Modeling the Spatial Distribution and Fruiting Pattern of a Key Tree Species in a Neotropical Forest: Methodology and Potential Applications

The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most attempts to model this relationship were forced to rely on simplified assumptions about the spatiotemporal distribution of food resources. Here we demonstrate...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:PloS one Ročník 5; číslo 11; s. e15002
Hlavní autori: Caillaud, Damien, Crofoot, Margaret C., Scarpino, Samuel V., Jansen, Patrick A., Garzon-Lopez, Carol X., Winkelhagen, Annemarie J. S., Bohlman, Stephanie A., Walsh, Peter D.
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: United States Public Library of Science 22.11.2010
Public Library of Science (PLoS)
Predmet:
ISSN:1932-6203, 1932-6203
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most attempts to model this relationship were forced to rely on simplified assumptions about the spatiotemporal distribution of food resources. Here we demonstrate how advances in statistics permit the combination of sparse ground sampling with remote sensing imagery to generate biological relevant, spatially and temporally explicit distributions of food resources. We illustrate our procedure by creating a detailed simulation model of fruit production patterns for Dipteryx oleifera, a keystone tree species, on Barro Colorado Island (BCI), Panama. Aerial photographs providing GPS positions for large, canopy trees, the complete census of a 50-ha and 25-ha area, diameter at breast height data from haphazardly sampled trees and long-term phenology data from six trees were used to fit 1) a point process model of tree spatial distribution and 2) a generalized linear mixed-effect model of temporal variation of fruit production. The fitted parameters from these models are then used to create a stochastic simulation model which incorporates spatio-temporal variations of D. oleifera fruit availability on BCI. We present a framework that can provide a statistical characterization of the habitat that can be included in agent-based models of animal movements. When environmental heterogeneity cannot be exhaustively mapped, this approach can be a powerful alternative. The results of our model on the spatio-temporal variation in D. oleifera fruit availability will be used to understand behavioral and movement patterns of several species on BCI.
AbstractList The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most attempts to model this relationship were forced to rely on simplified assumptions about the spatiotemporal distribution of food resources. Here we demonstrate how advances in statistics permit the combination of sparse ground sampling with remote sensing imagery to generate biological relevant, spatially and temporally explicit distributions of food resources. We illustrate our procedure by creating a detailed simulation model of fruit production patterns for Dipteryx oleifera, a keystone tree species, on Barro Colorado Island (BCI), Panama. Aerial photographs providing GPS positions for large, canopy trees, the complete census of a 50-ha and 25-ha area, diameter at breast height data from haphazardly sampled trees and long-term phenology data from six trees were used to fit 1) a point process model of tree spatial distribution and 2) a generalized linear mixed-effect model of temporal variation of fruit production. The fitted parameters from these models are then used to create a stochastic simulation model which incorporates spatio-temporal variations of D. oleifera fruit availability on BCI. We present a framework that can provide a statistical characterization of the habitat that can be included in agent-based models of animal movements. When environmental heterogeneity cannot be exhaustively mapped, this approach can be a powerful alternative. The results of our model on the spatio-temporal variation in D. oleifera fruit availability will be used to understand behavioral and movement patterns of several species on BCI.
Background The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most attempts to model this relationship were forced to rely on simplified assumptions about the spatiotemporal distribution of food resources. Here we demonstrate how advances in statistics permit the combination of sparse ground sampling with remote sensing imagery to generate biological relevant, spatially and temporally explicit distributions of food resources. We illustrate our procedure by creating a detailed simulation model of fruit production patterns for Dipteryx oleifera, a keystone tree species, on Barro Colorado Island (BCI), Panama. Methodology and Principal Findings Aerial photographs providing GPS positions for large, canopy trees, the complete census of a 50-ha and 25-ha area, diameter at breast height data from haphazardly sampled trees and long-term phenology data from six trees were used to fit 1) a point process model of tree spatial distribution and 2) a generalized linear mixed-effect model of temporal variation of fruit production. The fitted parameters from these models are then used to create a stochastic simulation model which incorporates spatio-temporal variations of D. oleifera fruit availability on BCI. Conclusions and Significance We present a framework that can provide a statistical characterization of the habitat that can be included in agent-based models of animal movements. When environmental heterogeneity cannot be exhaustively mapped, this approach can be a powerful alternative. The results of our model on the spatio-temporal variation in D. oleifera fruit availability will be used to understand behavioral and movement patterns of several species on BCI.
The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most attempts to model this relationship were forced to rely on simplified assumptions about the spatiotemporal distribution of food resources. Here we demonstrate how advances in statistics permit the combination of sparse ground sampling with remote sensing imagery to generate biological relevant, spatially and temporally explicit distributions of food resources. We illustrate our procedure by creating a detailed simulation model of fruit production patterns for Dipteryx oleifera, a keystone tree species, on Barro Colorado Island (BCI), Panama. Aerial photographs providing GPS positions for large, canopy trees, the complete census of a 50-ha and 25-ha area, diameter at breast height data from haphazardly sampled trees and long-term phenology data from six trees were used to fit 1) a point process model of tree spatial distribution and 2) a generalized linear mixed-effect model of temporal variation of fruit production. The fitted parameters from these models are then used to create a stochastic simulation model which incorporates spatio-temporal variations of D. oleifera fruit availability on BCI. We present a framework that can provide a statistical characterization of the habitat that can be included in agent-based models of animal movements. When environmental heterogeneity cannot be exhaustively mapped, this approach can be a powerful alternative. The results of our model on the spatio-temporal variation in D. oleifera fruit availability will be used to understand behavioral and movement patterns of several species on BCI.
The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most attempts to model this relationship were forced to rely on simplified assumptions about the spatiotemporal distribution of food resources. Here we demonstrate how advances in statistics permit the combination of sparse ground sampling with remote sensing imagery to generate biological relevant, spatially and temporally explicit distributions of food resources. We illustrate our procedure by creating a detailed simulation model of fruit production patterns for Dipteryx oleifera, a keystone tree species, on Barro Colorado Island (BCI), Panama.BACKGROUNDThe movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most attempts to model this relationship were forced to rely on simplified assumptions about the spatiotemporal distribution of food resources. Here we demonstrate how advances in statistics permit the combination of sparse ground sampling with remote sensing imagery to generate biological relevant, spatially and temporally explicit distributions of food resources. We illustrate our procedure by creating a detailed simulation model of fruit production patterns for Dipteryx oleifera, a keystone tree species, on Barro Colorado Island (BCI), Panama.Aerial photographs providing GPS positions for large, canopy trees, the complete census of a 50-ha and 25-ha area, diameter at breast height data from haphazardly sampled trees and long-term phenology data from six trees were used to fit 1) a point process model of tree spatial distribution and 2) a generalized linear mixed-effect model of temporal variation of fruit production. The fitted parameters from these models are then used to create a stochastic simulation model which incorporates spatio-temporal variations of D. oleifera fruit availability on BCI.METHODOLOGY AND PRINCIPAL FINDINGSAerial photographs providing GPS positions for large, canopy trees, the complete census of a 50-ha and 25-ha area, diameter at breast height data from haphazardly sampled trees and long-term phenology data from six trees were used to fit 1) a point process model of tree spatial distribution and 2) a generalized linear mixed-effect model of temporal variation of fruit production. The fitted parameters from these models are then used to create a stochastic simulation model which incorporates spatio-temporal variations of D. oleifera fruit availability on BCI.We present a framework that can provide a statistical characterization of the habitat that can be included in agent-based models of animal movements. When environmental heterogeneity cannot be exhaustively mapped, this approach can be a powerful alternative. The results of our model on the spatio-temporal variation in D. oleifera fruit availability will be used to understand behavioral and movement patterns of several species on BCI.CONCLUSIONS AND SIGNIFICANCEWe present a framework that can provide a statistical characterization of the habitat that can be included in agent-based models of animal movements. When environmental heterogeneity cannot be exhaustively mapped, this approach can be a powerful alternative. The results of our model on the spatio-temporal variation in D. oleifera fruit availability will be used to understand behavioral and movement patterns of several species on BCI.
Background The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most attempts to model this relationship were forced to rely on simplified assumptions about the spatiotemporal distribution of food resources. Here we demonstrate how advances in statistics permit the combination of sparse ground sampling with remote sensing imagery to generate biological relevant, spatially and temporally explicit distributions of food resources. We illustrate our procedure by creating a detailed simulation model of fruit production patterns for Dipteryx oleifera, a keystone tree species, on Barro Colorado Island (BCI), Panama. Methodology and Principal Findings Aerial photographs providing GPS positions for large, canopy trees, the complete census of a 50-ha and 25-ha area, diameter at breast height data from haphazardly sampled trees and long-term phenology data from six trees were used to fit 1) a point process model of tree spatial distribution and 2) a generalized linear mixed-effect model of temporal variation of fruit production. The fitted parameters from these models are then used to create a stochastic simulation model which incorporates spatio-temporal variations of D. oleifera fruit availability on BCI. Conclusions and Significance We present a framework that can provide a statistical characterization of the habitat that can be included in agent-based models of animal movements. When environmental heterogeneity cannot be exhaustively mapped, this approach can be a powerful alternative. The results of our model on the spatio-temporal variation in D. oleifera fruit availability will be used to understand behavioral and movement patterns of several species on BCI.
Audience Academic
Author Winkelhagen, Annemarie J. S.
Walsh, Peter D.
Bohlman, Stephanie A.
Jansen, Patrick A.
Caillaud, Damien
Garzon-Lopez, Carol X.
Scarpino, Samuel V.
Crofoot, Margaret C.
AuthorAffiliation 4 Department of Migration and Immuno-ecology, Max Planck Institute for Ornithology, Radolfzell, Germany
3 Smithsonian Tropical Research Institute, Panamá, República de Panamá
University of Western Ontario, Canada
7 Community and Conservation Ecology Group, University of Groningen, Haren, The Netherlands
5 Department of Ecology and Evolutionary Biology, Princeton University, Princeton, New Jersey, United States of America
2 Department of Primatology, Max Planck Institute for Evolutionary Anthropology, Leipzig, Germany
6 Forest Ecology and Forest Management Group, Wageningen University, Wageningen, The Netherlands
8 VaccinApe, Bethesda, Maryland, United States of America
1 Section of Integrative Biology, University of Texas at Austin, Austin, Texas, United States of America
AuthorAffiliation_xml – name: University of Western Ontario, Canada
– name: 8 VaccinApe, Bethesda, Maryland, United States of America
– name: 4 Department of Migration and Immuno-ecology, Max Planck Institute for Ornithology, Radolfzell, Germany
– name: 5 Department of Ecology and Evolutionary Biology, Princeton University, Princeton, New Jersey, United States of America
– name: 2 Department of Primatology, Max Planck Institute for Evolutionary Anthropology, Leipzig, Germany
– name: 3 Smithsonian Tropical Research Institute, Panamá, República de Panamá
– name: 7 Community and Conservation Ecology Group, University of Groningen, Haren, The Netherlands
– name: 6 Forest Ecology and Forest Management Group, Wageningen University, Wageningen, The Netherlands
– name: 1 Section of Integrative Biology, University of Texas at Austin, Austin, Texas, United States of America
Author_xml – sequence: 1
  givenname: Damien
  surname: Caillaud
  fullname: Caillaud, Damien
– sequence: 2
  givenname: Margaret C.
  surname: Crofoot
  fullname: Crofoot, Margaret C.
– sequence: 3
  givenname: Samuel V.
  surname: Scarpino
  fullname: Scarpino, Samuel V.
– sequence: 4
  givenname: Patrick A.
  surname: Jansen
  fullname: Jansen, Patrick A.
– sequence: 5
  givenname: Carol X.
  surname: Garzon-Lopez
  fullname: Garzon-Lopez, Carol X.
– sequence: 6
  givenname: Annemarie J. S.
  surname: Winkelhagen
  fullname: Winkelhagen, Annemarie J. S.
– sequence: 7
  givenname: Stephanie A.
  surname: Bohlman
  fullname: Bohlman, Stephanie A.
– sequence: 8
  givenname: Peter D.
  surname: Walsh
  fullname: Walsh, Peter D.
BackLink https://www.ncbi.nlm.nih.gov/pubmed/21124927$$D View this record in MEDLINE/PubMed
BookMark eNqNk9tu1DAURSNURC_wBwgiIYF4mMGXXOw-IFWFQkVLK1p4tRznZMaVxw62Q-k_8NE40yl0qgqhPDg6Xnvb3vbZzjass5BlTzGaYlrjNxdu8FaaaZ_KU4RwiRB5kG1hTsmkIohu3PrfzLZDuECopKyqHmWbBGNScFJvZb-OXQtG21ke55Cf9TJqafJ3OkSvmyFqZ3Np2_zADzqO1KmMEbzNXZfL_BNc5eceRh0oDSHXic4_g4ve9VolowPnIcTd_Bji3LXOuNnV0u_URbDLpfb63iR0XCk8zh520gR4shp3sq8H78_3P06OTj4c7u8dTVRdkDhhRKm6bpqKdw1nHSsZoqjEvOW4Uoop2jLEMCpBEYRbTopUqSuEOlQiznBBd7Ln1769cUGsggwCE05SWKigiTi8JlonL0Tv9UL6K-GkFsuC8zMhfdTKgABARYmZLMqkbGTDUItqKinBDeOSlslr99rrUs7AphDBCiu90mFpaHTjR_PLwQtrxqEfmiAo56QkSfx2tdWhWUCrUmpemrUdrc9YPRcz90MQzjjHo8GrlYF334d0GWKhgwJjpAU3BMFwyStU11UiX9wh709mRc1kOry2XbpsqUZPsVfUlFFSUJ6o6T1U-lpYaJVebKdTfU3wek2QmAg_40wOIYjDsy__z558W2df3mLnIE2cB2eWLzusg89uB_0n4ZtW-XuNyrsQPHRC6bh8t-lo2giMxNiXN6GJsS_Fqi-TuLgjvvH_p-w31ZE82g
CitedBy_id crossref_primary_10_1111_btp_13017
crossref_primary_10_1371_journal_pone_0028922
crossref_primary_10_1111_btp_12009
crossref_primary_10_1111_j_1744_7429_2012_00857_x
crossref_primary_10_1111_btp_13063
crossref_primary_10_1007_s40333_015_0123_z
crossref_primary_10_3389_fevo_2025_1571302
crossref_primary_10_1017_S0266467412000090
crossref_primary_10_3390_s110403831
crossref_primary_10_5194_bg_10_6769_2013
crossref_primary_10_1007_s10764_023_00359_6
crossref_primary_10_1007_s11442_017_1364_x
crossref_primary_10_1086_674446
crossref_primary_10_1111_j_1469_185X_2012_00250_x
crossref_primary_10_1016_j_rsase_2025_101733
crossref_primary_10_1371_journal_pone_0118403
crossref_primary_10_1016_j_compag_2023_108467
crossref_primary_10_1016_j_sajb_2022_07_047
crossref_primary_10_1111_1365_2435_14103
Cites_doi 10.1111/j.1461-0248.2008.01249.x
10.1073/pnas.0707749105
10.1093/genetics/162.4.2025
10.1890/03-5317
10.1890/02-0706
10.1073/pnas.0800375105
10.1073/pnas.2137243100
10.1890/0012-9658(2006)87[3160:IABISD]2.0.CO;2
10.1111/j.1600-0587.2000.tb00303.x
10.1098/rspb.2008.1636
10.1007/978-3-662-03664-8
10.1086/282638
10.1111/j.1461-0248.2007.01018.x
10.2307/2347614
10.1890/06-0534
10.1111/j.1461-0248.2005.00851.x
10.1890/06-1100.1
10.1890/04-1806
10.1007/s11284-006-0175-9
10.1644/09-MAMM-S-086R2.1
10.1007/BF00341325
10.1098/rsif.2009.0523
10.1016/S0006-3207(01)00194-X
10.1098/rsif.2008.0172
10.1007/s004420050329
10.1890/03-0269
10.1038/nature06518
10.1098/rsbl.2008.0691
10.1534/genetics.109.109058
10.2307/3544770
10.1038/nature09116
10.1016/j.cub.2009.11.073
10.5479/sil.52126.39088015628399
10.1126/science.283.5401.554
10.1111/j.2007.0906-7590.05151.x
10.1017/S0266467407004488
10.1098/rspb.2005.3462
10.1038/44831
ContentType Journal Article
Copyright COPYRIGHT 2010 Public Library of Science
2010 Caillaud et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License: https://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Caillaud et al. 2010
Wageningen University & Research
Copyright_xml – notice: COPYRIGHT 2010 Public Library of Science
– notice: 2010 Caillaud et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License: https://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: Caillaud et al. 2010
– notice: Wageningen University & Research
DBID AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
IOV
ISR
3V.
7QG
7QL
7QO
7RV
7SN
7SS
7T5
7TG
7TM
7U9
7X2
7X7
7XB
88E
8AO
8C1
8FD
8FE
8FG
8FH
8FI
8FJ
8FK
ABJCF
ABUWG
AEUYN
AFKRA
ARAPS
ATCPS
AZQEC
BBNVY
BENPR
BGLVJ
BHPHI
C1K
CCPQU
D1I
DWQXO
FR3
FYUFA
GHDGH
GNUQQ
H94
HCIFZ
K9.
KB.
KB0
KL.
L6V
LK8
M0K
M0S
M1P
M7N
M7P
M7S
NAPCQ
P5Z
P62
P64
PATMY
PDBOC
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
PYCSY
RC3
7X8
5PM
QVL
DOA
DOI 10.1371/journal.pone.0015002
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
Gale In Context: Opposing Viewpoints
Science in Context
ProQuest Central (Corporate)
Animal Behavior Abstracts
Bacteriology Abstracts (Microbiology B)
Biotechnology Research Abstracts
Nursing & Allied Health Database
Ecology Abstracts
Entomology Abstracts (Full archive)
Immunology Abstracts
Meteorological & Geoastrophysical Abstracts
Nucleic Acids Abstracts
Virology and AIDS Abstracts
Agricultural Science Collection
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
ProQuest Pharma Collection
Public Health Database
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Natural Science Collection
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest One Sustainability (subscription)
ProQuest Central UK/Ireland
Advanced Technologies & Computer Science Collection
ProQuest Agricultural & Environmental Science & Pollution Managment
ProQuest Central Essentials
Biological Science Collection
ProQuest Central
Technology collection
Natural Science Collection
Environmental Sciences and Pollution Management
ProQuest One Community College
ProQuest Materials Science Collection
ProQuest Central
Engineering Research Database
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Central Student
AIDS and Cancer Research Abstracts
SciTech Premium Collection
ProQuest Health & Medical Complete (Alumni)
Materials Science Database
Nursing & Allied Health Database (Alumni Edition)
Meteorological & Geoastrophysical Abstracts - Academic
ProQuest Engineering Collection
ProQuest Biological Science Collection
Agricultural Science Database
Health & Medical Collection (Alumni Edition)
PML(ProQuest Medical Library)
Algology Mycology and Protozoology Abstracts (Microbiology C)
Biological Science Database
Engineering Database
Nursing & Allied Health Premium
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
Biotechnology and BioEngineering Abstracts
Environmental Science Database (subscripiton)
Materials Science Collection
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
ProQuest One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
ProQuest Environmental Science Collection (NC LIVE)
Genetics Abstracts
MEDLINE - Academic
PubMed Central (Full Participant titles)
NARCIS:Publications
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
Agricultural Science Database
Publicly Available Content Database
ProQuest Central Student
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
Nucleic Acids Abstracts
SciTech Premium Collection
ProQuest Central China
Environmental Sciences and Pollution Management
ProQuest One Applied & Life Sciences
ProQuest One Sustainability
Health Research Premium Collection
Meteorological & Geoastrophysical Abstracts
Natural Science Collection
Health & Medical Research Collection
Biological Science Collection
ProQuest Central (New)
ProQuest Medical Library (Alumni)
Engineering Collection
Advanced Technologies & Aerospace Collection
Engineering Database
Virology and AIDS Abstracts
ProQuest Biological Science Collection
ProQuest One Academic Eastern Edition
Agricultural Science Collection
ProQuest Hospital Collection
ProQuest Technology Collection
Health Research Premium Collection (Alumni)
Biological Science Database
Ecology Abstracts
ProQuest Hospital Collection (Alumni)
Biotechnology and BioEngineering Abstracts
Environmental Science Collection
Entomology Abstracts
Nursing & Allied Health Premium
ProQuest Health & Medical Complete
ProQuest One Academic UKI Edition
Environmental Science Database
ProQuest Nursing & Allied Health Source (Alumni)
Engineering Research Database
ProQuest One Academic
Meteorological & Geoastrophysical Abstracts - Academic
ProQuest One Academic (New)
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
Materials Science Collection
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Health & Nursing
ProQuest Natural Science Collection
ProQuest Pharma Collection
ProQuest Central
ProQuest Health & Medical Research Collection
Genetics Abstracts
ProQuest Engineering Collection
Biotechnology Research Abstracts
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
Bacteriology Abstracts (Microbiology B)
Algology Mycology and Protozoology Abstracts (Microbiology C)
Agricultural & Environmental Science Collection
AIDS and Cancer Research Abstracts
Materials Science Database
ProQuest Materials Science Collection
ProQuest Public Health
ProQuest Nursing & Allied Health Source
ProQuest SciTech Collection
Advanced Technologies & Aerospace Database
ProQuest Medical Library
Animal Behavior Abstracts
Materials Science & Engineering Collection
Immunology Abstracts
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList MEDLINE
Agricultural Science Database



MEDLINE - Academic





Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: NPM
  name: PubMed
  url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: PIMPY
  name: Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
Geography
Ecology
Agriculture
Biology
Computer Science
DocumentTitleAlternate Spatial Modelling of Fruit Tree Production
EISSN 1932-6203
ExternalDocumentID 1292203043
oai_doaj_org_article_ee04518a45304bab80d073a321b89a35
oai_library_wur_nl_wurpubs_399252
PMC2989912
2898073561
A473832439
21124927
10_1371_journal_pone_0015002
Genre Research Support, U.S. Gov't, Non-P.H.S
Research Support, Non-U.S. Gov't
Journal Article
GeographicLocations Panama
Netherlands
United States--US
Texas
New Jersey
GeographicLocations_xml – name: Panama
– name: New Jersey
– name: Netherlands
– name: Texas
– name: United States--US
GroupedDBID ---
123
29O
2WC
53G
5VS
7RV
7X2
7X7
7XC
88E
8AO
8C1
8CJ
8FE
8FG
8FH
8FI
8FJ
A8Z
AAFWJ
AAUCC
AAWOE
AAYXX
ABDBF
ABIVO
ABJCF
ABUWG
ACCTH
ACGFO
ACIHN
ACIWK
ACPRK
ACUHS
ADBBV
ADRAZ
AEAQA
AENEX
AEUYN
AFFHD
AFKRA
AFPKN
AFRAH
AHMBA
ALMA_UNASSIGNED_HOLDINGS
AOIJS
APEBS
ARAPS
ATCPS
BAWUL
BBNVY
BCNDV
BENPR
BGLVJ
BHPHI
BKEYQ
BPHCQ
BVXVI
BWKFM
CCPQU
CITATION
CS3
D1I
D1J
D1K
DIK
DU5
E3Z
EAP
EAS
EBD
EMOBN
ESX
EX3
F5P
FPL
FYUFA
GROUPED_DOAJ
GX1
HCIFZ
HH5
HMCUK
HYE
IAO
IEA
IGS
IHR
IHW
INH
INR
IOV
IPNFZ
IPY
ISE
ISR
ITC
K6-
KB.
KQ8
L6V
LK5
LK8
M0K
M1P
M48
M7P
M7R
M7S
M~E
NAPCQ
O5R
O5S
OK1
OVT
P2P
P62
PATMY
PDBOC
PHGZM
PHGZT
PIMPY
PJZUB
PPXIY
PQGLB
PQQKQ
PROAC
PSQYO
PTHSS
PYCSY
RIG
RNS
RPM
SV3
TR2
UKHRP
WOQ
WOW
~02
~KM
3V.
ALIPV
BBORY
CGR
CUY
CVF
ECM
EIF
NPM
7QG
7QL
7QO
7SN
7SS
7T5
7TG
7TM
7U9
7XB
8FD
8FK
AZQEC
C1K
DWQXO
FR3
GNUQQ
H94
K9.
KL.
M7N
P64
PKEHL
PQEST
PQUKI
PRINS
RC3
7X8
ESTFP
PUEGO
5PM
-
02
AAPBV
ABPTK
ADACO
BBAFP
KM
LA8
LI0
PV9
QVL
RZL
ID FETCH-LOGICAL-c742t-82cc77bb69fb98f858030519d916cc8c3d808105ec201d924c3d7600f05098143
IEDL.DBID FPL
ISICitedReferencesCount 22
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000284467200018&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1932-6203
IngestDate Fri Nov 26 17:12:51 EST 2021
Tue Oct 14 18:42:16 EDT 2025
Tue Jan 05 18:06:28 EST 2021
Tue Nov 04 02:01:14 EST 2025
Wed Oct 01 12:32:35 EDT 2025
Sat Nov 29 14:40:06 EST 2025
Sat Nov 29 13:22:13 EST 2025
Sat Nov 29 10:05:27 EST 2025
Wed Nov 26 10:26:05 EST 2025
Wed Nov 26 10:40:58 EST 2025
Thu May 22 21:20:38 EDT 2025
Wed Feb 19 02:41:31 EST 2025
Sat Nov 29 03:56:15 EST 2025
Tue Nov 18 20:24:50 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 11
Language English
License This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
Creative Commons Attribution License
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c742t-82cc77bb69fb98f858030519d916cc8c3d808105ec201d924c3d7600f05098143
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
Conceived and designed the experiments: DC MCC SVS PJ CXGL AW SAB PDW. Performed the experiments: MCC PJ CXGZ AW SAB. Analyzed the data: DC MCC SVS. Contributed reagents/materials/analysis tools: DC MCC SVS PJ CXGL AW SAB. Wrote the paper: DC MCC SVS PDW.
OpenAccessLink http://dx.doi.org/10.1371/journal.pone.0015002
PMID 21124927
PQID 1292203043
PQPubID 1436336
ParticipantIDs plos_journals_1292203043
doaj_primary_oai_doaj_org_article_ee04518a45304bab80d073a321b89a35
wageningen_narcis_oai_library_wur_nl_wurpubs_399252
pubmedcentral_primary_oai_pubmedcentral_nih_gov_2989912
proquest_miscellaneous_815960776
proquest_journals_1292203043
gale_infotracmisc_A473832439
gale_infotracacademiconefile_A473832439
gale_incontextgauss_ISR_A473832439
gale_incontextgauss_IOV_A473832439
gale_healthsolutions_A473832439
pubmed_primary_21124927
crossref_citationtrail_10_1371_journal_pone_0015002
crossref_primary_10_1371_journal_pone_0015002
ProviderPackageCode QVL
PublicationCentury 2000
PublicationDate 2010-11-22
PublicationDateYYYYMMDD 2010-11-22
PublicationDate_xml – month: 11
  year: 2010
  text: 2010-11-22
  day: 22
PublicationDecade 2010
PublicationPlace United States
PublicationPlace_xml – name: United States
– name: San Francisco
– name: San Francisco, USA
PublicationTitle PloS one
PublicationTitleAlternate PLoS One
PublicationYear 2010
Publisher Public Library of Science
Public Library of Science (PLoS)
Publisher_xml – name: Public Library of Science
– name: Public Library of Science (PLoS)
References C Kremen (ref8) 2007; 10
RS Schick (ref4) 2008
J Remais (ref47) 2010; 7
SP Hubbell (ref34) 2005
WE Dietrich (ref25) 1982
R Condit (ref32) 1998
S Wright (ref36) 2006; 9
PJ Diggle (ref38) 2003
MC Crofoot (ref17) 2008; 105
C Leuenberger (ref49) 2010
D Boyer (ref45)
M Berman (ref41) 1992
FJ Bonaccorso (ref31) 1980; 28
PA Jansen (ref22) 2008
J Whittington (ref5) 2005; 15
R Nathan (ref16) 2008; 105
F Cagnacci (ref15) 2010; 365
F Bartumeus (ref42) 2005; 86
O Ovaskainen (ref20) 2004; 85
T Hanson (ref29) 2007; 23
ME Craft (ref46) 2009; 276
AS Hadley (ref7) 2009; 5
I Newton (ref35) 1687
SE Russo (ref10) 2006; 87
F Bartumeus (ref1) 2010
D Stoyan (ref40) 1994
HF Howe (ref30) 1986
R Cartar (ref6) 1997; 112
JD Forester (ref19) 2007; 77
G Viswanathan (ref21) 1999; 401
J Morales (ref9) 2004; 85
DW Sims (ref43) 2008; 451
D Musiega (ref3) 2006; 21
T Toni (ref50) 2009; 6
M Goverde (ref2) 2002
P Forget (ref28) 1993; 94
BD Ripley (ref39) 1991
M Beaumont (ref48) 2002; 162
RB Foster (ref26) 1982
W Rettie (ref14) 2000; 23
EGJ Leigh (ref24) 1999
S Wright (ref37) 1999; 80
NE Humphries (ref13) 2010
F Bartumeus (ref11) 2003; 100
R Holland (ref18) 2009
D Boyer (ref44) 2006; 273
N Smythe (ref27) 1970
LM Ciarniello (ref12) 2007; 17
D De Steven (ref23) 1984; 43
S Hubbell (ref33) 1999; 283
20566492 - Philos Trans R Soc Lond B Biol Sci. 2010 Jul 27;365(1550):2155
18184811 - Proc Natl Acad Sci U S A. 2008 Jan 15;105(2):577-81
19324800 - Proc Biol Sci. 2009 May 22;276(1663):1777-85
9915706 - Science. 1999 Jan 22;283(5401):554-7
20164085 - J R Soc Interface. 2010 Aug 6;7(49):1181-93
19786619 - Genetics. 2010 Jan;184(1):243-52
28307493 - Oecologia. 1997 Oct;112(3):430-434
20116250 - Curr Biol. 2010 Feb 9;20(3):215-22
10553906 - Nature. 1999 Oct 28;401(6756):911-4
17355569 - Ecol Lett. 2007 Apr;10(4):299-314
16958866 - Ecol Lett. 2006 Jan;9(1):35-44
28314040 - Oecologia. 1993 May;94(2):255-261
16790406 - Proc Biol Sci. 2006 Jul 22;273(1595):1743-50
21078640 - Philos Trans A Math Phys Eng Sci. 2010 Dec 28;368(1933):5645-59
12524368 - Genetics. 2002 Dec;162(4):2025-35
19158031 - Biol Lett. 2009 Apr 23;5(2):207-10
19060196 - Proc Natl Acad Sci U S A. 2008 Dec 9;105(49):19052-9
19205079 - J R Soc Interface. 2009 Feb 6;6(31):187-202
20531470 - Nature. 2010 Jun 24;465(7301):1066-9
19046362 - Ecol Lett. 2008 Dec;11(12):1338-50
17249240 - Ecology. 2006 Dec;87(12):3160-74
18305542 - Nature. 2008 Feb 28;451(7182):1098-102
17708219 - Ecol Appl. 2007 Jul;17(5):1424-40
14566048 - Proc Natl Acad Sci U S A. 2003 Oct 28;100(22):12771-5
References_xml – start-page: 1338
  year: 2008
  ident: ref4
  article-title: Understanding movement data and movement processes: current and emerging directions.
  publication-title: Ecology Letters
  doi: 10.1111/j.1461-0248.2008.01249.x
– volume: 28
  start-page: 61
  year: 1980
  ident: ref31
  article-title: Feeding Assemblages of Mammals at Fruiting Dipteryx-Panamensis (Papilionaceae) Trees in Panama - Seed Predation, Dispersal, and Parasitism.
  publication-title: Revista De Biologia Tropical
– volume: 105
  start-page: 577
  year: 2008
  ident: ref17
  article-title: Interaction location outweighs the competitive advantage of numerical superiority in Cebus capucinus intergroup contests.
  publication-title: Proc Natl Acad Sci USA
  doi: 10.1073/pnas.0707749105
– start-page: 123
  year: 1986
  ident: ref30
  article-title: Seed dispersal by fruit-eating birds and mammals.
– volume: 162
  start-page: 2025
  year: 2002
  ident: ref48
  article-title: Approximate Bayesian computation in population genetics.
  publication-title: Genetics
  doi: 10.1093/genetics/162.4.2025
– volume: 15
  start-page: 543
  year: 2005
  ident: ref5
  article-title: Spatial responses of wolves to roads and trails in mountain valleys.
  publication-title: Ecol Appl
  doi: 10.1890/03-5317
– volume: 85
  start-page: 242
  year: 2004
  ident: ref20
  article-title: Habitat-speclfic movement parameters estimated using mark-recapture data and a diffusion model.
  publication-title: Ecology
  doi: 10.1890/02-0706
– volume: 105
  start-page: 19052
  year: 2008
  ident: ref16
  article-title: A movement ecology paradigm for unifying organismal movement research.
  publication-title: Proc Natl Acad Sci USA
  doi: 10.1073/pnas.0800375105
– volume: 100
  start-page: 12771
  year: 2003
  ident: ref11
  article-title: Helical Levy walks: Adjusting searching statistics to resource availability in microzooplankton.
  publication-title: Proc Natl Acad Sci USA
  doi: 10.1073/pnas.2137243100
– volume: 87
  start-page: 3160
  year: 2006
  ident: ref10
  article-title: Incorporating animal behavior into seed dispersal models: Implications for seed shadows.
  publication-title: Ecology
  doi: 10.1890/0012-9658(2006)87[3160:IABISD]2.0.CO;2
– volume: 23
  start-page: 466
  year: 2000
  ident: ref14
  article-title: Hierarchical habitat selection by woodland caribou: its relationship to limiting factors.
  publication-title: Ecography
  doi: 10.1111/j.1600-0587.2000.tb00303.x
– volume: 276
  start-page: 1777
  year: 2009
  ident: ref46
  article-title: Distinguishing epidemic waves from disease spillover in a wildlife population.
  publication-title: Proc Biol Sci
  doi: 10.1098/rspb.2008.1636
– year: 1998
  ident: ref32
  article-title: Tropical Forest Census Plots
  doi: 10.1007/978-3-662-03664-8
– start-page: 25
  year: 1970
  ident: ref27
  article-title: Relationships between fruiting seasons and seed dispersal methods in a neotropical forest.
  publication-title: American Naturalist
  doi: 10.1086/282638
– volume: 10
  start-page: 299
  year: 2007
  ident: ref8
  article-title: Pollination and other ecosystem services produced by mobile organisms: a conceptual framework for the effects of land-use change.
  publication-title: Ecology Letters
  doi: 10.1111/j.1461-0248.2007.01018.x
– start-page: 21
  year: 1982
  ident: ref25
  article-title: Geology, climate, and hydrology of Barro Colorado Island.
– start-page: 31
  year: 1992
  ident: ref41
  article-title: Approximating point process likelihoods with GLIM.
  publication-title: Applied Statistics
  doi: 10.2307/2347614
– volume: 365
  start-page: 2157
  year: 2010
  ident: ref15
  article-title: Theme Issue ‘Challenges and opportunities of using GPS-based location data in animal ecology’ Introduction.
  publication-title: Philos T R Soc B
– volume: 77
  start-page: 285
  year: 2007
  ident: ref19
  article-title: State-space models link elk movement patterns to landscape characteristics in Yellowstone National Park.
  publication-title: Ecol Monogr
  doi: 10.1890/06-0534
– volume: 9
  start-page: 35
  year: 2006
  ident: ref36
  article-title: Seasonal, El Nino and longer term changes in flower and seed production in a moist tropical forest.
  publication-title: Ecology Letters
  doi: 10.1111/j.1461-0248.2005.00851.x
– volume: 17
  start-page: 1424
  year: 2007
  ident: ref12
  article-title: Grizzly bear habitat selection is scale dependent.
  publication-title: Ecol Appl
  doi: 10.1890/06-1100.1
– volume: 86
  start-page: 3078
  year: 2005
  ident: ref42
  article-title: Animal search strategies: A quantitative. random-walk analysis.
  publication-title: Ecology
  doi: 10.1890/04-1806
– year: 1999
  ident: ref24
  article-title: Tropical Forest Ecology: A view from Barro Colorado Island
– ident: ref45
  article-title: Modeling the mobility of living organisms in heterogeneous landscapes: Does memory improve foraging success?
  publication-title: P R Soc B
– year: 1994
  ident: ref40
  article-title: Fractals, random shapes and point fields
– volume: 21
  start-page: 530
  year: 2006
  ident: ref3
  article-title: A framework for predicting and visualizing the East African wildebeest migration-route patterns in variable climatic conditions using geographic information system and remote sensing.
  publication-title: Ecol Res
  doi: 10.1007/s11284-006-0175-9
– start-page: 1324
  year: 2009
  ident: ref18
  article-title: Studying the migratory behavior of individual bats: current techniques and future directions.
  publication-title: J Mammal
  doi: 10.1644/09-MAMM-S-086R2.1
– volume: 94
  start-page: 255
  year: 1993
  ident: ref28
  article-title: Post-dispersal predation and scatterhoarding of Dipteryx panamensis (Papilionaceae) seeds by rodents in Panama.
  publication-title: Oecologia
  doi: 10.1007/BF00341325
– volume: 7
  start-page: 1181
  year: 2010
  ident: ref47
  article-title: Analytical methods for quantifying environmental connectivity for the control and surveillance of infectious disease spread.
  publication-title: J R Soc Interface
  doi: 10.1098/rsif.2009.0523
– start-page: 293
  year: 2002
  ident: ref2
  article-title: Small-scale habitat fragmentation effects on pollinator behaviour: experimental evidence from the bumblebee Bombus veteranus on calcareous grasslands.
  publication-title: Biological Conservation
  doi: 10.1016/S0006-3207(01)00194-X
– volume: 6
  start-page: 187
  year: 2009
  ident: ref50
  article-title: Approximate Bayesian computation scheme for parameter inference and model selection in dynamical systems.
  publication-title: J R Soc Interface
  doi: 10.1098/rsif.2008.0172
– volume: 112
  start-page: 430
  year: 1997
  ident: ref6
  article-title: Habitat structure and animal movement: the behaviour of bumble bees in uniform and random spatial resource distributions.
  publication-title: Oecologia
  doi: 10.1007/s004420050329
– volume: 85
  start-page: 2436
  year: 2004
  ident: ref9
  article-title: Extracting more out of relocation data: Building movement models as mixtures of random walks.
  publication-title: Ecology
  doi: 10.1890/03-0269
– year: 2003
  ident: ref38
  article-title: Statistical Analysis of Spatial Point Patterns, 2nd edn
– volume: 451
  start-page: 1098
  year: 2008
  ident: ref43
  article-title: Scaling laws of marine predator search behaviour.
  publication-title: Nature
  doi: 10.1038/nature06518
– volume: 5
  start-page: 207
  year: 2009
  ident: ref7
  article-title: Tropical deforestation alters hummingbird movement patterns.
  publication-title: Biol Lett
  doi: 10.1098/rsbl.2008.0691
– year: 1991
  ident: ref39
  article-title: Statistical Inference for Spatial Processes
– start-page: 243
  year: 2010
  ident: ref49
  article-title: Bayesian Computation and Model Selection Without Likelihoods.
  publication-title: Genetics
  doi: 10.1534/genetics.109.109058
– volume: 43
  start-page: 207
  year: 1984
  ident: ref23
  article-title: Impact of mammals on early recruitment of a tropical canopy tree, Dipteryx panamensis, in Panama.
  publication-title: Oikos
  doi: 10.2307/3544770
– start-page: 1066
  year: 2010
  ident: ref13
  article-title: Environmental context explains Lévy and Brownian movement patterns of marine predators.
  publication-title: Nature
  doi: 10.1038/nature09116
– start-page: 215
  year: 2010
  ident: ref1
  article-title: Fishery Discards Impact on Seabird Movement Patterns at Regional Scales.
  publication-title: Current Biology
  doi: 10.1016/j.cub.2009.11.073
– year: 1687
  ident: ref35
  article-title: Philosophiae naturalis principia mathematica
  doi: 10.5479/sil.52126.39088015628399
– volume: 283
  start-page: 554
  year: 1999
  ident: ref33
  article-title: Light-gap disturbances, recruitment limitation, and tree diversity in a neotropical forest.
  publication-title: Science
  doi: 10.1126/science.283.5401.554
– year: 2005
  ident: ref34
  article-title: Barro Colorado Forest Census Plot Data.
– start-page: 33
  year: 2008
  ident: ref22
  article-title: Large-scale spatial variation in palm fruit abundance across a tropical moist forest estimated from high-resolution aerial photographs.
  publication-title: Ecography
  doi: 10.1111/j.2007.0906-7590.05151.x
– volume: 23
  start-page: 635
  year: 2007
  ident: ref29
  article-title: Conventional and genetic measures of seed dispersal for Dipteryx panamensis (Fabaceae) in continuous and fragmented Costa Rican rain forest.
  publication-title: J Trop Ecol
  doi: 10.1017/S0266467407004488
– start-page: 151
  year: 1982
  ident: ref26
  article-title: The seasonal rhythm of fruitfall on Barro Colorado Island.
– volume: 273
  start-page: 1743
  year: 2006
  ident: ref44
  article-title: Scale-free foraging by primates emerges from their interaction with a complex environment.
  publication-title: P R Soc B
  doi: 10.1098/rspb.2005.3462
– volume: 80
  start-page: 1632
  year: 1999
  ident: ref37
  article-title: The El Nino Southern Oscillation variable fruit production, and famine in a tropical forest.
  publication-title: Ecology
– volume: 401
  start-page: 911
  year: 1999
  ident: ref21
  article-title: Optimizing the success of random searches.
  publication-title: Nature
  doi: 10.1038/44831
– reference: 18184811 - Proc Natl Acad Sci U S A. 2008 Jan 15;105(2):577-81
– reference: 19046362 - Ecol Lett. 2008 Dec;11(12):1338-50
– reference: 20566492 - Philos Trans R Soc Lond B Biol Sci. 2010 Jul 27;365(1550):2155
– reference: 19324800 - Proc Biol Sci. 2009 May 22;276(1663):1777-85
– reference: 14566048 - Proc Natl Acad Sci U S A. 2003 Oct 28;100(22):12771-5
– reference: 21078640 - Philos Trans A Math Phys Eng Sci. 2010 Dec 28;368(1933):5645-59
– reference: 20531470 - Nature. 2010 Jun 24;465(7301):1066-9
– reference: 19205079 - J R Soc Interface. 2009 Feb 6;6(31):187-202
– reference: 20116250 - Curr Biol. 2010 Feb 9;20(3):215-22
– reference: 17708219 - Ecol Appl. 2007 Jul;17(5):1424-40
– reference: 17249240 - Ecology. 2006 Dec;87(12):3160-74
– reference: 16958866 - Ecol Lett. 2006 Jan;9(1):35-44
– reference: 28314040 - Oecologia. 1993 May;94(2):255-261
– reference: 17355569 - Ecol Lett. 2007 Apr;10(4):299-314
– reference: 9915706 - Science. 1999 Jan 22;283(5401):554-7
– reference: 10553906 - Nature. 1999 Oct 28;401(6756):911-4
– reference: 12524368 - Genetics. 2002 Dec;162(4):2025-35
– reference: 19158031 - Biol Lett. 2009 Apr 23;5(2):207-10
– reference: 19060196 - Proc Natl Acad Sci U S A. 2008 Dec 9;105(49):19052-9
– reference: 19786619 - Genetics. 2010 Jan;184(1):243-52
– reference: 28307493 - Oecologia. 1997 Oct;112(3):430-434
– reference: 18305542 - Nature. 2008 Feb 28;451(7182):1098-102
– reference: 16790406 - Proc Biol Sci. 2006 Jul 22;273(1595):1743-50
– reference: 20164085 - J R Soc Interface. 2010 Aug 6;7(49):1181-93
SSID ssj0053866
Score 2.1151881
Snippet The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most attempts to model...
Background The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most...
Background - The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most...
Background The movement patterns of wild animals depend crucially on the spatial and temporal availability of resources in their habitat. To date, most...
SourceID plos
doaj
wageningen
pubmedcentral
proquest
gale
pubmed
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
Enrichment Source
StartPage e15002
SubjectTerms Aerial photography
Agriculture
Algorithms
Animal models
Animals
approximate bayesian computation
Availability
behavior
Biodiversity
Biology
Canopies
Computer Science
Computer Simulation
Crop production
Dipteryx - growth & development
dipteryx-panamensis
Dynamical systems
Earth Sciences
Ecology
Ecology - methods
el-nino
Environmental protection
Evolutionary biology
Famine
Food
Food resources
Foraging behavior
Forest management
Fruit - growth & development
Fruits
Geography
Geospatial data
Global positioning systems
GPS
habitat selection
Habitats
Heterogeneity
Imagery
Infectious diseases
Keystone species
Methods
Models, Biological
Monte Carlo Method
movement patterns
Ocean currents
Panama
Phenology
Plant species
Population Dynamics
Population genetics
recruitment
Remote sensing
Resource availability
Satellite navigation systems
seed dispersal
Simulation
Spatial distribution
Species
Stochasticity
Stress concentration
Surveillance
Temporal distribution
Temporal variations
Trees
Trees - growth & development
Tropical Climate
tropical forest
Tropical forests
Variation
Wild animals
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwELbQikMviPJqoICFkIBD2thO1g63gqjgUhAv9WY5TlxWWjnRZpf-CX40M443bESlcuC02ngcyfNwZuyZbwh57pzMapWzFMHFIEDBboDg2aeZEIUwTDZMDc0m5NmZOj8vP-20-sKcsAEeeGDccdMgAooyeQGBd2UqldWglUZwVqnSiIBemslyG0wNezBY8XweC-WEZMdRLkdd65ujgKoXj1G2H6KA1z_uyrNu2fZXuZx_Z07uXYLZ-1AHtfNdOr1NbkWHkp4MC9knNxp_h-xHk-3py4gr_eou-YV9z7D6nILTR3tMpYaJNSLnxqZX1PiautVmgbnQtAvQm562jhoKtk7xAptiaSZE13QB1NQ37XrVdihoCt4vLOI1HXpSh9P68L6uXWNGElDsXpbfI99O3319-z6NzRhSC9HzOlXcWimral66qlROFQq3ClbW4F9aq6yosYdHVjQWXIoaojp4gpd-DgFmFHhl98nMA_sPCC15ndeMN8aU85zVSlVlJirhqso18McmRGwlo21EKseGGUsdrt8kRCwDbzXKU0d5JiQdZ3UDUsc19G9Q6CMt4myHB6B9Omqfvk77EvIUVUYPRavjbqFPcgmhPwdvLyHPAgVibXhM5rkwm77XHz5-_weiL58nRC8ikQPZGmtiAQWsCTG8JpSHE0rYMexk-AAVfMuVXoPPxznekQuYuVX6q4fpOIwvxQQ90LRNrxW4xXOEhkrIg8FERsZyhg3OuUyInBjPhPPTEb_4EZDOsT1AyUBU4o-ZaY9NtvowK5506svNSvsl_sB7eo1gywV_-D8E_IjshXwRxlLOD8lsvdo0j8lN-3O96FdPwqbzGxJ9iR0
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: Nursing & Allied Health Database
  dbid: 7RV
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3fb9MwELaggLQXYOPHAgMshAQ8ZKvjpnF4QQM2gRClGmPam-U4zqhUJSVOmfY_8Edz5zrZIiZA4qlqfLZi3_lyts_fR8izokiGuRixEMHFYIGCbIAQ2YdDzmOuWGKYWJFNJJOJOD5Op37Dzfq0ytYnOkedVxr3yHfguxRFeI7HXy--h8gahaernkLjKrnGMDYGe04OjlpPDHN5PPbX5XjCdrx2thdVabYdtp7fTGk_Rw61v_PNg8W8spcFnr_nT66dwuQv3W2oC1-n_Vv_26_b5KaPS-nuypDWyRVTbpAbew7T-myDrHsfYOkLD1T98g75iURqeJ2dQhRJkdwYjJm-Qyhez6JFVZnT_Xo5w-RqOnVYniWtCqroR3NGD2uD9Qy0bekMpOnEVE1dLdByKLKG2uYV_eRIrt2LuPamVYMpTvi2F07f75Kv-3uHb9-Hnt0h1LAcb0IRaZ0kWTZOiywVhYgF-h6W5hCwai00z5EUZBgbDTFKDstEeIKniAUi1ggI8-6RQQma3CQ0jfJRziKjVDoesVyILB3yjBdZVhj4owPCWyVL7aHPkYFjLt15XgJLoNUoSzQN6U0jIGFXa7GC_viL_Bu0n04Wgbvdg6o-kd4PSGMQ0EeoUQwqz1Qmhjk4WcUjlolU8TggT9D65OoWbOd-5O4o4eB8IXwMyFMngeAdJWYHnailtfLD56N_EPpy0BN67oUK0K3Syt_IgD4hKFhPcqsnCS5I94o3ca60o2LluVFDzdbsLy-mXTE2ihl_pamWVgqIs8eINRWQ-6vZ1g1sxJAxPUoCkvTmYW_k-yXl7JuDTke-gZSBqvj5jJUlsnZZV8tvncrTZS3LOf5AO1YienMcPfhzXx6SNZdawlgYRVtk0NRL84hc1z-ama0fO8_0CxSAmWA
  priority: 102
  providerName: ProQuest
Title Modeling the Spatial Distribution and Fruiting Pattern of a Key Tree Species in a Neotropical Forest: Methodology and Potential Applications
URI https://www.ncbi.nlm.nih.gov/pubmed/21124927
https://www.proquest.com/docview/1292203043
https://www.proquest.com/docview/815960776
https://pubmed.ncbi.nlm.nih.gov/PMC2989912
http://www.narcis.nl/publication/RecordID/oai:library.wur.nl:wurpubs%2F399252
https://doaj.org/article/ee04518a45304bab80d073a321b89a35
http://dx.doi.org/10.1371/journal.pone.0015002
Volume 5
WOSCitedRecordID wos000284467200018&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: DOA
  dateStart: 20060101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: M~E
  dateStart: 20060101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: Advanced Technologies & Aerospace Database
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: P5Z
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/hightechjournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Agricultural Science Database
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: M0K
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/agriculturejournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Biological Science Database
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: M7P
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/biologicalscijournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Engineering Database
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: M7S
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: http://search.proquest.com
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Environmental Science Database (subscripiton)
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: PATMY
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/environmentalscience
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Health & Medical Collection
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: 7X7
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/healthcomplete
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Materials Science Database
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: KB.
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/materialsscijournals
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Nursing & Allied Health Database
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: 7RV
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/nahs
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central (subscription)
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: BENPR
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Public Health Database
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: 8C1
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: https://search.proquest.com/publichealth
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: Publicly Available Content Database
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: PIMPY
  dateStart: 20061201
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
– providerCode: PRVATS
  databaseName: Public Library of Science (PLoS) Journals Open Access
  customDbUrl:
  eissn: 1932-6203
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0053866
  issn: 1932-6203
  databaseCode: FPL
  dateStart: 20060101
  isFulltext: true
  titleUrlDefault: http://www.plos.org/publications/
  providerName: Public Library of Science
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3db9MwELegA2kvwMbHCqNYCAl4yIjjJnZ4W8cqptESdWPqeLHy4UClKamalmn_A380d66bLbAJeLmq8dlKzr7LObZ_P0Je5blwM9llDoKLwQQF2QAhs3dczn0eM6GZXJJNiOFQjsdhdDlR_G0Fnwv2ztp0Z1oWescg4iF25JrHgwCpGvrRp1XkBd8NAns87qaajdePQemvY3FrelZW1yWaf-6XXD8HZy_M6acrb6P-_f99jgfkns076e5yoGyQW7rYJHf3DWb1xSbZsD5e0TcWiPrtQ_ITidLwuDqFLJEieTEMVvoBoXYtSxaNi4z2Z4sJbp6mkcHqLGiZ05ge6gt6PNNYT0PbFZ2ANh3qcj4rpzgyKLKCVvP3dGBIrM2NmPaico5bmPBur6yuPyJf-vvHex8dy97gpDDdnjvSS1MhkiQI8ySUufQlxhYWZpCQpqlMeYakH66vU8hBMpgGwhVcJcwRkUZCGveYtAqw1RahoZd1M-bpOA6DLsukTEKXJzxPklzDn7RN-KpTVWqhzZFh40yZ9ToBU5yllRUaX1njt4lT15ouoT3-ot_D8VLrIjC3uQC9rKyfK60RsEfGXZ-73SROpJtBEI25xxIZxtxvkxc42tTylGsdXtRuV3AIrpAetslLo4HgHAXu_vkWL6pKHXw--Qelo1FD6bVVyqFv4zS2Jy7gmRD0q6G53dCEEJM2irfQN1ZWqRQkiZ6Hi-ocaq785fpiWhdjo7ijr9DlolIS8ugAsaTa5MnSu2rDegwZ0T3RJqLhdw3LN0uKyXcDjY58AiGDruKXHqoKZOWqTC37aVSdL2aqOMMfaKdSiM7se09vfsxnZN1sG2HM8bxt0prPFvo5uZP-mE-qWYfcFqMTlGNhpAQp91iHrPX2h9GoYz70dEysAnnY2wE5cA9RisjII5CR_xVqRAeD6PQXPrGUFw
linkProvider Public Library of Science
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V3dbtMwFLZGAbEbYONnhcEsBAIusjV22zhICI1t1aptpRoF7c4kjjMqVUlJWqq9A8_CM3KO42SLmICbXXBVNT62Euf8OT7-PkKex7HXikTbdRBcDBYoyAYImb3T4rzDA9fTrijIJrzBQJyc-MMl8rM8C4NllaVPNI46ShV-I9-CuMQY7uPxd9NvDrJG4e5qSaFRqMWBPlvAki1_29-F9_uCsd7eaGffsawCjoJl4MwRTCnPC8OuH4e-iEVHoM67fgSJklJC8QjJKFodrSA2RrA8gSu4exUjUoqA9ALGvUautznjaEVipyopAd_R7drjedxzt6w2bE7TRG8aLD_78aYMf4YloIoFjekkzS9LdH-v11xegLNJzOmrC9Gwd-d_m8e75LbNu-l2YSgrZEknq-TmnsHsPlslK9bH5fSVBeJ-fY_8QKI4PK5PIUumSN4Mxkp3EWrYsoTRIIloL5uPsXicDg1WaULTmAYUno6OMo39NIyd0zFI04FOZ1k6RcugyIqaz97QI0PibW7EjDdMZ1jChXd7obrgPvl0JfPzgDQS0Jw1Qn0WtSOX6SDwu203EiL0WzzkcRjGGv6oJuGlUkllod2RYWQizX6lB0u8YpYlqqK0qtgkTtVrWkCb_EX-PeprJYvA5OZCmp1K6-ek1ghYJIJ2B1QsDELRiiCIBJy5ofAD3mmSDdR2WZzyrdyr3G57HIILpMdN8sxIIDhJgtVPp8E8z2X_w-d_EPp4XBN6aYVieLeBCuyJE3gmBD2rSa7XJMHFqlrzGtpmOSu5PDci6Fma2eXNtGrGQbGiMdHpPJcC1hFdxNJqkoeFdVcTy1xkhGdek3g1u6_NfL0lGX810PDIp-C78Kr4uYeQCbKS5aaX_TQsF_NMJhP8gXFyiejUHfboz8-yQW7tj44O5WF_cPCYLJsyGtd1GFsnjVk210_IDfV9Ns6zp8YrUvLlqt3HLxO88lM
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1bb9MwFLZGuWgvwMZlhcEsBAIesiZ22jhICA26imlQqjHQ3kziOKNSlZSkpdp_4Bfx6zjHcbpFTMDLHniqGh9biXNujo-_j5DHaRq4ifA9B8HFYIGCbICQ2Tsu510eeYH2REU2EQyH4ugoHK2Qn_VZGCyrrH2icdRJrvAbeQfiEmO4j8c7qS2LGPUHr6bfHGSQwp3Wmk6jUpF9fbKA5Vv5cq8P7_oJY4PdwzdvHcsw4ChYEs4cwZQKgjjuhWkcilR0Beq_FyaQNCklFE-QmMLtagVxMoGlClzBnawUUVMEpBow7iVyOfB7LjNlg6M6CoAf6fXsUT0eeB2rGdvTPNPbBtfPfsipQ6FhDFjGhdZ0kpfnJb2_126uLsDxZOYk1pnIOLjxP8_pTXLd5uN0pzKgNbKis3VydddgeZ-skzXr-0r6zAJ0P79FfiCBHB7jp5A9UyR1BiOmfYQgtuxhNMoSOijmYywqpyODYZrRPKURhaejh4XGfhrGLukYpOlQ57Min6LFUGRLLWcv6HtD7m1uxIw3ymdY2oV3e6bq4Db5dCHzc4e0MtCiDUJDlviJx3QUhT3fS4SIQ5fHPI3jVMMf1Sa8VjCpLOQ7Mo9MpNnHDGDpV82yRLWUVi3bxFn2mlaQJ3-Rf426u5RFwHJzIS-OpfV_UmsEMhKR3wV1i6NYuAkEl4gzLxZhxLttsoWaL6vTv0u3K3f8gEPQgbS5TR4ZCQQtyVBVj6N5Wcq9D5__QejjQUPoqRVK4d1GKrInUeCZEAytIbnZkATXqxrNG2in9ayU8tSgoGdtcuc302UzDoqVjpnO56UUsL7oIcZWm9ytLH05scxDpngWtEnQ8AGNmW-2ZOOvBjIeeRZCD14VP_UWMkO2stL0sp-M5WJeyGyCPzBOKRG1usvu_flZtsg18Bry3d5w_z5ZNdU1nucwtklas2KuH5Ar6vtsXBYPjYOk5MtFe49fSOz7Xw
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Modeling+the+Spatial+Distribution+and+Fruiting+Pattern+of+a+Key+Tree+Species+in+a+Neotropical+Forest%3A+Methodology+and+Potential+Applications&rft.jtitle=PloS+one&rft.au=Caillaud%2C+Damien&rft.au=Crofoot%2C+Margaret+C.&rft.au=Scarpino%2C+Samuel+V.&rft.au=Jansen%2C+Patrick+A.&rft.date=2010-11-22&rft.pub=Public+Library+of+Science&rft.eissn=1932-6203&rft.volume=5&rft.issue=11&rft_id=info:doi/10.1371%2Fjournal.pone.0015002&rft_id=info%3Apmid%2F21124927&rft.externalDocID=PMC2989912
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1932-6203&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1932-6203&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1932-6203&client=summon