitris
- Bian Jiang
- Biegel Hannah
- Bien Jacob
- Biggerstaff Matthew
- Bosse Nikos I.
- Bracher Johannes
- Brennen Andrea
- Brooks Logan
- Burant John C.
- Cao Wei
- Castro Rivadeneira Alvaro J.
- Castro Lauren
- Cavany Sean
- Cegan Jeffrey C.
- Celi Leo A.
- Chen Jinghui
- Chen Samuel
- Chen YangQuan
- Chhatwal Jagpreet
- Chinazzi Matteo
- Corsetti Sabrina M.
- Cramer Estee Y.
- Cui Jiaming
- Dahan Maytal
- Dalgic Ozden O.
- Davis Jessica T.
- Della Penna Nicolas
- Dent Juan
- DesRoches David
- Dettwiller Ian D.
- Deva Ayush
- Drake John M.
- Dusenberry Mike
- Eisenberg Marisa C.
- England William P.
- Epshteyn Arkady
- España Guido
- Fairchild Geoffrey
- Falb Karl
- Faraone Stephen V.
- Farias Vivek
- Farthing Matthew W.
- Forli Pedro
- Fox Spencer
- Funk Sebastian
- Gaither Kelly
- Gakidou Emmanuela
- Gao Lei
- Gao Liyao
- Gao Zhifeng
- Gardner Lauren
- George Glover E.
- Georgescu Andreea
- Gerding Aaron
- Gibson Graham Casey
- Gneiting Tilmann
- Grantz Kyra H.
- Green Alden
- Gu Quanquan
- Gu Youyang
- Gu Zhiling
- Guertin Stephanie L.
- Guo Lihong
- Gurung Heidi L.
- Hamory Bruce
- Hay Simon I.
- Hellewell Joel
- Hess Jonathan
- Hill Alison L.
- Ho Lam Si Tung
- Hong Qi-Jun
- House Katie H.
- Hu Addison J.
- Huang Yitao
- Huang Yuxin
- Hulme-Lowe Christopher
- Hunter Robert H.
- Huynh Huong
- Jadbabaie Ali
- Jahja Maria
- Jain Sansiddh
- Jayawardena Dasuni
- Jin Xiaoyong
- Johansson Michael A.
- Kalantari Rahi
- Kaminsky Joshua
- Kaminsky Kathryn
- Kanal Elli
- Kanji Abdul H.
- Karlen Dean
- Keegan Lindsay T.
- Keskinocak Pinar
- Khandelwal Ayush
- Kim Myungjin
- Kinsey Matt
- Kong Stanley
- Koyluoglu Ugur
- Kraus Andrea
- Kraus David
- Kulkarni Mihir
- Kyriakides Christina
- Lachmann Michael
- Ladd Mary A.
- Lafferty Brandon
- Lauer Stephen A.
- Lavista Ferres Juan
- Le Khoa
- Le Long T.
- Lee Elizabeth C.
- Lega Joceline
- Leis Helen
- Lemaitre Joseph C.
- Lessler Justin
- Levi Retsef
- Li Chaozhuo
- Li Chun-Liang
- Li Michael L.
- Li Xinyi
- Lim Steve
- Linas Benjamin P.
- Linkov Igor
- Liu Tie-Yan
- Lopez Velma K.
- Ma Yian
- Marshall Maximilian
- Martin Emily T.
- Mayo Michael L.
- McCauley Ella
- McConnell Steve
- McDonald Daniel
- Meakin Sophie R.
- Meredith Hannah R.
- Merugu Srujana
- Meyers Lauren Ancel
- Michaud Isaac
- Milliken John
- Moloney Michael
- Moore Sean
- Morgan James
- Morley Christopher P.
- Mu Kunpeng
- Mueller Peter
- Mullany Luke C.
- Murray Chris
- Myers Robert L.
- Mühlemann Anja
- Nagraj V. P.
- Narasimhan Balasubramanian
- Niemi Jarad
- Nirgudkar Ninad
- Nixon Kristen
- Nze-Ndong David
- Oidtman Rachel
- Oruc Buse Eylul
- Osthus Dave
- Ozcan Gokce
- O’Dea Eamon B.
- Pagano Robert
- Parno Matthew D.
- Pastore y Piontti Ana
- Pei Sen
- Perakis Georgia
- Perez-Saez Javier
- Perkins Alex
- Pfister Tomas
- Pigott David
- Piwonka Noah
- Politsch Collin
- Prakash B. Aditya
- Rainwater-Lovett Kaitlin
- Rajanala Samyak
- Raval Alpan
- Ravi Matt
- Ray Evan L.
- Reich Nicholas G.
- Reiner Robert C.
- Riley Pete
- Riley Steven
- Rodríguez Alexander
- Rowland Michael A.
- Rumack Aaron
- Salekin Asif
- Sarker Arnab
- Sava Dario
- Schrader Chris
- Schwarz Tom
- Scott James G.
- Serban Nicoleta
- Shah Apurv
- Shah Devavrat
- Shah Sam
- Shakhnovich Elizabeth
- Shaman Jeffrey
- Sheldon Daniel
- Sherratt Katharine
- Shi Yunfeng
- Shin Lauren
- Shingi Siddhant
- Siegel Daniel
- Simon Noah
- Singhvi Divya
- Sinha Deeksha
- Sinha Rajarishi
- Skali Lami Omar
- Slayton Rachel B.
- Smith Claire P.
- Soni Saksham
- Spantidakis Ioannis
- Spatz Ryan
- Srivastava Ajitesh
- Stage Steven A.
- Stark Ariane
- Stiefeling Chris
- Suchoski Bradley T.
- Sundar Saketh
- Tabassum Anika
- Tallaksen Katharine
- Tazi Bouardi Hamza
- Tec Mauricio
- Thayaparan Leann
- Tibshirani Rob
- Tibshirani Ryan J.
- Tiwari Avtansh
- Tran Quoc T.
- Truelove Shaun A.
- Trump Benjamin D.
- Tsai Thomas
- Tsiourvas Asterios
- Turner Stephen D.
- Turtle James A.
- van de Walle Axel
- Ventura Valerie
- Vespignani Alessandro
- Walker Jo W.
- Walraven Robert
- Wang Dongliang
- Wang Guannan
- Wang Lily
- Wang Lingxiao
- Wang Qinxia
- Wang Yijin
- Wang Yu-Xiang
- Wang Yuanjia
- Wang Yueying
- Wasserman Larry
- Wattanachit Nutcha
- White Jerome
- Wilde Joshua
- Wilkinson Barrie
- Wills Josh
- Wilson Shelby
- Wolfinger Russ
- Wong Alexander
- Woody Spencer
- Wu Dongxia
- Xiao Jade
- Xie Jiajia
- Xie Shanghong
- Xie Xing
- Xiong Xinyue
- Xu Pan
- Yamana Teresa K.
- Yan Xifeng
- Yoder Nate
- Yoon Jinsung
- Yu Rose
- Yu Shan
- Zeng Donglin
- Zhang Leyou
- Zhang Shun
- Zhang Weitong
- Zhang-James Yanli
- Zhao Yanting
- Zheng Andrew
- Zheng Shun
- Zhou Mingyuan
- Zorn Martha W.
- Zou Difan
- Publication venue
- National Academy of Sciences
- Publication date
- 04/05/2022
- Field of study
Short-term probabilistic forecasts of the trajectory of the COVID-19 pandemic in the United States have served as a visible and important communication channel between the scientific modeling community and both the general public and decision-makers. Forecasting models provide specific, quantitative, and evaluable predictions that inform short-term decisions such as healthcare staffing needs, school closures, and allocation of medical supplies. Starting in April 2020, the US COVID-19 Forecast Hub (https://covid19forecasthub.org/) collected, disseminated, and synthesized tens of millions of specific predictions from more than 90 different academic, industry, and independent research groups. A multimodel ensemble forecast that combined predictions from dozens of groups every week provided the most consistently accurate probabilistic forecasts of incident deaths due to COVID-19 at the state and national level from April 2020 through October 2021. The performance of 27 individual models that submitted complete forecasts of COVID-19 deaths consistently throughout this year showed high variability in forecast skill across time, geospatial units, and forecast horizons. Two-thirds of the models evaluated showed better accuracy than a naïve baseline model. Forecast accuracy degraded as models made predictions further into the future, with probabilistic error at a 20-wk horizon three to five times larger than when predicting at a 1-wk horizon. This project underscores the role that collaboration and active coordination between governmental public-health agencies, academic modeling teams, and industry partners can play in developing modern modeling capabilities to support local, state, and federal response to outbreaks
The United States COVID-19 Forecast Hub dataset
- Author
- Abbott Sam
- Abu-Mostafa Yaser
- Adee Madeline
- Adhikari Bijaya
- Adiga Aniruddha
- Arik Sercan O.
- Asplund John
- Ayer Turgay
- Baccam Prasith
- Baek Jackie
- Baer Thomas M.
- Ban Xuegang
- Bannur Nayana
- Barber Ryan
- Bathwal Rahil
- Baxter Arden
- Bejar Benjamín
- Belov Artur A.
- Ben-Nun Michal
- Bennouna Amine
- Berlin Abraham
- Bertsimas Dimitris
- Bhatia Sangeeta
- Bian Jiang
- Biegel Hannah
- Bien Jacob
- Biggerstaff Matthew
- Bosch Jurgen
- Bosse Nikos I.
- Bouardi Hamza Tazi
- Bracher Johannes
- Brennen Andrea
- Brenner Michael
- Brooks Logan
- Budzinski Jozef
- Burant John C.
- Cao Duy
- Cao Wei
- Castro Lauren
- Cavany Sean
- Cegan Jeffrey C.
- Celi Leo A.
- Chang Nicholas A.
- Chattopadhyay Ishanu
- Chen Jinghui
- Chen Samuel
- Chen YangQuan
- Chen Ye
- Chen Yixian
- Chhatwal Jagpreet
- Chiang Wen-Hao
- Chinazzi Matteo
- Chintanippu Krishna
- Chitta Pavan
- Cho Jae H.
- Choirat Christine
- Chow Carson C.
- Coram Marc
- Cornell Matthew
- Corsetti Sabrina M.
- Cramer Estee Y.
- Cui Jiaming
- Dahan Maytal
- Dalgic Ozden O.
- Davis Jessica T.
- DesRoches David
- Dettwiller Ian D.
- Deva Ayush
- Drake John M.
- Dusenberry Mike
- Edwards Jessie K.
- Eisenberg Marisa C.
- England William P.
- Epshteyn Arkady
- Erickson Anne
- España Guido
- Fairchild Geoffrey
- Falb Karl
- Faraone Stephen V.
- Farias Vivek
- Farthing Matthew W.
- Ferres Juan Lavista
- Flahault Antoine
- Fong Chung-Yan
- Forli Pedro
- Fox Spencer
- Funk Sebastian
- Gaikedu Emmanuela
- Gaither Kelly
- Galasso Joseph
- Gandhi Parth D.
- Gao Junyi
- Gao Lei
- Gao Liyao
- Gao Zhifeng
- Gardner Lauren
- George Glover E.
- Georgescu Andreea
- Gerding Aaron
- Gerkin Richard C.
- Gibson Graham Casey
- Glass Lucas
- Gneiting Tilmann
- Goel Sumit
- Gowda Jethin
- Grantz Kyra H.
- Green Alden
- Gu Quanquan
- Gu Youyang
- Gu Zhiling
- Guertin Stephanie L.
- Guo Lihong
- Gurung Heidi L.
- Hamory Bruce
- Hay Simon
- Hellewell Joel
- Hess Jonathan
- Hill Alison L.
- Hlavacek William
- Ho Lam
- Hong Qi-Jun
- House Katie
- Hu Addison J.
- Huang Yi
- Huang Yitao
- Huang Yuxin
- Hulme-Lowe Christopher
- Hulse Juan Dent
- Hunter Robert H.
- Hurt Benjamin
- Hussain Fazle
- Huynh Huong
- Ibrahim Mark
- Ivy Julie S.
- Jadbabaie Ali
- Jahja Maria
- Jain Chaman
- Jain Chandini
- Jain Sansiddh
- Jayawardena Dasuni
- Jin Qixuan
- Jin Xiaoyong
- Jivane Viresh
- Jo Areum
- Jo HyeongChan
- Johansson Michael A.
- Joshi Keya
- Kalantari Rahi
- Kaminsky Joshua
- Kaminsky Kathryn
- Kanal Elli
- Kanji Abdul Hannan
- Karimzadeh Morteza
- Karlen Dean
- Keegan Lindsay T.
- Keskinocak Pinar
- Khan Zeina
- Khandelwal Ayush
- Khurana Ankita
- Kim Juhyun
- Kim Myungjin
- Kinsey Matt
- Klein Ellen
- Koyluoglu Ugur
- Kraus Andrea
- Kraus David
- Krymova Ekaterina
- Kulkarni Mihir
- Kulkarni Pranav
- Kumar Ajay
- Kyriakides Christina
- Lachmann Michael
- Lacroix Timothee
- Ladd Mary A.
- Lafferty Brandon
- Lakhani Anshul
- Lami Omar Skali
- Lauer Stephen A.
- Le Khoa
- Le Long T.
- Le Matthew
- Lee Elizabeth C.
- Lee Gavin
- Lega Joceline
- Leis Helen
- Lemaitre Joseph C.
- Lessler Justin
- Levi Retsef
- Lewis Bryan
- Li Chaozhuo
- Li Chun-Liang
- Li Michael L.
- Li Xinyi
- Liao Jason
- Lim Steve
- Lin Yen Ting
- Linas Benjamin P.
- Linkov Igor
- Liu Tie-Yan
- Lopez Velma K.
- Lu Guoqing
- Lucas Benjamin
- Lushtak Samuel M.
- Ma Yian
- Mallela Abhishek
- Manetti Elisa
- Mann Ethan
- Marathe Madhav
- Marshall Maximilian
- Martin Emily T.
- Mayo Michael L.
- Mayorga Maria E.
- McAndrew Thomas
- McCauley Ella
- McConnell Steve
- McDonald Daniel
- Meakin Sophie R.
- Mehrotra Prakhar
- Mele Jessica
- Meredith Hannah R.
- Merugu Srujana
- Meyers Lauren Ancel
- Michaud Isaac
- Miller Ely
- Milliken John
- Mody Vidhi
- Mody Vrushti
- Mohler George
- Moloney Michael
- Moore Sean
- Morgan James
- Morley Christopher P.
- Mu Kunpeng
- Mueller Peter
- Mullany Luke C.
- Murray Chris
- Myers Robert L.
- Mühlemann Anja
- Nagraj V. P.
- Namigai Kristen
- Narasimhan Balasubramanian
- Ndong David Nze
- Neumann Jacob
- Ngo Thoai
- Nickel Maximilian
- Niemi Jarad
- Nirgudkar Ninad
- Nixon Kristen
- Nouvellet Pierre
- Obozinski Guillaume
- Oidtman Rachel
- Oruc Buse Eylul
- Osthus Dave
- Ozcan Gokce
- O’Dea Eamon B.
- Pagano Robert
- Panaggio Mark J.
- Parno Matthew D.
- Pasumarty Sujitha
- Peddireddy Akhil Sai
- Penna Nicolas D.
- Perakis Georgia
- Perez-Saez Javier
- Perkins Alex
- Pfeiffer Ruth
- Pfister Tomas
- Pigott David
- Piontti Ana Pastore y
- Piriya Matthew
- Piwonka Noah
- Politsch Collin
- Popken Max
- Porebski Przemyslaw
- Posner Richard
- Prakash B. Aditya
- Qian Cheng
- Rainwater-Lovett Kaitlin
- Rajanala Samyak
- Raval Alpan
- Ravi Matt
- Ray Evan L.
- Reich Nicholas G.
- Reich Nicholas G.
- Reiner Robert C.
- Riley Pete
- Riley Steven
- Rivadeneira Alvaro J. Castro
- Rodríguez Alexander
- Romberg Justin
- Rosenstrom Erik T.
- Rowland Michael A.
- Rumack Aaron
- Sagun Levent
- Salekin Asif
- Sarker Arnab
- Schrader Chris
- Schwarz Tom
- Scott James G.
- Sen Pei
- Serban Nicoleta
- Shah Apurv
- Shah Devavrat
- Shah Sam
- Shakhnovich Elizabeth
- Shaman Jeffrey
- Sharma Rakshith
- Sheldon Daniel
- Sherratt Katharine
- Shi Yunfeng
- Shin Lauren
- Shingi Siddhant
- Shrivastav Monika
- Siegel Daniel
- Simon Noah
- Singhvi Divya
- Sinha Deeksha
- Sinha Rajarishi
- Slayton Rachel B.
- Smith Claire P.
- Soni Saksham
- Soohoo Connor
- Spaeder Jeffrey
- Spantidakis Ioannis
- Spatz Ryan
- Srivastava Ajitesh
- Stage Steven A.
- Stark Ariane
- Stiefeling Chris
- Suchoski Bradley T.
- Sumner Timothy
- Sun Jimeng
- Sun Tao
- Sundar Saketh
- Swann Julie L.
- Tabassum Anika
- Tallaksen Katharine
- Tec Mauricio
- Thanou Dorina
- Thayaparan Leann
- Tibshirani Rob
- Tibshirani Ryan J.
- Tirumala Kushal
- Tiwari Avtansh
- Tomar Vishal
- Tran Quoc
- Truelove Shaun A.
- Trump Benjamin D.
- Tsai Thomas
- Tseng Albert
- Tsiourvas Asterios
- Turner Stephen D.
- Turtle James
- US COVID-19 Forecast Hub Consortium
- Vahedi Behzad
- Van Bussel Frank
- van de Walle Axel
- Varadarajan Vignesh
- Venkatramanan Srinivasan
- Ventura Valerie
- Vespignani Alessandro
- Vytheeswaran Jagath
- Walker Jo W.
- Walraven Robert
- Wang Christopher
- Wang Dongdong
- Wang Dongliang
- Wang Guannan
- Wang Lijing
- Wang Lily
- Wang Lingxiao
- Wang Liqiang
- Wang Qinxia
- Wang Yijin
- Wang Yu-Xiang
- Wang Yuanjia
- Wang Yueying
- Wang Zhongying
- Wasserman Larry
- Wattanchit Nutcha
- Weisberg Shane
- White Jerome
- Wilde Joshua
- Wilkinson Barrie
- Wills Josh
- Wilson Austin
- Wilson Daniel
- Wilson Shelby
- Wolffram Daniel
- Wolfinger Russ
- Wong Alexander
- Woody Spencer
- Wu Dongxia
- Xiao Cao
- Xiao Jade
- Xie Jiajia
- Xie Shanghong
- Xie Xing
- Xiong Xinyue
- Xu Pan
- Xu Tianjian
- Yamana Teresa K.
- Yan Xifeng
- Yeluri Akshay
- Yeung Dit-Yan
- Yoder Nate
- Yogurtcu Osman N.
- Yoon Jinsung
- You Jialu
- Yu Rose
- Yu Shan
- Yurk Dominic
- Zeng Donglin
- Zhang Leyou
- Zhang Michael
- Zhang Shun
- Zhang Shunpu
- Zhang Weitong
- Zhang-James Yanli
- Zhao Yanting
- Zheng Andrew
- Zheng Shun
- Zhou Mingyuan
- Zimmerman Peter
- Zlokapa Alexander
- Zoraghein Hamidreza
- Zorn Martha W.
- Zou Difan
- Zou Zihang
- Publication venue
- Nature Research
- Publication date
- 17/08/2022
- Field of study
Academic researchers, government agencies, industry groups, and individuals have produced forecasts at an unprecedented scale during the COVID-19 pandemic. To leverage these forecasts, the United States Centers for Disease Control and Prevention (CDC) partnered with an academic research lab at the University of Massachusetts Amherst to create the US COVID-19 Forecast Hub. Launched in April 2020, the Forecast Hub is a dataset with point and probabilistic forecasts of incident cases, incident hospitalizations, incident deaths, and cumulative deaths due to COVID-19 at county, state, and national, levels in the United States. Included forecasts represent a variety of modeling approaches, data sources, and assumptions regarding the spread of COVID-19. The goal of this dataset is to establish a standardized and comparable set of short-term forecasts from modeling teams. These data can be used to develop ensemble models, communicate forecasts to the public, create visualizations, compare models, and inform policies regarding COVID-19 mitigation. These open-source data are available via download from GitHub, through an online API, and through R packages
Pervasive gaps in Amazonian ecological research
- Author
- Aguiar Daniel Praia Portela de
- Aguiar Hilton Jeferson Alves Cardoso de
- Albernaz Ana Luisa
- Albuquerque Bianca Weiss
- Aleixo Alexandre
- Alencar Luana
- Almeida Daniely da Frota
- Almeida Marllus Rafael Negreiros
- Almeida Morgana
- Almeida Rony Peterson Santos
- Almeida Wanessa Rejane de
- Alvarado Swanni T.
- Alverga Paula Palhares de Polari
- Alves da Rosa Clarissa
- Alves-Martins Fernanda
- Alves-Martins Fernanda
- Amado Lílian Lund
- Amaral Dário Dantas do
- Anacléto Maria José Pinheiro
- Andrade Ana Luiza
- Andrade Rafael Barreto de
- Andrade-Silva Joudellys
- Andresen Ellen
- Andretti Christian Borges
- Andriolo Aline
- André Thiago
- Anjos Diego V.
- Aragão Luiz
- Aragão Luiz
- Arantes Caroline C.
- Arenas Edith Rosario Clemente
- Arrolho Solange
- Arruda Filipe Viegas de
- Assis Rafael Leandro de
- Azara Ludson
- Azevêdo Carlos Augusto Silva de
- Baccaro Fabricio B.
- Baccaro Fabricio B.
- Baider Cláudia
- Baker Timothy R.
- Barbosa Edelcilio Marques
- Barbosa Julianna Freires
- Barbosa Reinaldo Imbrozio
- Barbosa Thiago Augusto Pedroso
- Barlow Jos
- Barlow Jos
- Barni Paulo Eduardo
- Barros Gabriel Gazzana
- Barroso Jorcely G.
- Barthem Ronaldo
- Bastos Douglas
- Bastos Rafael Costa
- Batista Anderson Pedro Bernadina
- Begot Tiago Octavio
- Beiroz Wallace
- Benetti Cesar João
- Benone Naraiana Loureiro
- Bentos Tony Vizcarra
- Berenguer Erika
- Berenguer Erika
- Bispo Pitágoras C.
- Boldrini Rafael
- Bonates Luiz Carlos de Matos
- Borba Gabriel Costa
- Borges Augusto
- Borges Luiz Henrique Medeiros
- Borges Sérgio Henrique
- Braga Danielle de Lima
- Braga Rafael Benzi
- Brando Paulo
- Brasil Leandro Schlemmer
- Brejão Gabriel Lourenço
- Brito Maiara Tábatha da Silva
- Brito Thaline de Freitas
- Brocardo Carlos Rodrigo
- Brown Irving Foster
- Brulinger Luciane Ferreira Barbosa
- Bueno Anderson S.
- Cabeceira Fernando Gonçalves
- Cabette Helena Soares Ramos
- Cabral Guilherme Sampaio
- Cajaiba Reinaldo Lucas
- Callisto Marcos
- Calor Adolfo Ricardo
- Calvão Lenize Batista
- Camargo José Luís
- Camargo Plínio Barbosa de
- Campana Débora Rodrigues de Souza
- Campos Nubia
- Campos-Filho Eduardo Malta
- Cardoso Maira Rodrigues
- Carim Marcelo de Jesus Veiga
- Carmo Guilherme Henrique Pompiano do
- Carniello Maria Antonia
- Carpanedo Rainiellen de Sá
- Carreiras João
- Carvalho Fernanda Antunes
- Carvalho Fernando Geraldo
- Carvalho Fernando Rogério de
- Carvalho Karine Santana
- Carvalho Lidiany Camila da Silva
- Carvalho Lucélia Nobre
- Carvalho Raquel L.
- Carvalho Raquel L.
- Casadei-Ferreira Alexandre
- Casatti Lílian
- Castello Leandro
- Castello Leandro
- Castilho Carolina
- Castro Arlison Bezerra
- Castro Flávio Siqueira de
- Castro Wendeson
- Catarino Michel
- Cavalheiro Larissa
- Cerqueira Silva Július César
- Cerqueira Pablo Vieira
- Cintra Bruno B. L.
- Cochrane Mark A.
- Coelho de Souza Fernanda
- Coelho Luiz de Souza
- Coletti Fabrício
- Cordeiro Carlos Leandro
- Cornelius Cintia
- Correa Anne Sthephane A. S.
- Costa Batista Michela
- Costa Daniel da Silva
- Costa Flavia R. C.
- Costa Flavia R. C.
- Costa Janaina Barbosa Pedrosa
- Costa Jessica Gomes
- Costa Maria Katiane Sousa
- Costa Marília Maria Silva da
- Couceiro Sheyla Regina Marques
- Cravo Jessica Soares
- Crema Luciana Carvalho
- Cruz Paulo Vilela
- Cruz Wesley Jonatar Alves da
- Cunha Erlane José Rodrigues da
- da Rocha Maíra
- da Silva Guimarães José Renan
- da Silva Menger Juliana
- da Silva Elidiomar R.
- da Silva Gustavo Cardoso
- da Silva Júlia Santana
- da Silva Karina Dias
- da Silva Letícia Fernandes
- da Silva Márcio Joaquim
- da Silva Pedro Giovâni
- Daly Douglas
- Damasco Gabriel
- Davis Bradley
- de Abreu Jadson Coelho
- de Albuquerque Emília Zoppas
- de Brito Janaina Gomes
- de Faria Falcão Jéssica Caroline
- de Lima Alves Adriana
- de Matos Liliane Stedile
- de Oliveira Melo Lia
- de Resende Bethânia Oliveira
- de Sousa Gorayeb Inocêncio
- de Toledo José Julio
- Delabie Jacques Hubert Charles
- Demarchi Layon Oreste
- Desidério Gleison Robson
- Deus Claudia Pereira de
- Dias Murilo S.
- do Vale Julio Daniel
- Domingues Tomas F.
- Doria Carolina Rodrigues da Costa
- dos Anjos Marcelo Rodrigues
- Douglas Danyhelton
- Duarte Ritter Camila
- Dumas Leandro Lourenço
- Durgante Flavia
- Dutra Dhâmyla Bruna de Souza
- Dutra Silvia Leitão
- Dáttilo Wesley
- d’Horta Fernando Mendonça
- e Gomes Jerrian Oliveira
- e Pérez Raúl Enriqu Pirela
- Edwards David P.
- Elias Fernando
- Elias Fernando
- Emilio Thaise
- Esposito Maria Cristina
- Espírito Santo Nádia Barbosa
- Espírito-Santo Helder M. V.
- Fares Ana Luisa
- Faria Ana Paula Justino
- Farias Emanuelle de Sousa
- Feitosa Yuri
- Feldpausch Ted R.
- Fernandes Itanna Oliveira
- Fernandes Izaias
- Ferreira Aurélia Bentes
- Ferreira Joice
- Ferreira Joice
- Ferreira Leandro Valle
- Ferreira Nelson, Jr.
- Ferreira-Ferreira Jefferson
- Firmino Viviane
- Flores Bernardo M.
- Florêncio Fernando Prado
- Fontenele Luane
- França Filipe
- França Filipe M.
- Freitas Carlos
- Freitas Madson Antonio Benjamin
- Freitas Marina Guimarães
- Félix Nathalia Silva
- Galuch André V.
- Gama Neto Jaime de Liege
- Gastauer Markus
- Geber Filho Adem Nagibe dos Santos
- Ghidini André Ricardo
- Giacomin Leandro
- Giarrizzo Tommaso
- Giehl Nubia França da Silva
- Godoy Bruno Spacek
- Gomes Vitor Hugo Freitas
- Gontijo Alexandre
- Gonçalves Inês Correa
- Graça Paulo Mauricio de Alencastro
- Griffiths Hannah
- Gris Darlene
- Gualberto Cláudia G.
- Guedes Marcelino Carneiro
- Guedes Matheus L.
- Guedes Matheus L.
- Guerrero Jesús Enrique Burgos
- Guilherme Edson
- Guimaraes Aretha Franklin
- Guimarães David Pedroza
- Görgens Eric Bastos
- Hamada Neusa
- Haugaasen Torbjørn
- Hawes Joseph E.
- Hercos Alexandre
- Hilário Renato Richard
- Holanda de Andrade André Luiz Ramos
- Holmgren Milena
- Householder Ethan
- Irume Mariana Victória
- Isaac Victoria
- Isaac Victoria
- Ivanauskas Natalia Macedo
- Izzo Thiago Junqueira
- Jakovac Catarina C.
- Jardim Gabriela Abrantes
- Juen Leandro
- Juen Leandro
- Junqueira André Braga
- Korasaki Vanesca
- Krolow Tiago Kütter
- Kunz Sustanis Horn
- Landeiro Victor Lemes
- Lanna João
- Laranjeiras Thiago Orsi
- Lasky Jesse R.
- Lasmar Chaim
- Laurance Susan
- Laurance William
- Leal Cecilia G.
- Leal Cecilia G.
- Lees Alexander C.
- Lees Alexander C.
- Leitão Rafael Pereira
- Levis Carolina
- Leão Híngara
- Ligeiro Raphael
- Lima Gisiane Rodrigues
- Lima Jônatas
- Lima Ysadhora Gomes de
- Lobato Cleonice Maria Cardoso
- Lopes Aline
- Lopes Maria Aparecida
- Lourenço Luzia da Silva
- Louzada Julio
- Luize Bruno Garcia
- Luther David
- Machado Tatiana Lemos da Silva
- Maciel Rafaella
- Maciel Rafaella
- Magalhães José Leonardo Lima
- Magnusson William E.
- Mahood Simon
- Maia Laís Ferreira
- Maldaner Maria Eduarda
- Malhi Yadvinder
- Manzatto Angelo Gilberto
- Maracahipes Leandro
- Maracahipes-Santos Leonardo
- Marimon Beatriz S.
- Marimon-Junior Ben Hur
- Marques Elineide E.
- Marsh Charles J.
- Martins Maria Pires
- Martins Mila Ferraz de Oliveira
- Massam Mike R.
- Maximiano Marina Franco de Almeida
- Mazzei Lucas
- Medeiros Herison
- Medeiros Marcelo Brilhante de
- Medeiros Natália
- Melgaço Karina
- Melinski Ramiro Dário
- Melo Lima Diego Viana
- Melo Antonio Willian Flores de
- Melo Bruna Santos Bitencourt de
- Melo Gracilene da Costa de
- Mendes Aguiar Jonas José
- Mendes Keila Rêgo
- Mendes Raimundo N. G., Jr.
- Mendes Thiago Pereira
- Mendonça Fernando P.
- Menezes Andressa Silvana Oliveira de
- Mestre Luiz A. M.
- Metcalf Oliver Charles
- Michelan Thaisa Sala
- Miguel Thiago Barros
- Milheiras Sérgio
- Milliken William
- Miranda Ires Paula de Andrade
- Miranda Patrícia Nakayama
- Montag Luciano Fogaça de Assis
- Monteiro Jr. Cláudio da Silva
- Monteiro Marcília Gabriella Tavares
- Morandi Paulo S.
- Morato Elder Ferreira
- Moreira Felipe F. F.
- Mortati Amanda Frederico
- Moser Pamela
- Moura Mario R.
- Moura Mario R.
- Muelbert Adriane Esquivel
- Muñoz Gutiérrez Jhonatan Andrés
- Naka Luciano Nicolas
- Nascimento Henrique Eduardo Mendonça
- Nascimento Marcelo Trindade
- Nascimento Rodrigo O.
- Nascimento Rodrigo O.
- Navarro Paolucci Lucas
- Nelson Bruce
- Nessimian Jorge Luiz
- Neto Francisco Valente-
- Nichols Elizabeth
- Nienow Samuel
- Nogueira Denis Silva
- Nonato Flávia Alessandra da Silva
- Noriega Jorge Ari
- Noronha Janaína Costa
- Novo Evlyn Márcia Moraes de Leão
- Nunes Cassio A.
- Nunes Cassio A.
- Nunes Luis Gabriel de Oliveira
- o Santos Marcos Pérsi Dantas
- Obermuller Flávio Amorim
- Oliveira Pes Ana Maria
- Oliveira Alexandre Adalardo de
- Oliveira Amanda Batista da Silva de
- Oliveira Cinthia Pereira de
- Oliveira Edmar Almeida de
- Oliveira Fabiana Ferreira de
- Oliveira José Max B., Jr.
- Oliveira Marco Antonio de
- Oliveira Marcus Vinicio Neves D.
- Oliveira Sérgio Augusto Vidal de
- Oliveira Victor Hugo Fonseca
- Oliveira Vívian Campos de
- Oliveira Washington Luis de
- Olivo Neto Antonio Miguel
- Pansonato Marcelo Petratti
- Passos Maria Inês S.
- Paula William Sousa de
- Pauletto Daniela
- Pedroza Diego
- Peixoto Ualerson
- Penagos Cristian Camilo Mendoza
- Pereira Jorge Luiz da Silva
- Peres Carlos A.
- Peruquetti Patricia Santos Ferreira
- Phillips Oliver L.
- Phillips Oliver L.
- Piedade Alexandra Rocha da
- Piedade Maria Teresa Fernandez
- Pombo Maihyra Marina
- Pompeu Paulo dos Santos
- Pontes-Lopes Aline
- Pozzobom Ully Mattilde
- Prado Livia Pires do
- Prance Ghillean T.
- Pringle Elizabeth G.
- Prist Paula
- Prudente Bruno da Silveira
- Puker Anderson
- Pérez-Mayorga María Angélica
- Quaresma Adriano
- Queiroz Antonio C. M.
- Queiroz Helder Lima de
- r Costa Neto Salustiano Vila da
- Raseira Marcelo Bassols
- Rechetelo Juliana
- Reis Fagno
- Reis Leonardo Pequeno
- Resende Angelica F.
- Resende Angelica F.
- Revilla Juan David Cardenas
- Ribas Carla Rodrigues
- Ribeiro José Moacir Ferreira
- Ribeiro Sabina Cerruto
- Ribeiro Sérvio Pontes
- Ribeiro Vanessa Soares
- Rodrigues Domingos de Jesus
- Rodrigues Silvia Barbosa
- Rodrigues Taís Helena Araujo
- Roque Fabio de Oliveira
- Rosa Dian Carlos Pinheiro
- Rosalino Luís Miguel do Carmo
- Rousseau Guillaume Xavier
- Ruschel Ademir
- Rutt Cameron L.
- Salcedo Ana Karina Moreyra
- Sales Francisco Matheus da Silva
- Salles Frederico Falcão
- Salomão Rafael P.
- Salomão Renato Portela
- Santana Edrielly Carolinne Carvalho de
- Santana Flávia Delgado
- Santiago Wagner Tadeu Vieira
- Santos Ferreira Victor Rennan
- Santos Neto Cláudio Rabelo dos
- Santos Allan Paulo Moreira dos
- Santos Bruno Borges
- Santos Cleverson Rannieri Meira dos
- Santos Cássia Anicá dos
- Santos Deane Cabral dos
- Santos Ednaira Alencar dos
- Santos Isis Caroline Siqueira
- Santos Jean Carlos
- Santos Talitha Ferreira dos
- Sarmento Priscila S. de M.
- Schietti Juliana
- Schietti Juliana
- Schmidt Fernando Augusto
- Schmidt Fernando Augusto
- Schwartz Gustavo
- Schöngart Jochen
- Scudeller Veridiana Vizoni
- Shimabukuro Yosio Edemir
- Shimano Yulie
- Shutt Jack
- Shutt Jack
- Silva Brito Joás
- Silva Camila V. J.
- Silva Celice Alexandre
- Silva Dennis Rodrigues da
- Silva Diego Armando Silva da
- Silva Fernando Augusto Barbosa
- Silva José Orlando de Almeida
- Silva Otávio Guilherme Morais da
- Silva Sonaira Souza da
- Silva Thiago Sanna Freire
- Silva Victória de Nazaré Gama
- Silva Wegliane Campelo da
- Silva Wheriton Fernando Moreira da
- Silvano Renato Azevedo Matias
- Silveira Juliana M.
- Silveira Juliana M.
- Silveira Luis Fábio
- Silveira Marcos
- Silveira Maria Aurea Pinheiro de Almeida
- Silvério Divino V.
- Simon Marcelo Fragomeni
- Siqueira Emely Laiara Silva de
- Sousa Sidney Araújo de
- Sousa Thaiane
- Souto Paula
- Souza Flávia Kelly Siqueira de
- Souza Jorge Luiz Pereira de
- Souza Mateus Fernando de
- Souza Márcia Regina de
- Souza Priscila
- Stegmann Lis
- Stegmann Lis
- Storck-Tonon Danielle
- Stropp Juliana
- Targhetta Natalia
- ter Steege Hans
- ter Steege Hans
- Todeschini Felipe
- Triana Stefania Pinzón
- Uehara-Prado Marcio
- van den Berg Eduardo
- Vasconcelos Heraldo L.
- Vaz-de-Mello Fernando
- Vaz-de-Mello Fernando
- Vedovato Laura Barbosa
- Venticinque Eduardo M.
- Venticinque Eduardo M.
- Veras Daniel Silas
- Vicentini Alberto
- Vidal Edson
- Vieira Daniel Luis Mascia
- Vieira Ima Célia Guimarães
- Vieira Ima Célia Guimarães
- Vieira Lisandro
- Vieira Simone Aparecida
- Villa Boris
- Vital Marcos José Salgado
- Vulinec Kevina
- Wilker Icaro
- Williamson Bruce
- Wittmann Florian
- Wolfe Jared
- Yamamoto Kedma Cristine
- Zanetti Ronald
- Zanzini Antonio Carlos da Silva
- Zanzini Lucas Pereira
- Zuanon Jansen
- Zuanon Jansen
- Publication venue
- Elsevier
- Publication date
- 08/11/2023
- Field of study
Pervasive gaps in Amazonian ecological research
- Author
- Aguiar Daniel Praia Portela de
- Aguiar Hilton Jeferson Alves Cardoso de
- Albernaz Ana Luisa
- Albuquerque Bianca Weiss
- Aleixo Alexandre
- Alencar Luana
- Almeida Daniely da Frota
- Almeida Marllus Rafael Negreiros
- Almeida Morgana
- Almeida Rony Peterson Santos
- Almeida Wanessa Rejane de
- Alvarado Swanni T.
- Alverga Paula Palhares de Polari
- Alves da Rosa Clarissa
- Alves-Martins Fernanda
- Alves-Martins Fernanda
- Amado Lílian Lund
- Amaral Dário Dantas do
- Anacléto Maria José Pinheiro
- Andrade Ana Luiza
- Andrade Rafael Barreto de
- Andrade-Silva Joudellys
- Andresen Ellen
- Andretti Christian Borges
- Andriolo Aline
- André Thiago
- Anjos Diego V.
- Aragão Luiz
- Aragão Luiz
- Arantes Caroline C.
- Arenas Edith Rosario Clemente
- Arrolho Solange
- Arruda Filipe Viegas de
- Assis Rafael Leandro de
- Azara Ludson
- Azevêdo Carlos Augusto Silva de
- Baccaro Fabricio B.
- Baccaro Fabricio B.
- Baider Cláudia
- Baker Timothy R.
- Barbosa Edelcilio Marques
- Barbosa Julianna Freires
- Barbosa Reinaldo Imbrozio
- Barbosa Thiago Augusto Pedroso
- Barlow Jos
- Barlow Jos
- Barni Paulo Eduardo
- Barros Gabriel Gazzana
- Barroso Jorcely G.
- Barthem Ronaldo
- Bastos Douglas
- Bastos Rafael Costa
- Batista Anderson Pedro Bernadina
- Begot Tiago Octavio
- Beiroz Wallace
- Benetti Cesar João
- Benone Naraiana Loureiro
- Bentos Tony Vizcarra
- Berenguer Erika
- Berenguer Erika
- Bispo Pitágoras C.
- Boldrini Rafael
- Bonates Luiz Carlos de Matos
- Borba Gabriel Costa
- Borges Augusto
- Borges Luiz Henrique Medeiros
- Borges Sérgio Henrique
- Braga Danielle de Lima
- Braga Rafael Benzi
- Brando Paulo
- Brasil Leandro Schlemmer
- Brejão Gabriel Lourenço
- Brito Maiara Tábatha da Silva
- Brito Thaline de Freitas
- Brocardo Carlos Rodrigo
- Brown Irving Foster
- Brulinger Luciane Ferreira Barbosa
- Bueno Anderson S.
- Cabeceira Fernando Gonçalves
- Cabette Helena Soares Ramos
- Cabral Guilherme Sampaio
- Cajaiba Reinaldo Lucas
- Callisto Marcos
- Calor Adolfo Ricardo
- Calvão Lenize Batista
- Camargo José Luís
- Camargo Plínio Barbosa de
- Campana Débora Rodrigues de Souza
- Campos Nubia
- Campos-Filho Eduardo Malta
- Cardoso Maira Rodrigues
- Carim Marcelo de Jesus Veiga
- Carmo Guilherme Henrique Pompiano do
- Carniello Maria Antonia
- Carpanedo Rainiellen de Sá
- Carreiras João
- Carvalho Fernanda Antunes
- Carvalho Fernando Geraldo
- Carvalho Fernando Rogério de
- Carvalho Karine Santana
- Carvalho Lidiany Camila da Silva
- Carvalho Lucélia Nobre
- Carvalho Raquel L.
- Carvalho Raquel L.
- Casadei-Ferreira Alexandre
- Casatti Lílian
- Castello Leandro
- Castello Leandro
- Castilho Carolina
- Castro Arlison Bezerra
- Castro Flávio Siqueira de
- Castro Wendeson
- Catarino Michel
- Cavalheiro Larissa
- Cerqueira Silva Július César
- Cerqueira Pablo Vieira
- Cintra Bruno B.L.
- Cochrane Mark A.
- Coelho de Souza Fernanda
- Coelho Luiz de Souza
- Coletti Fabrício
- Cordeiro Carlos Leandro
- Cornelius Cintia
- Correa Anne Sthephane A.S.
- Costa Batista Michela
- Costa Daniel da Silva
- Costa Flavia R.C.
- Costa Flavia R.C.
- Costa Janaina Barbosa Pedrosa
- Costa Jessica Gomes
- Costa Maria Katiane Sousa
- Costa Marília Maria Silva da
- Couceiro Sheyla Regina Marques
- Cravo Jessica Soares
- Crema Luciana Carvalho
- Cruz Paulo Vilela
- Cruz Wesley Jonatar Alves da
- Cunha Erlane José Rodrigues da
- da Rocha Maíra
- da Silva Guimarães José Renan
- da Silva Menger Juliana
- da Silva Elidiomar R.
- da Silva Gustavo Cardoso
- da Silva Júlia Santana
- da Silva Karina Dias
- da Silva Letícia Fernandes
- da Silva Márcio Joaquim
- da Silva Pedro Giovâni
- da Silva Rogério Rosa
- Daly Douglas
- Damasco Gabriel
- Davis Bradley
- de Abreu Jadson Coelho
- de Albuquerque Emília Zoppas
- de Brito Janaina Gomes
- de Faria Falcão Jéssica Caroline
- de Lima Alves Adriana
- de Matos Liliane Stedile
- de Oliveira Melo Lia
- de Resende Bethânia Oliveira
- de Sousa Gorayeb Inocêncio
- de Toledo José Julio
- Delabie Jacques Hubert Charles
- Demarchi Layon Oreste
- Desidério Gleison Robson
- Deus Claudia Pereira de
- Dias Murilo S.
- do Vale Julio Daniel
- Domingues Tomas F.
- Doria Carolina Rodrigues da Costa
- dos Anjos Marcelo Rodrigues
- Douglas Danyhelton
- Duarte Ritter Camila
- Dumas Leandro Lourenço
- Durgante Flavia
- Dutra Dhâmyla Bruna de Souza
- Dutra Silvia Leitão
- Dáttilo Wesley
- d’Horta Fernando Mendonça
- e Gomes Jerrian Oliveira
- e Pérez Raúl Enriqu Pirela
- Edwards David P.
- Elias Fernando
- Elias Fernando
- Emilio Thaise
- Esposito Maria Cristina
- Espírito Santo Nádia Barbosa
- Espírito-Santo Helder M.V.
- Fadini Rodrigo Ferreira
- Fares Ana Luisa
- Faria Ana Paula Justino
- Farias Emanuelle de Sousa
- Feitosa Rodrigo Machado
- Feitosa Yuri
- Feldpausch Ted R.
- Fernandes Itanna Oliveira
- Fernandes Izaias
- Ferreira Aurélia Bentes
- Ferreira Joice
- Ferreira Joice
- Ferreira Leandro Valle
- Ferreira Nelson
- Ferreira-Ferreira Jefferson
- Firmino Viviane
- Flores Bernardo M.
- Florêncio Fernando Prado
- Fontenele Luane
- França Filipe
- França Filipe M.
- Freitas Carlos
- Freitas Madson Antonio Benjamin
- Freitas Marina Guimarães
- Félix Nathalia Silva
- Galuch André V.
- Gama Neto Jaime de Liege
- Gastauer Markus
- Geber Filho Adem Nagibe dos Santos
- Ghidini André Ricardo
- Giacomin Leandro
- Giarrizzo Tommaso
- Giehl Nubia França da Silva
- Godoy Bruno Spacek
- Gomes Vitor Hugo Freitas
- Gontijo Alexandre
- Gonçalves Inês Correa
- Graça Paulo Mauricio de Alencastro
- Griffiths Hannah
- Gris Darlene
- Gualberto Cláudia G.
- Guedes Marcelino Carneiro
- Guedes Matheus L.
- Guedes Matheus L.
- Guerrero Jesús Enrique Burgos
- Guilherme Edson
- Guimaraes Aretha Franklin
- Guimarães David Pedroza
- Görgens Eric Bastos
- Hamada Neusa
- Haugaasen Torbjørn
- Hawes Joseph E.
- Hercos Alexandre
- Hilário Renato Richard
- Holanda de Andrade André Luiz Ramos
- Holmgren Milena
- Householder Ethan
- Irume Mariana Victória
- Isaac Victoria
- Isaac Victoria
- Ivanauskas Natalia Macedo
- Izzo Thiago Junqueira
- Jakovac Catarina C.
- Jardim Gabriela Abrantes
- Juen Leandro
- Juen Leandro
- Junqueira André Braga
- Korasaki Vanesca
- Koroiva Ricardo
- Krolow Tiago Kütter
- Kunz Sustanis Horn
- Landeiro Victor Lemes
- Lanna João
- Laranjeiras Thiago Orsi
- Lasky Jesse R.
- Lasmar Chaim
- Laurance Susan
- Laurance William
- Leal Cecilia G.
- Leal Cecilia G.
- Lees Alexander C.
- Lees Alexander C.
- Leitão Rafael Pereira
- Levis Carolina
- Leão Híngara
- Ligeiro Raphael
- Lima Gisiane Rodrigues
- Lima Jônatas
- Lima Ysadhora Gomes de
- Lobato Cleonice Maria Cardoso
- Lopes Aline
- Lopes Maria Aparecida
- Lourenço Luzia da Silva
- Louzada Julio
- Luize Bruno Garcia
- Luther David
- Machado Tatiana Lemos da Silva
- Maciel Rafaella
- Maciel Rafaella
- Magalhães José Leonardo Lima
- Magnusson William E.
- Mahood Simon
- Maia Laís Ferreira
- Maldaner Maria Eduarda
- Malhi Yadvinder
- Manzatto Angelo Gilberto
- Maracahipes Leandro
- Maracahipes-Santos Leonardo
- Mariano Rodolfo
- Marimon Beatriz S.
- Marimon-Junior Ben Hur
- Marques Elineide E.
- Marsh Charles J.
- Martins Maria Pires
- Martins Mila Ferraz de Oliveira
- Martins Renato Tavares
- Massam Mike R.
- Matavelli Rodrigo
- Maximiano Marina Franco de Almeida
- Mazzei Lucas
- Medeiros Herison
- Medeiros Marcelo Brilhante de
- Medeiros Natália
- Melgaço Karina
- Melinski Ramiro Dário
- Melo Lima Diego Viana
- Melo Antonio Willian Flores de
- Melo Bruna Santos Bitencourt de
- Melo Gracilene da Costa de
- Mendes Aguiar Jonas José
- Mendes Keila Rêgo
- Mendes Raimundo N.G.
- Mendes Thiago Pereira
- Mendonça Fernando P.
- Menezes Andressa Silvana Oliveira de
- Mestre Luiz A.M.
- Metcalf Oliver Charles
- Michelan Thaisa Sala
- Miguel Thiago Barros
- Milheiras Sérgio
- Milliken William
- Miranda Ires Paula de Andrade
- Miranda Patrícia Nakayama
- Montag Luciano Fogaça de Assis
- Monteiro Jr. Cláudio da Silva
- Monteiro Marcília Gabriella Tavares
- Morandi Paulo S.
- Morato Elder Ferreira
- Moreira Felipe F.F.
- Mormul Roger Paulo
- Mortati Amanda Frederico
- Moser Pamela
- Moura Mario R.
- Moura Mario R.
- Muelbert Adriane Esquivel
- Muñoz Gutiérrez Jhonatan Andrés
- Naka Luciano Nicolas
- Nascimento Henrique Eduardo Mendonça
- Nascimento Marcelo Trindade
- Nascimento Rodrigo O.
- Nascimento Rodrigo O.
- Navarro Paolucci Lucas
- Nelson Bruce
- Nessimian Jorge Luiz
- Neto Francisco Valente-
- Nichols Elizabeth
- Nienow Samuel
- Nogueira Denis Silva
- Nonato Flávia Alessandra da Silva
- Noriega Jorge Ari
- Noronha Janaína Costa
- Novo Evlyn Márcia Moraes de Leão
- Nunes Cassio A.
- Nunes Cassio A.
- Nunes Luis Gabriel de Oliveira
- o Santos Marcos Pérsi Dantas
- Obermuller Flávio Amorim
- Oliveira Pes Ana Maria
- Oliveira Alexandre Adalardo de
- Oliveira Amanda Batista da Silva de
- Oliveira Cinthia Pereira de
- Oliveira Edmar Almeida de
- Oliveira Fabiana Ferreira de
- Oliveira José Max B.
- Oliveira Marco Antonio de
- Oliveira Marcus Vinicio Neves D.
- Oliveira Rodrigo Leonardo Costa de
- Oliveira Sérgio Augusto Vidal de
- Oliveira Victor Hugo Fonseca
- Oliveira Vívian Campos de
- Oliveira Washington Luis de
- Olivo Neto Antonio Miguel
- Pansonato Marcelo Petratti
- Passos Maria Inês S.
- Paula William Sousa de
- Pauletto Daniela
- Pedroza Diego
- Peixoto Ualerson
- Penagos Cristian Camilo Mendoza
- Perdiz Ricardo de Oliveira
- Pereira Jorge Luiz da Silva
- Peres Carlos A.
- Peruquetti Patricia Santos Ferreira
- Phillips Oliver L.
- Phillips Oliver L.
- Piedade Alexandra Rocha da
- Piedade Maria Teresa Fernandez
- Pombo Maihyra Marina
- Pompeu Paulo dos Santos
- Pontes-Lopes Aline
- Pozzobom Ully Mattilde
- Prado Livia Pires do
- Prance Ghillean T.
- Pringle Elizabeth G.
- Prist Paula
- Prudente Bruno da Silveira
- Puker Anderson
- Pérez-Mayorga María Angélica
- Quaresma Adriano
- Queiroz Antonio C.M.
- Queiroz Helder Lima de
- r Costa Neto Salustiano Vila da
- Raseira Marcelo Bassols
- Rechetelo Juliana
- Reis Fagno
- Reis Leonardo Pequeno
- Resende Angelica F.
- Resende Angelica F.
- Revilla Juan David Cardenas
- Ribas Carla Rodrigues
- Ribeiro José Moacir Ferreira
- Ribeiro Rodrigo Arison Barbosa
- Ribeiro Sabina Cerruto
- Ribeiro Sérvio Pontes
- Ribeiro Vanessa Soares
- Rodrigues Domingos de Jesus
- Rodrigues Silvia Barbosa
- Rodrigues Taís Helena Araujo
- Roque Fabio de Oliveira
- Rosa Dian Carlos Pinheiro
- Rosalino L. M.
- Rousseau Guillaume Xavier
- Ruschel Ademir
- Rutt Cameron L.
- s de Lima Robson Borge
- Salcedo Ana Karina Moreyra
- Sales Francisco Matheus da Silva
- Salles Frederico Falcão
- Salomão Rafael P.
- Salomão Renato Portela
- Santana Edrielly Carolinne Carvalho de
- Santana Flávia Delgado
- Santiago Wagner Tadeu Vieira
- Santos Ferreira Victor Rennan
- Santos Neto Cláudio Rabelo dos
- Santos Allan Paulo Moreira dos
- Santos Bruno Borges
- Santos Cleverson Rannieri Meira dos
- Santos Cássia Anicá dos
- Santos Deane Cabral dos
- Santos Ednaira Alencar dos
- Santos Isis Caroline Siqueira
- Santos Jean Carlos
- Santos Talitha Ferreira dos
- Sarmento Priscila S. de M.
- Schietti Juliana
- Schietti Juliana
- Schmidt Fernando Augusto
- Schmidt Fernando Augusto
- Schwartz Gustavo
- Schöngart Jochen
- Scudeller Veridiana Vizoni
- Shimabukuro Yosio Edemir
- Shimano Yulie
- Shutt Jack
- Shutt Jack
- Silva Brito Joás
- Silva Camila V.J.
- Silva Celice Alexandre
- Silva Dennis Rodrigues da
- Silva Diego Armando Silva da
- Silva Fernando Augusto Barbosa
- Silva José Orlando de Almeida
- Silva Otávio Guilherme Morais da
- Silva Ricardo José da
- Silva Richarlly da Costa
- Silva Robson dos Santos Alves da
- Silva Sonaira Souza da
- Silva Thiago Sanna Freire
- Silva Victória de Nazaré Gama
- Silva Wegliane Campelo da
- Silva Wheriton Fernando Moreira da
- Silvano Renato Azevedo Matias
- Silveira Juliana M.
- Silveira Juliana M.
- Silveira Luis Fábio
- Silveira Marcos
- Silveira Maria Aurea Pinheiro de Almeida
- Silvério Divino V.
- Simon Marcelo Fragomeni
- Siqueira Emely Laiara Silva de
- Solar Ricardo
- Sousa Sidney Araújo de
- Sousa Thaiane
- Souto Paula
- Souza Flávia Kelly Siqueira de
- Souza Jorge Luiz Pereira de
- Souza Mateus Fernando de
- Souza Márcia Regina de
- Souza Priscila
- Stegmann Lis
- Stegmann Lis
- Storck-Tonon Danielle
- Stropp Juliana
- Targhetta Natalia
- ter Steege Hans
- ter Steege Hans
- Todeschini Felipe
- Triana Stefania Pinzón
- Uehara-Prado Marcio
- van den Berg Eduardo
- Vasconcelos Heraldo L.
- Vaz-de-Mello Fernando
- Vaz-de-Mello Fernando
- Vedovato Laura Barbosa
- Venticinque Eduardo M.
- Venticinque Eduardo M.
- Veras Daniel Silas
- Vicente Ricardo Eduardo
- Vicentini Alberto
- Vidal Edson
- Vieira Daniel Luis Mascia
- Vieira Ima Célia Guimarães
- Vieira Ima Célia Guimarães
- Vieira Lisandro
- Vieira Simone Aparecida
- Villa Boris
- Vital Marcos José Salgado
- Vulinec Kevina
- Wilker Icaro
- Williamson Bruce
- Wittmann Florian
- Wolfe Jared
- Yamamoto Kedma Cristine
- Zanetti Ronald
- Zanzini Antonio Carlos da Silva
- Zanzini Lucas Pereira
- Zuanon Jansen
- Zuanon Jansen
- Publication venue
- Cell Press
- Publication date
- 01/08/2023
- Field of study
Biodiversity loss is one of the main challenges of our time,1,2 and attempts to address it require a clear un derstanding of how ecological communities respond to environmental change across time and space.3,4
While the increasing availability of global databases on ecological communities has advanced our knowledge
of biodiversity sensitivity to environmental changes,5–7 vast areas of the tropics remain understudied.8–11 In
the American tropics, Amazonia stands out as the world’s most diverse rainforest and the primary source of
Neotropical biodiversity,12 but it remains among the least known forests in America and is often underrepre sented in biodiversity databases.13–15 To worsen this situation, human-induced modifications16,17 may elim inate pieces of the Amazon’s biodiversity puzzle before we can use them to understand how ecological com munities are responding. To increase generalization and applicability of biodiversity knowledge,18,19 it is thus
crucial to reduce biases in ecological research, particularly in regions projected to face the most pronounced
environmental changes. We integrate ecological community metadata of 7,694 sampling sites for multiple or ganism groups in a machine learning model framework to map the research probability across the Brazilian
Amazonia, while identifying the region’s vulnerability to environmental change. 15%–18% of the most ne glected areas in ecological research are expected to experience severe climate or land use changes by
2050. This means that unless we take immediate action, we will not be able to establish their current status,
much less monitor how it is changing and what is being lostinfo:eu-repo/semantics/publishedVersio
Pervasive gaps in Amazonian ecological research
- Author
- Aguiar Daniel Praia Portela de
- Aguiar Hilton Jeferson Alves Cardoso de
- Albernaz Ana Luisa
- Albuquerque Bianca Weiss
- Aleixo Alexandre
- Alencar Luana
- Almeida Daniely da Frota
- Almeida Marllus Rafael Negreiros
- Almeida Morgana
- Almeida Rony Peterson Santos
- Almeida Wanessa Rejane de
- Alvarado Swanni T.
- Alverga Paula Palhares de Polari
- Alves da Rosa Clarissa
- Alves-Martins Fernanda
- Amado Lílian Lund
- Amaral Dário Dantas do
- Anacléto Maria José Pinheiro
- Andrade Ana Luiza
- Andrade Rafael Barreto de
- Andrade-Silva Joudellys
- Andresen Ellen
- Andretti Christian Borges
- Andriolo Aline
- André Thiago
- Anjos Diego V.
- Aragão Luiz
- Arantes Caroline C.
- Arenas Edith Rosario Clemente
- Arrolho Solange
- Arruda Filipe Viegas de
- Assis Rafael Leandro de
- Azara Ludson
- Azevêdo Carlos Augusto Silva de
- Baccaro Fabricio B.
- Baider Cláudia
- Baker Timothy R.
- Barbosa Edelcilio Marques
- Barbosa Julianna Freires
- Barbosa Reinaldo Imbrozio
- Barbosa Thiago Augusto Pedroso
- Barlow Jos
- Barni Paulo Eduardo
- Barros Gabriel Gazzana
- Barroso Jorcely G.
- Barthem Ronaldo
- Bastos Douglas
- Bastos Rafael Costa
- Batista Anderson Pedro Bernadina
- Begot Tiago Octavio
- Beiroz Wallace
- Benetti Cesar João
- Benone Naraiana Loureiro
- Bentos Tony Vizcarra
- Berenguer Erika
- Bispo Pitágoras C.
- Boldrini Rafael
- Bonates Luiz Carlos de Matos
- Borba Gabriel Costa
- Borges Augusto
- Borges Luiz Henrique Medeiros
- Borges Sérgio Henrique
- Braga Danielle de Lima
- Braga Rafael Benzi
- Brando Paulo
- Brasil Leandro Schlemmer
- Brejão Gabriel Lourenço
- Brito Maiara Tábatha da Silva
- Brito Thaline de Freitas
- Brocardo Carlos Rodrigo
- Brown Irving Foster
- Brulinger Luciane Ferreira Barbosa
- Bueno Anderson S.
- Cabeceira Fernando Gonçalves
- Cabette Helena Soares Ramos
- Cabral Guilherme Sampaio
- Cajaiba Reinaldo Lucas
- Callisto Marcos
- Calor Adolfo Ricardo
- Calvão Lenize Batista
- Camargo José Luís
- Camargo Plínio Barbosa de
- Campana Débora Rodrigues de Souza
- Campos Nubia
- Campos-Filho Eduardo Malta
- Cardoso Maira Rodrigues
- Carim Marcelo de Jesus Veiga
- Carmo Guilherme Henrique Pompiano do
- Carniello Maria Antonia
- Carpanedo Rainiellen de Sá
- Carreiras João
- Carvalho Fernanda Antunes
- Carvalho Fernando Geraldo
- Carvalho Fernando Rogério de
- Carvalho Karine Santana
- Carvalho Lidiany Camila da Silva
- Carvalho Lucélia Nobre
- Carvalho Raquel L.
- Casadei-Ferreira Alexandre
- Casatti Lílian
- Castello Leandro
- Castilho Carolina
- Castro Arlison Bezerra
- Castro Flávio Siqueira de
- Castro Wendeson
- Catarino Michel
- Cavalheiro Larissa
- Cerqueira Silva Július César
- Cerqueira Pablo Vieira
- Cintra Bruno B.L.
- Cochrane Mark A.
- Coelho de Souza Fernanda
- Coelho Luiz de Souza
- Coletti Fabrício
- Cordeiro Carlos Leandro
- Cornelius Cintia
- Correa Anne Sthephane A.S.
- Costa Batista Michela
- Costa Daniel da Silva
- Costa Flavia R.C.
- Costa Janaina Barbosa Pedrosa
- Costa Jessica Gomes
- Costa Maria Katiane Sousa
- Costa Marília Maria Silva da
- Couceiro Sheyla Regina Marques
- Cravo Jessica Soares
- Crema Luciana Carvalho
- Cruz Paulo Vilela
- Cruz Wesley Jonatar Alves da
- Cunha Erlane José Rodrigues da
- d'Horta Fernando Mendonça
- da Rocha Maíra
- da Silva Guimarães José Renan
- da Silva Menger Juliana
- da Silva Elidiomar R.
- da Silva Gustavo Cardoso
- da Silva Júlia Santana
- da Silva Karina Dias
- da Silva Letícia Fernandes
- da Silva Márcio Joaquim
- da Silva Pedro Giovâni
- da Silva Rogério Rosa
- Daly Douglas
- Damasco Gabriel
- Davis Bradley
- de Abreu Jadson Coelho
- de Albuquerque Emília Zoppas
- de Brito Janaina Gomes
- de Faria Falcão Jéssica Caroline
- de Lima Alves Adriana
- de Matos Liliane Stedile
- de Oliveira Melo Lia
- de Resende Bethânia Oliveira
- de Sousa Gorayeb Inocêncio
- de Toledo José Julio
- Delabie Jacques Hubert Charles
- Demarchi Layon Oreste
- Desidério Gleison Robson
- Deus Claudia Pereira de
- Dias Murilo S.
- do Vale Julio Daniel
- Domingues Tomas F.
- Doria Carolina Rodrigues da Costa
- dos Anjos Marcelo Rodrigues
- Douglas Danyhelton
- Duarte Ritter Camila
- Dumas Leandro Lourenço
- Durgante Flavia
- Dutra Dhâmyla Bruna de Souza
- Dutra Silvia Leitão
- Dáttilo Wesley
- e Gomes Jerrian Oliveira
- e Pérez Raúl Enriqu Pirela
- Edwards David P.
- Elias Fernando
- Emilio Thaise
- Esposito Maria Cristina
- Espírito Santo Nádia Barbosa
- Espírito-Santo Helder M.V.
- Fadini Rodrigo Ferreira
- Fares Ana Luisa
- Faria Ana Paula Justino
- Farias Emanuelle de Sousa
- Feitosa Rodrigo Machado
- Feitosa Yuri
- Feldpausch Ted R.
- Fernandes Itanna Oliveira
- Fernandes Izaias
- Ferreira Aurélia Bentes
- Ferreira Joice
- Ferreira Leandro Valle
- Ferreira Nelson
- Ferreira-Ferreira Jefferson
- Firmino Viviane
- Flores Bernardo M.
- Florêncio Fernando Prado
- Fontenele Luane
- França Filipe
- França Filipe M.
- Freitas Carlos
- Freitas Madson Antonio Benjamin
- Freitas Marina Guimarães
- Félix Nathalia Silva
- Galuch André V.
- Gama Neto Jaime de Liege
- Gastauer Markus
- Geber Filho Adem Nagibe dos Santos
- Ghidini André Ricardo
- Giacomin Leandro
- Giarrizzo Tommaso
- Giehl Nubia França da Silva
- Godoy Bruno Spacek
- Gomes Vitor Hugo Freitas
- Gontijo Alexandre
- Gonçalves Inês Correa
- Graça Paulo Mauricio de Alencastro
- Griffiths Hannah
- Gris Darlene
- Gualberto Cláudia G.
- Guedes Marcelino Carneiro
- Guedes Matheus L.
- Guerrero Jesús Enrique Burgos
- Guilherme Edson
- Guimaraes Aretha Franklin
- Guimarães David Pedroza
- Görgens Eric Bastos
- Hamada Neusa
- Haugaasen Torbjørn
- Hawes Joseph E.
- Hercos Alexandre
- Hilário Renato Richard
- Holanda de Andrade André Luiz Ramos
- Holmgren Milena
- Householder Ethan
- Irume Mariana Victória
- Isaac Victoria
- Ivanauskas Natalia Macedo
- Izzo Thiago Junqueira
- Jakovac Catarina C.
- Jardim Gabriela Abrantes
- Juen Leandro
- Junqueira André Braga
- Korasaki Vanesca
- Koroiva Ricardo
- Krolow Tiago Kütter
- Kunz Sustanis Horn
- Landeiro Victor Lemes
- Lanna João
- Laranjeiras Thiago Orsi
- Lasky Jesse R.
- Lasmar Chaim
- Laurance Susan
- Laurance William
- Leal Cecilia G.
- Lees Alexander C.
- Leitão Rafael Pereira
- Levis Carolina
- Leão Híngara
- Ligeiro Raphael
- Lima Gisiane Rodrigues
- Lima Jônatas
- Lima Ysadhora Gomes de
- Lobato Cleonice Maria Cardoso
- Lopes Aline
- Lopes Maria Aparecida
- Lourenço Luzia da Silva
- Louzada Julio
- Luize Bruno Garcia
- Luther David
- Machado Tatiana Lemos da Silva
- Maciel Rafaella
- Magalhães José Leonardo Lima
- Magnusson William E.
- Mahood Simon
- Maia Laís Ferreira
- Maldaner Maria Eduarda
- Malhi Yadvinder
- Manzatto Angelo Gilberto
- Maracahipes Leandro
- Maracahipes-Santos Leonardo
- Mariano Rodolfo
- Marimon Beatriz S.
- Marimon-Junior Ben Hur
- Marques Elineide E.
- Marsh Charles J.
- Martins Maria Pires
- Martins Mila Ferraz de Oliveira
- Martins Renato Tavares
- Massam Mike R.
- Matavelli Rodrigo
- Maximiano Marina Franco de Almeida
- Mazzei Lucas
- Medeiros Herison
- Medeiros Marcelo Brilhante de
- Medeiros Natália
- Melgaço Karina
- Melinski Ramiro Dário
- Melo Lima Diego Viana
- Melo Antonio Willian Flores de
- Melo Bruna Santos Bitencourt de
- Melo Gracilene da Costa de
- Mendes Aguiar Jonas José
- Mendes Keila Rêgo
- Mendes Raimundo N.G.
- Mendes Thiago Pereira
- Mendonça Fernando P.
- Menezes Andressa Silvana Oliveira de
- Mestre Luiz A.M.
- Metcalf Oliver Charles
- Michelan Thaisa Sala
- Miguel Thiago Barros
- Milheiras Sérgio
- Milliken William
- Miranda Ires Paula de Andrade
- Miranda Patrícia Nakayama
- Montag Luciano Fogaça de Assis
- Monteiro Cláudio da Silva
- Monteiro Marcília Gabriella Tavares
- Morandi Paulo S.
- Morato Elder Ferreira
- Moreira Felipe F.F.
- Mormul Roger Paulo
- Mortati Amanda Frederico
- Moser Pamela
- Moura Mario R.
- Muelbert Adriane Esquivel
- Muñoz Gutiérrez Jhonatan Andrés
- Naka Luciano Nicolas
- Nascimento Henrique Eduardo Mendonça
- Nascimento Marcelo Trindade
- Nascimento Rodrigo O.
- Navarro Paolucci Lucas
- Nelson Bruce
- Nessimian Jorge Luiz
- Neto Francisco Valente
- Nichols Elizabeth
- Nienow Samuel
- Nogueira Denis Silva
- Nonato Flávia Alessandra da Silva
- Noriega Jorge Ari
- Noronha Janaína Costa
- Novo Evlyn Márcia Moraes de Leão
- Nunes Cassio A.
- Nunes Luis Gabriel de Oliveira
- o Santos Marcos Pérsi Dantas
- Obermuller Flávio Amorim
- Oliveira Pes Ana Maria
- Oliveira Alexandre Adalardo de
- Oliveira Amanda Batista da Silva de
- Oliveira Cinthia Pereira de
- Oliveira Edmar Almeida de
- Oliveira Fabiana Ferreira de
- Oliveira José Max B.
- Oliveira Marco Antonio de
- Oliveira Marcus Vinicio Neves D.
- Oliveira Rodrigo Leonardo Costa de
- Oliveira Sérgio Augusto Vidal de
- Oliveira Victor Hugo Fonseca
- Oliveira Vívian Campos de
- Oliveira Washington Luis de
- Olivo Neto Antonio Miguel
- Pansonato Marcelo Petratti
- Passos Maria Inês S.
- Paula William Sousa de
- Pauletto Daniela
- Pedroza Diego
- Peixoto Ualerson
- Penagos Cristian Camilo Mendoza
- Perdiz Ricardo de Oliveira
- Pereira Jorge Luiz da Silva
- Peres Carlos A.
- Peruquetti Patricia Santos Ferreira
- Phillips Oliver L.
- Piedade Alexandra Rocha da
- Piedade Maria Teresa Fernandez
- Pombo Maihyra Marina
- Pompeu Paulo dos Santos
- Pontes-Lopes Aline
- Pozzobom Ully Mattilde
- Prado Livia Pires do
- Prance Ghillean T.
- Pringle Elizabeth G.
- Prist Paula
- Prudente Bruno da Silveira
- Puker Anderson
- Pérez-Mayorga María Angélica
- Quaresma Adriano
- Queiroz Antonio C.M.
- Queiroz Helder Lima de
- r Costa Neto Salustiano Vila da
- Raseira Marcelo Bassols
- Rechetelo Juliana
- Reis Fagno
- Reis Leonardo Pequeno
- Resende Angelica F.
- Revilla Juan David Cardenas
- Ribas Carla Rodrigues
- Ribeiro José Moacir Ferreira
- Ribeiro Rodrigo Arison Barbosa
- Ribeiro Sabina Cerruto
- Ribeiro Sérvio Pontes
- Ribeiro Vanessa Soares
- Rodrigues Domingos de Jesus
- Rodrigues Silvia Barbosa
- Rodrigues Taís Helena Araujo
- Roque Fabio de Oliveira
- Rosa Dian Carlos Pinheiro
- Rosalino Luís Miguel do Carmo
- Rousseau Guillaume Xavier
- Ruschel Ademir
- Rutt Cameron L.
- s de Lima Robson Borge
- Salcedo Ana Karina Moreyra
- Sales Francisco Matheus da Silva
- Salles Frederico Falcão
- Salomão Rafael P.
- Salomão Renato Portela
- Santana Edrielly Carolinne Carvalho de
- Santana Flávia Delgado
- Santiago Wagner Tadeu Vieira
- Santos Ferreira Victor Rennan
- Santos Neto Cláudio Rabelo dos
- Santos Allan Paulo Moreira dos
- Santos Bruno Borges
- Santos Cleverson Rannieri Meira dos
- Santos Cássia Anicá dos
- Santos Deane Cabral dos
- Santos Ednaira Alencar dos
- Santos Isis Caroline Siqueira
- Santos Jean Carlos
- Santos Talitha Ferreira dos
- Sarmento Priscila S.de M.
- Schietti Juliana
- Schmidt Fernando Augusto
- Schwartz Gustavo
- Schöngart Jochen
- Scudeller Veridiana Vizoni
- Shimabukuro Yosio Edemir
- Shimano Yulie
- Shutt Jack
- Silva Brito Joás
- Silva Camila V.J.
- Silva Celice Alexandre
- Silva Dennis Rodrigues da
- Silva Diego Armando Silva da
- Silva Fernando Augusto Barbosa
- Silva José Orlando de Almeida
- Silva Otávio Guilherme Morais da
- Silva Ricardo José da
- Silva Richarlly da Costa
- Silva Robson dos Santos Alves da
- Silva Sonaira Souza da
- Silva Thiago Sanna Freire
- Silva Victória de Nazaré Gama
- Silva Wegliane Campelo da
- Silva Wheriton Fernando Moreira da
- Silvano Renato Azevedo Matias
- Silveira Juliana M.
- Silveira Luis Fábio
- Silveira Marcos
- Silveira Maria Aurea Pinheiro de Almeida
- Silvério Divino V.
- Simon Marcelo Fragomeni
- Siqueira Emely Laiara Silva de
- Solar Ricardo
- Sousa Sidney Araújo de
- Sousa Thaiane
- Souto Paula
- Souza Flávia Kelly Siqueira de
- Souza Jorge Luiz Pereira de
- Souza Mateus Fernando de
- Souza Márcia Regina de
- Souza Priscila
- Stegmann Lis
- Storck-Tonon Danielle
- Stropp Juliana
- Targhetta Natalia
- ter Steege Hans
- Todeschini Felipe
- Triana Stefania Pinzón
- Uehara-Prado Marcio
- van den Berg Eduardo
- Vasconcelos Heraldo L.
- Vaz-de-Mello Fernando
- Vedovato Laura Barbosa
- Venticinque Eduardo M.
- Veras Daniel Silas
- Vicente Ricardo Eduardo
- Vicentini Alberto
- Vidal Edson
- Vieira Daniel Luis Mascia
- Vieira Ima Célia Guimarães
- Vieira Lisandro
- Vieira Simone Aparecida
- Villa Boris
- Vital Marcos José Salgado
- Vulinec Kevina
- Wilker Icaro
- Williamson Bruce
- Wittmann Florian
- Wolfe Jared
- Yamamoto Kedma Cristine
- Zanetti Ronald
- Zanzini Antonio Carlos da Silva
- Zanzini Lucas Pereira
- Zuanon Jansen
- Publication venue
- Publication date
- 21/08/2023
- Field of study
Biodiversity loss is one of the main challenges of our time,1,2 and attempts to address it require a clear understanding of how ecological communities respond to environmental change across time and space.3,4 While the increasing availability of global databases on ecological communities has advanced our knowledge of biodiversity sensitivity to environmental changes,5,6,7 vast areas of the tropics remain understudied.8,9,10,11 In the American tropics, Amazonia stands out as the world's most diverse rainforest and the primary source of Neotropical biodiversity,12 but it remains among the least known forests in America and is often underrepresented in biodiversity databases.13,14,15 To worsen this situation, human-induced modifications16,17 may eliminate pieces of the Amazon's biodiversity puzzle before we can use them to understand how ecological communities are responding. To increase generalization and applicability of biodiversity knowledge,18,19 it is thus crucial to reduce biases in ecological research, particularly in regions projected to face the most pronounced environmental changes. We integrate ecological community metadata of 7,694 sampling sites for multiple organism groups in a machine learning model framework to map the research probability across the Brazilian Amazonia, while identifying the region's vulnerability to environmental change. 15%–18% of the most neglected areas in ecological research are expected to experience severe climate or land use changes by 2050. This means that unless we take immediate action, we will not be able to establish their current status, much less monitor how it is changing and what is being lost
Pervasive gaps in Amazonian ecological research
- Author
- Aguiar Daniel Praia Portela de
- Aguiar Hilton Jeferson Alves Cardoso de
- Albernaz Ana Luisa
- Albuquerque Bianca Weiss
- Aleixo Alexandre
- Alencar Luana
- Almeida Daniely da Frota
- Almeida Marllus Rafael Negreiros
- Almeida Morgana
- Almeida Rony Peterson Santos
- Almeida Wanessa Rejane de
- Alvarado Swanni T
- Alverga Paula Palhares de Polari
- Alves da Rosa Clarissa
- Alves-Martins Fernanda
- Alves-Martins Fernanda
- Amado Lílian Lund
- Amaral Dário Dantas do
- Anacléto Maria José Pinheiro
- Andrade Ana Luiza
- Andrade Rafael Barreto de
- Andrade-Silva Joudellys
- Andresen Ellen
- Andretti Christian Borges
- Andriolo Aline
- André Thiago
- Anjos Diego V
- Aragão Luiz
- Aragão Luiz
- Arantes Caroline C
- Arenas Edith Rosario Clemente
- Arrolho Solange
- Arruda Filipe Viegas de
- Assis Rafael Leandro de
- Azara Ludson
- Azevêdo Carlos Augusto Silva de
- Baccaro Fabricio B
- Baccaro Fabricio B
- Baider Cláudia
- Baker Timothy R
- Barbosa Edelcilio Marques
- Barbosa Julianna Freires
- Barbosa Reinaldo Imbrozio
- Barbosa Thiago Augusto Pedroso
- Barlow Jos
- Barlow Jos
- Barni Paulo Eduardo
- Barros Gabriel Gazzana
- Barroso Jorcely G
- Barthem Ronaldo
- Bastos Douglas
- Bastos Rafael Costa
- Batista Anderson Pedro Bernadina
- Begot Tiago Octavio
- Beiroz Wallace
- Benetti Cesar João
- Benone Naraiana Loureiro
- Bentos Tony Vizcarra
- Berenguer Erika
- Berenguer Erika
- Bispo Pitágoras C
- Boldrini Rafael
- Bonates Luiz Carlos de Matos
- Borba Gabriel Costa
- Borges Augusto
- Borges Luiz Henrique Medeiros
- Borges Sérgio Henrique
- Braga Danielle de Lima
- Braga Rafael Benzi
- Brando Paulo
- Brasil Leandro Schlemmer
- Brejão Gabriel Lourenço
- Brito Maiara Tábatha da Silva
- Brito Thaline de Freitas
- Brocardo Carlos Rodrigo
- Brown Irving Foster
- Brulinger Luciane Ferreira Barbosa
- Bueno Anderson S
- Cabeceira Fernando Gonçalves
- Cabette Helena Soares Ramos
- Cabral Guilherme Sampaio
- Cajaiba Reinaldo Lucas
- Callisto Marcos
- Calor Adolfo Ricardo
- Calvão Lenize Batista
- Camargo José Luís
- Camargo Plínio Barbosa de
- Campana Débora Rodrigues de Souza
- Campos Nubia
- Campos-Filho Eduardo Malta
- Cardoso Maira Rodrigues
- Carim Marcelo de Jesus Veiga
- Carmo Guilherme Henrique Pompiano do
- Carniello Maria Antonia
- Carpanedo Rainiellen de Sá
- Carreiras João
- Carvalho Fernanda Antunes
- Carvalho Fernando Geraldo
- Carvalho Fernando Rogério de
- Carvalho Karine Santana
- Carvalho Lidiany Camila da Silva
- Carvalho Lucélia Nobre
- Carvalho Raquel L
- Carvalho Raquel L
- Casadei-Ferreira Alexandre
- Casatti Lílian
- Castello Leandro
- Castello Leandro
- Castilho Carolina
- Castro Arlison Bezerra
- Castro Flávio Siqueira de
- Castro Wendeson
- Catarino Michel
- Cavalheiro Larissa
- Cerqueira Silva Július César
- Cerqueira Pablo Vieira
- Cintra Bruno BL
- Cochrane Mark A
- Coelho de Souza Fernanda
- Coelho Luiz de Souza
- Coletti Fabrício
- Cordeiro Carlos Leandro
- Cornelius Cintia
- Correa Anne Sthephane AS
- Costa Batista Michela
- Costa Daniel da Silva
- Costa Flavia RC
- Costa Flavia RC
- Costa Janaina Barbosa Pedrosa
- Costa Jessica Gomes
- Costa Maria Katiane Sousa
- Costa Marília Maria Silva da
- Couceiro Sheyla Regina Marques
- Cravo Jessica Soares
- Crema Luciana Carvalho
- Cruz Paulo Vilela
- Cruz Wesley Jonatar Alves da
- Cunha Erlane José Rodrigues da
- da Rocha Maíra
- da Silva Guimarães José Renan
- da Silva Menger Juliana
- da Silva Elidiomar R
- da Silva Gustavo Cardoso
- da Silva Júlia Santana
- da Silva Karina Dias
- da Silva Letícia Fernandes
- da Silva Márcio Joaquim
- da Silva Rogério Rosa
- Daly Douglas
- Damasco Gabriel
- Davis Bradley
- de Abreu Jadson Coelho
- de Albuquerque Emília Zoppas
- de Brito Janaina Gomes
- de Faria Falcão Jéssica Caroline
- de Lima Alves Adriana
- de Matos Liliane Stedile
- de Oliveira Melo Lia
- de Resende Bethânia Oliveira
- de Sousa Gorayeb Inocêncio
- de Toledo José Julio
- Delabie Jacques Hubert Charles
- Demarchi Layon Oreste
- Desidério Gleison Robson
- Deus Claudia Pereira de
- Dias Murilo S
- do Vale Julio Daniel
- Domingues Tomas F
- Doria Carolina Rodrigues da Costa
- dos Anjos Marcelo Rodrigues
- Douglas Danyhelton
- Duarte Ritter Camila
- Dumas Leandro Lourenço
- Durgante Flavia
- Dutra Dhâmyla Bruna de Souza
- Dutra Silvia Leitão
- Dáttilo Wesley
- d’Horta Fernando Mendonça
- e Gomes Jerrian Oliveira
- e Pérez Raúl Enriqu Pirela
- Edwards David P
- Elias Fernando
- Elias Fernando
- Emilio Thaise
- Esposito Maria Cristina
- Espírito Santo Nádia Barbosa
- Espírito-Santo Helder MV
- Fadini Rodrigo Ferreira
- Fares Ana Luisa
- Faria Ana Paula Justino
- Farias Emanuelle de Sousa
- Feitosa Rodrigo Machado
- Feitosa Yuri
- Feldpausch Ted R
- Fernandes Itanna Oliveira
- Fernandes Izaias
- Ferreira Aurélia Bentes
- Ferreira Joice
- Ferreira Joice
- Ferreira Leandro Valle
- Ferreira Nelson
- Ferreira-Ferreira Jefferson
- Firmino Viviane
- Flores Bernardo M
- Florêncio Fernando Prado
- Fontenele Luane
- França Filipe
- França Filipe M
- Freitas Carlos
- Freitas Madson Antonio Benjamin
- Freitas Marina Guimarães
- Félix Nathalia Silva
- Galuch André V
- Gama Neto Jaime de Liege
- Gastauer Markus
- Geber Filho Adem Nagibe dos Santos
- Ghidini André Ricardo
- Giacomin Leandro
- Giarrizzo Tommaso
- Giehl Nubia França da Silva
- Godoy Bruno Spacek
- Gomes Vitor Hugo Freitas
- Gontijo Alexandre
- Gonçalves Inês Correa
- Graça Paulo Mauricio de Alencastro
- Griffiths Hannah
- Gris Darlene
- Gualberto Cláudia G
- Guedes Marcelino Carneiro
- Guedes Matheus L
- Guedes Matheus L
- Guerrero Jesús Enrique Burgos
- Guilherme Edson
- Guimaraes Aretha Franklin
- Guimarães David Pedroza
- Görgens Eric Bastos
- Hamada Neusa
- Haugaasen Torbjørn
- Hawes Joseph E
- Hercos Alexandre
- Hilário Renato Richard
- Holanda de Andrade André Luiz Ramos
- Holmgren Milena
- Householder Ethan
- i Silva Pedro Giovân da
- Irume Mariana Victória
- Isaac Victoria
- Isaac Victoria
- Ivanauskas Natalia Macedo
- Izzo Thiago Junqueira
- Jakovac Catarina C
- Jardim Gabriela Abrantes
- Juen Leandro
- Juen Leandro
- Junqueira André Braga
- Korasaki Vanesca
- Koroiva Ricardo
- Krolow Tiago Kütter
- Kunz Sustanis Horn
- Landeiro Victor Lemes
- Lanna João
- Laranjeiras Thiago Orsi
- Lasky Jesse R
- Lasmar Chaim
- Laurance Susan
- Laurance William
- Leal Cecilia G
- Leal Cecilia G
- Lees Alexander C
- Lees Alexander C
- Leitão Rafael Pereira
- Levis Carolina
- Leão Híngara
- Ligeiro Raphael
- Lima Gisiane Rodrigues
- Lima Jônatas
- Lima Ysadhora Gomes de
- Lobato Cleonice Maria Cardoso
- Lopes Aline
- Lopes Maria Aparecida
- Lourenço Luzia da Silva
- Louzada Julio
- Luize Bruno Garcia
- Luther David
- Machado Tatiana Lemos da Silva
- Maciel Rafaella
- Maciel Rafaella
- Magalhães José Leonardo Lima
- Magnusson William E
- Mahood Simon
- Maia Laís Ferreira
- Maldaner Maria Eduarda
- Malhi Yadvinder
- Manzatto Angelo Gilberto
- Maracahipes Leandro
- Maracahipes-Santos Leonardo
- Mariano Rodolfo
- Marimon Beatriz S
- Marimon-Junior Ben Hur
- Marques Elineide E
- Marsh Charles J
- Martins Maria Pires
- Martins Mila Ferraz de Oliveira
- Martins Renato Tavares
- Massam Mike R
- Matavelli Rodrigo
- Maximiano Marina Franco de Almeida
- Mazzei Lucas
- Medeiros Herison
- Medeiros Marcelo Brilhante de
- Medeiros Natália
- Melgaço Karina
- Melinski Ramiro Dário
- Melo Lima Diego Viana
- Melo Antonio Willian Flores de
- Melo Bruna Santos Bitencourt de
- Melo Gracilene da Costa de
- Mendes Aguiar Jonas José
- Mendes Keila Rêgo
- Mendes Raimundo NG
- Mendes Thiago Pereira
- Mendonça Fernando P
- Menezes Andressa Silvana Oliveira de
- Mestre Luiz AM
- Metcalf Oliver Charles
- Michelan Thaisa Sala
- Miguel Thiago Barros
- Milheiras Sérgio
- Milliken William
- Miranda Ires Paula de Andrade
- Miranda Patrícia Nakayama
- Montag Luciano Fogaça de Assis
- Monteiro Jr. Cláudio da Silva
- Monteiro Marcília Gabriella Tavares
- Morandi Paulo S
- Morato Elder Ferreira
- Moreira Felipe FF
- Mormul Roger Paulo
- Mortati Amanda Frederico
- Moser Pamela
- Moura Mario R
- Moura Mario R
- Muelbert Adriane Esquivel
- Muñoz Gutiérrez Jhonatan Andrés
- Naka Luciano Nicolas
- Nascimento Henrique Eduardo Mendonça
- Nascimento Marcelo Trindade
- Nascimento Rodrigo O
- Nascimento Rodrigo O
- Navarro Paolucci Lucas
- Nelson Bruce
- Nessimian Jorge Luiz
- Neto Francisco Valente-
- Nichols Elizabeth
- Nienow Samuel
- Nogueira Denis Silva
- Nonato Flávia Alessandra da Silva
- Noriega Jorge Ari
- Noronha Janaína Costa
- Novo Evlyn Márcia Moraes de Leão
- Nunes Cassio A
- Nunes Cassio A
- Nunes Luis Gabriel de Oliveira
- o Santos Marcos Pérsi Dantas
- Obermuller Flávio Amorim
- Oliveira Pes Ana Maria
- Oliveira Alexandre Adalardo de
- Oliveira Amanda Batista da Silva de
- Oliveira Cinthia Pereira de
- Oliveira Edmar Almeida de
- Oliveira Fabiana Ferreira de
- Oliveira José Max B
- Oliveira Marco Antonio de
- Oliveira Marcus Vinicio Neves D
- Oliveira Rodrigo Leonardo Costa de
- Oliveira Sérgio Augusto Vidal de
- Oliveira Victor Hugo Fonseca
- Oliveira Vívian Campos de
- Oliveira Washington Luis de
- Olivo Neto Antonio Miguel
- Pansonato Marcelo Petratti
- Passos Maria Inês S
- Paula William Sousa de
- Pauletto Daniela
- Pedroza Diego
- Peixoto Ualerson
- Penagos Cristian Camilo Mendoza
- Perdiz Ricardo de Oliveira
- Pereira Jorge Luiz da Silva
- Peres Carlos A
- Peruquetti Patricia Santos Ferreira
- Phillips Oliver L
- Phillips Oliver L
- Piedade Alexandra Rocha da
- Piedade Maria Teresa Fernandez
- Pombo Maihyra Marina
- Pompeu Paulo dos Santos
- Pontes-Lopes Aline
- Pozzobom Ully Mattilde
- Prado Livia Pires do
- Prance Ghillean T
- Pringle Elizabeth G
- Prist Paula
- Prudente Bruno da Silveira
- Puker Anderson
- Pérez-Mayorga María Angélica
- Quaresma Adriano
- Queiroz Antonio CM
- Queiroz Helder Lima de
- r Costa Neto Salustiano Vila da
- Raseira Marcelo Bassols
- Rechetelo Juliana
- Reis Fagno
- Reis Leonardo Pequeno
- Resende Angelica F
- Resende Angelica F
- Revilla Juan David Cardenas
- Ribas Carla Rodrigues
- Ribeiro José Moacir Ferreira
- Ribeiro Rodrigo Arison Barbosa
- Ribeiro Sabina Cerruto
- Ribeiro Sérvio Pontes
- Ribeiro Vanessa Soares
- Rodrigues Domingos de Jesus
- Rodrigues Silvia Barbosa
- Rodrigues Taís Helena Araujo
- Roque Fabio de Oliveira
- Rosa Dian Carlos Pinheiro
- Rosalino Luís Miguel do Carmo
- Rousseau Guillaume Xavier
- Ruschel Ademir
- Rutt Cameron L
- s de Lima Robson Borge
- Salcedo Ana Karina Moreyra
- Sales Francisco Matheus da Silva
- Salles Frederico Falcão
- Salomão Rafael P
- Salomão Renato Portela
- Santana Edrielly Carolinne Carvalho de
- Santana Flávia Delgado
- Santiago Wagner Tadeu Vieira
- Santos Ferreira Victor Rennan
- Santos Neto Cláudio Rabelo dos
- Santos Allan Paulo Moreira dos
- Santos Bruno Borges
- Santos Cleverson Rannieri Meira dos
- Santos Cássia Anicá dos
- Santos Deane Cabral dos
- Santos Ednaira Alencar dos
- Santos Isis Caroline Siqueira
- Santos Jean Carlos
- Santos Talitha Ferreira dos
- Sarmento Priscila S de M
- Schietti Juliana
- Schietti Juliana
- Schmidt Fernando Augusto
- Schmidt Fernando Augusto
- Schwartz Gustavo
- Schöngart Jochen
- Scudeller Veridiana Vizoni
- Shimabukuro Yosio Edemir
- Shimano Yulie
- Shutt Jack
- Shutt Jack
- Silva Brito Joás
- Silva Camila VJ
- Silva Celice Alexandre
- Silva Dennis Rodrigues da
- Silva Diego Armando Silva da
- Silva Fernando Augusto Barbosa
- Silva José Orlando de Almeida
- Silva Otávio Guilherme Morais da
- Silva Ricardo José da
- Silva Richarlly da Costa
- Silva Robson dos Santos Alves da
- Silva Sonaira Souza da
- Silva Thiago Sanna Freire
- Silva Victória de Nazaré Gama
- Silva Wegliane Campelo da
- Silva Wheriton Fernando Moreira da
- Silvano Renato Azevedo Matias
- Silveira Juliana M
- Silveira Juliana M
- Silveira Luis Fábio
- Silveira Marcos
- Silveira Maria Aurea Pinheiro de Almeida
- Silvério Divino V
- Simon Marcelo Fragomeni
- Siqueira Emely Laiara Silva de
- Solar Ricardo
- Sousa Sidney Araújo de
- Sousa Thaiane
- Souto Paula
- Souza Flávia Kelly Siqueira de
- Souza Jorge Luiz Pereira de
- Souza Mateus Fernando de
- Souza Márcia Regina de
- Souza Priscila
- Stegmann Lis
- Stegmann Lis
- Storck-Tonon Danielle
- Stropp Juliana
- Targhetta Natalia
- ter Steege Hans
- ter Steege Hans
- Todeschini Felipe
- Triana Stefania Pinzón
- Uehara-Prado Marcio
- van den Berg Eduardo
- Vasconcelos Heraldo L
- Vaz-de-Mello Fernando
- Vaz-de-Mello Fernando
- Vedovato Laura Barbosa
- Venticinque Eduardo M
- Venticinque Eduardo M
- Veras Daniel Silas
- Vicente Ricardo Eduardo
- Vicentini Alberto
- Vidal Edson
- Vieira Daniel Luis Mascia
- Vieira Ima Célia Guimarães
- Vieira Ima Célia Guimarães
- Vieira Lisandro
- Vieira Simone Aparecida
- Villa Boris
- Vital Marcos José Salgado
- Vulinec Kevina
- Wilker Icaro
- Williamson Bruce
- Wittmann Florian
- Wolfe Jared
- Yamamoto Kedma Cristine
- Zanetti Ronald
- Zanzini Antonio Carlos da Silva
- Zanzini Lucas Pereira
- Zuanon Jansen
- Zuanon Jansen
- Publication venue
- Elsevier (Cell Press)
- Publication date
- 19/07/2023
- Field of study
Biodiversity loss is one of the main challenges of our time,1,2 and attempts to address it require a clear understanding of how ecological communities respond to environmental change across time and space.3,4 While the increasing availability of global databases on ecological communities has advanced our knowledge of biodiversity sensitivity to environmental changes,5,6,7 vast areas of the tropics remain understudied.8,9,10,11 In the American tropics, Amazonia stands out as the world's most diverse rainforest and the primary source of Neotropical biodiversity,12 but it remains among the least known forests in America and is often underrepresented in biodiversity databases.13,14,15 To worsen this situation, human-induced modifications16,17 may eliminate pieces of the Amazon's biodiversity puzzle before we can use them to understand how ecological communities are responding. To increase generalization and applicability of biodiversity knowledge,18,19 it is thus crucial to reduce biases in ecological research, particularly in regions projected to face the most pronounced environmental changes. We integrate ecological community metadata of 7,694 sampling sites for multiple organism groups in a machine learning model framework to map the research probability across the Brazilian Amazonia, while identifying the region's vulnerability to environmental change. 15%–18% of the most neglected areas in ecological research are expected to experience severe climate or land use changes by 2050. This means that unless we take immediate action, we will not be able to establish their current status, much less monitor how it is changing and what is being lost
The American Civil Rights Tradition: Anticlassification or Antisubordination?
- Author
- Publication venue
- 'Elsevier BV'
- Publication date
- 01/01/2003
- Field of study
The civic meaning ofBrown v.Board of education at fifty
- Author
- Almond
- Almond
- Briggs v. Elliott
- Brown v. Board of Education
- Brown v. Board of Education
- Brown v. Board of Education of Topeka
- Carter
- Clark
- Cottrol
- Gratz v. Bollinger
- Grutter v. Bollinger
- Henderson
- Henderson
- Higgonbotham
- Hobson v. Hansen
- Leonard
- Martin
- McLaurin v. University of Oklahoma
- Milliken v. Bradley
- Milliken v. Bradley
- Myrdal
- Odden
- Ogletree
- Patterson
- Plessy v. Ferguson
- Roberts
- Roberts and Stratton
- Robinson v. Cahill
- Salamon
- San Antonio Independent School District v. Rodriguez
- Serrano v. Priest
- Swann v. Board of Education of Charlotte-Mecklenburg North Carolina
- Sweat v. Painter
- Walker
- Publication venue
- 'Wiley'
- Publication date
- 01/01/2004
- Field of study