Stable isotopes as a predictor for organic or conventional classification of berries and vegetables

Organic agriculture is expanding worldwide, driven by expectations of improving food quality and soil health. However, while organic certification by regulatory bodies such as the United States Department of Agriculture and the European Union confirms compliance with organic standards that prohibit...

Full description

Saved in:
Bibliographic Details
Published inPloS one Vol. 20; no. 3; p. e0318179
Main Authors Zhu-Barker, Xia, Liou, Michael, Zapata, Diana, Huang, Jingyi, Horwath, William R.
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 12.03.2025
Public Library of Science (PLoS)
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Organic agriculture is expanding worldwide, driven by expectations of improving food quality and soil health. However, while organic certification by regulatory bodies such as the United States Department of Agriculture and the European Union confirms compliance with organic standards that prohibit synthetic chemical inputs, there is limited oversight to verify that organic practices, such as the use of authentic organic fertilizer sources, are consistently applied at the field level. This study investigated the elemental content of carbon (C) and nitrogen (N) and their stable isotopes (δ 13 C and δ 15 N) in seven different crops grown under organic or conventional practices to assess their applicability as a screening tool to verify the authenticity of organic labeled produce. Holm corrected Welch t-tests and a generalized linear mixed model (GLMM) were used to assess the potential of stable isotope or crop elemental content to differentiate organic vs. conventional production systems. Total C and N content or C/N ratio was not significantly different between production systems or among geographic origins for most crops. However, the average N stable isotope (δ 15 N) content differed, with conventional crops at 1.8 ± 2.2‰ and organic at 6.0 ± 3.4‰. A mixed model incorporating elemental contents and stable isotopes identified δ 15 N as the primary predictor in discriminating organic and conventional production systems. A δ 15 N threshold is suggested to differentiate conventional from organic grown raspberries (δ 15 N < 2.17‰) and strawberries (δ 15 N < 3.22‰), for an estimated false negative rate of 1%. Although further evaluation is needed, our extensive dataset (n = 791) captures key predictors of agricultural production systems and holds potential as a benchmark for future organic production verification.
AbstractList Organic agriculture is expanding worldwide, driven by expectations of improving food quality and soil health. However, while organic certification by regulatory bodies such as the United States Department of Agriculture and the European Union confirms compliance with organic standards that prohibit synthetic chemical inputs, there is limited oversight to verify that organic practices, such as the use of authentic organic fertilizer sources, are consistently applied at the field level. This study investigated the elemental content of carbon (C) and nitrogen (N) and their stable isotopes (δ 13 C and δ 15 N) in seven different crops grown under organic or conventional practices to assess their applicability as a screening tool to verify the authenticity of organic labeled produce. Holm corrected Welch t-tests and a generalized linear mixed model (GLMM) were used to assess the potential of stable isotope or crop elemental content to differentiate organic vs. conventional production systems. Total C and N content or C/N ratio was not significantly different between production systems or among geographic origins for most crops. However, the average N stable isotope (δ 15 N) content differed, with conventional crops at 1.8 ±  2.2‰ and organic at 6.0 ±  3.4‰. A mixed model incorporating elemental contents and stable isotopes identified δ 15 N as the primary predictor in discriminating organic and conventional production systems. A δ 15 N threshold is suggested to differentiate conventional from organic grown raspberries (δ 15 N <  2.17‰) and strawberries (δ 15 N <  3.22‰), for an estimated false negative rate of 1%. Although further evaluation is needed, our extensive dataset (n = 791) captures key predictors of agricultural production systems and holds potential as a benchmark for future organic production verification.
Organic agriculture is expanding worldwide, driven by expectations of improving food quality and soil health. However, while organic certification by regulatory bodies such as the United States Department of Agriculture and the European Union confirms compliance with organic standards that prohibit synthetic chemical inputs, there is limited oversight to verify that organic practices, such as the use of authentic organic fertilizer sources, are consistently applied at the field level. This study investigated the elemental content of carbon (C) and nitrogen (N) and their stable isotopes ([delta].sup.13 C and [delta].sup.15 N) in seven different crops grown under organic or conventional practices to assess their applicability as a screening tool to verify the authenticity of organic labeled produce. Holm corrected Welch t-tests and a generalized linear mixed model (GLMM) were used to assess the potential of stable isotope or crop elemental content to differentiate organic vs. conventional production systems. Total C and N content or C/N ratio was not significantly different between production systems or among geographic origins for most crops. However, the average N stable isotope ([delta].sup.15 N) content differed, with conventional crops at 1.8 ± 2.2% and organic at 6.0 ± 3.4%. A mixed model incorporating elemental contents and stable isotopes identified [delta].sup.15 N as the primary predictor in discriminating organic and conventional production systems. A [delta].sup.15 N threshold is suggested to differentiate conventional from organic grown raspberries ([delta].sup.15 N < 2.17%) and strawberries ([delta].sup.15 N < 3.22%), for an estimated false negative rate of 1%. Although further evaluation is needed, our extensive dataset (n = 791) captures key predictors of agricultural production systems and holds potential as a benchmark for future organic production verification.
Organic agriculture is expanding worldwide, driven by expectations of improving food quality and soil health. However, while organic certification by regulatory bodies such as the United States Department of Agriculture and the European Union confirms compliance with organic standards that prohibit synthetic chemical inputs, there is limited oversight to verify that organic practices, such as the use of authentic organic fertilizer sources, are consistently applied at the field level. This study investigated the elemental content of carbon (C) and nitrogen (N) and their stable isotopes (δ13C and δ15N) in seven different crops grown under organic or conventional practices to assess their applicability as a screening tool to verify the authenticity of organic labeled produce. Holm corrected Welch t-tests and a generalized linear mixed model (GLMM) were used to assess the potential of stable isotope or crop elemental content to differentiate organic vs. conventional production systems. Total C and N content or C/N ratio was not significantly different between production systems or among geographic origins for most crops. However, the average N stable isotope (δ15N) content differed, with conventional crops at 1.8 ±  2.2‰ and organic at 6.0 ±  3.4‰. A mixed model incorporating elemental contents and stable isotopes identified δ15N as the primary predictor in discriminating organic and conventional production systems. A δ15N threshold is suggested to differentiate conventional from organic grown raspberries (δ15N <  2.17‰) and strawberries (δ15N <  3.22‰), for an estimated false negative rate of 1%. Although further evaluation is needed, our extensive dataset (n = 791) captures key predictors of agricultural production systems and holds potential as a benchmark for future organic production verification.
Organic agriculture is expanding worldwide, driven by expectations of improving food quality and soil health. However, while organic certification by regulatory bodies such as the United States Department of Agriculture and the European Union confirms compliance with organic standards that prohibit synthetic chemical inputs, there is limited oversight to verify that organic practices, such as the use of authentic organic fertilizer sources, are consistently applied at the field level. This study investigated the elemental content of carbon (C) and nitrogen (N) and their stable isotopes (δ 13 C and δ 15 N) in seven different crops grown under organic or conventional practices to assess their applicability as a screening tool to verify the authenticity of organic labeled produce. Holm corrected Welch t-tests and a generalized linear mixed model (GLMM) were used to assess the potential of stable isotope or crop elemental content to differentiate organic vs. conventional production systems. Total C and N content or C/N ratio was not significantly different between production systems or among geographic origins for most crops. However, the average N stable isotope (δ 15 N) content differed, with conventional crops at 1.8 ± 2.2‰ and organic at 6.0 ± 3.4‰. A mixed model incorporating elemental contents and stable isotopes identified δ 15 N as the primary predictor in discriminating organic and conventional production systems. A δ 15 N threshold is suggested to differentiate conventional from organic grown raspberries (δ 15 N < 2.17‰) and strawberries (δ 15 N < 3.22‰), for an estimated false negative rate of 1%. Although further evaluation is needed, our extensive dataset (n = 791) captures key predictors of agricultural production systems and holds potential as a benchmark for future organic production verification.
Organic agriculture is expanding worldwide, driven by expectations of improving food quality and soil health. However, while organic certification by regulatory bodies such as the United States Department of Agriculture and the European Union confirms compliance with organic standards that prohibit synthetic chemical inputs, there is limited oversight to verify that organic practices, such as the use of authentic organic fertilizer sources, are consistently applied at the field level. This study investigated the elemental content of carbon (C) and nitrogen (N) and their stable isotopes (δ13C and δ15N) in seven different crops grown under organic or conventional practices to assess their applicability as a screening tool to verify the authenticity of organic labeled produce. Holm corrected Welch t-tests and a generalized linear mixed model (GLMM) were used to assess the potential of stable isotope or crop elemental content to differentiate organic vs. conventional production systems. Total C and N content or C/N ratio was not significantly different between production systems or among geographic origins for most crops. However, the average N stable isotope (δ15N) content differed, with conventional crops at 1.8 ±  2.2‰ and organic at 6.0 ±  3.4‰. A mixed model incorporating elemental contents and stable isotopes identified δ15N as the primary predictor in discriminating organic and conventional production systems. A δ15N threshold is suggested to differentiate conventional from organic grown raspberries (δ15N <  2.17‰) and strawberries (δ15N <  3.22‰), for an estimated false negative rate of 1%. Although further evaluation is needed, our extensive dataset (n = 791) captures key predictors of agricultural production systems and holds potential as a benchmark for future organic production verification.Organic agriculture is expanding worldwide, driven by expectations of improving food quality and soil health. However, while organic certification by regulatory bodies such as the United States Department of Agriculture and the European Union confirms compliance with organic standards that prohibit synthetic chemical inputs, there is limited oversight to verify that organic practices, such as the use of authentic organic fertilizer sources, are consistently applied at the field level. This study investigated the elemental content of carbon (C) and nitrogen (N) and their stable isotopes (δ13C and δ15N) in seven different crops grown under organic or conventional practices to assess their applicability as a screening tool to verify the authenticity of organic labeled produce. Holm corrected Welch t-tests and a generalized linear mixed model (GLMM) were used to assess the potential of stable isotope or crop elemental content to differentiate organic vs. conventional production systems. Total C and N content or C/N ratio was not significantly different between production systems or among geographic origins for most crops. However, the average N stable isotope (δ15N) content differed, with conventional crops at 1.8 ±  2.2‰ and organic at 6.0 ±  3.4‰. A mixed model incorporating elemental contents and stable isotopes identified δ15N as the primary predictor in discriminating organic and conventional production systems. A δ15N threshold is suggested to differentiate conventional from organic grown raspberries (δ15N <  2.17‰) and strawberries (δ15N <  3.22‰), for an estimated false negative rate of 1%. Although further evaluation is needed, our extensive dataset (n = 791) captures key predictors of agricultural production systems and holds potential as a benchmark for future organic production verification.
Audience Academic
Author Zhu-Barker, Xia
Zapata, Diana
Liou, Michael
Horwath, William R.
Huang, Jingyi
AuthorAffiliation 1 Department of Soil and Environmental Sciences, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
2 Department of Statistics, University of Wisconsin–Madison, Madison, Wisconsin, United States of America
Central South University of Forestry and Technology, CHINA
3 Department of Land, Air and Water Resources, University of California-Davis, Davis, California, United States of America
AuthorAffiliation_xml – name: 2 Department of Statistics, University of Wisconsin–Madison, Madison, Wisconsin, United States of America
– name: 1 Department of Soil and Environmental Sciences, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
– name: 3 Department of Land, Air and Water Resources, University of California-Davis, Davis, California, United States of America
– name: Central South University of Forestry and Technology, CHINA
Author_xml – sequence: 1
  givenname: Xia
  orcidid: 0000-0001-9050-3696
  surname: Zhu-Barker
  fullname: Zhu-Barker, Xia
– sequence: 2
  givenname: Michael
  surname: Liou
  fullname: Liou, Michael
– sequence: 3
  givenname: Diana
  surname: Zapata
  fullname: Zapata, Diana
– sequence: 4
  givenname: Jingyi
  orcidid: 0000-0002-1209-9699
  surname: Huang
  fullname: Huang, Jingyi
– sequence: 5
  givenname: William R.
  surname: Horwath
  fullname: Horwath, William R.
BackLink https://www.ncbi.nlm.nih.gov/pubmed/40072947$$D View this record in MEDLINE/PubMed
BookMark eNqNk12L1DAUhousuB_6D0QLgujFjPlOcyXL4sfAwoKr3oY0TToZMs2YtIP-e9Od7jKVvZCmJJw-eU_O25zz4qQLnSmKlxAsIebwwyYMsVN-ucvhJcCwglw8Kc6gwGjBEMAnR-vT4jylDQAUV4w9K04JABwJws8Kfdur2pvSpdCHnUmlyqPcRdM43YdY2vyG2KrO6TyXOnR70_Uu5Myl9iolZ51WY6AMtqxNjG4U6Zpyb1pzp52eF0-t8sm8mOaL4sfnT9-vvi6ub76sri6vF5py1C-EstxAooxlFFPe1A0gltZcIG4JxVZQWomGYEybChKuqEVG5CXNIBWsxhfF64PuzockJ3-SxJAzBgXnNBOrA9EEtZG76LYq_pFBOXkXyIVKFXunvZHAMgKgYIhzRYi1ClOmLQC1wgQTqrPWxynbUG9No7MtUfmZ6PxL59ayDXsJoQAIVSgrvJsUYvg1mNTLrUvaeK86E4bp4BXgAmf0zT_o4-VNVKtyBa6zISfWo6i8rDDgUCAGMrV8hMpPY7Yu_2BjXY7PNryfbchMb373rRpSkqvbb__P3vycs2-P2LVRvl-n4IfxNqU5-OrY6geP769xBsgB0DGkFI19QCCQY7fc2yXHbpFTt-C_8A8F1g
Cites_doi 10.1021/jf800797w
10.1016/j.foodchem.2019.03.125
10.1021/acsomega.8b00296
10.1080/10256016.2011.570865
10.1071/FP06228
10.1016/S1161-0301(99)00053-2
10.1002/(SICI)1097-0231(19990715)13:13<1263::AID-RCM653>3.0.CO;2-J
10.1098/rstb.2013.0164
10.1371/journal.pone.0051894
10.1890/06-2057.1
10.1016/S0038-0717(03)00199-8
10.1001/jamainternmed.2018.4357
10.1016/j.chroma.2018.03.002
10.1007/s11368-020-02708-x
10.1007/s11104-005-0258-3
10.1016/S0169-5347(00)02098-X
10.3733/ca.v067n04p210
10.2136/sssaj1978.03615995004200060013x
10.1146/annurev-resource-100517-023252
10.21105/joss.01686
10.1080/10408398.2012.689380
10.1038/nature11069
10.2307/2531734
10.1038/s41467-017-01410-w
10.1016/0038-0717(77)90040-2
10.1016/j.jgr.2016.03.004
10.1038/srep08280
10.1007/BF02202587
10.21273/HORTTECH.25.4.452
10.1007/s10705-004-6373-3
10.1007/s11104-015-2542-1
10.1038/s41467-018-05956-1
10.1038/s41598-018-38207-w
10.2136/sssaj1987.03615995005100050015x
10.1080/01448765.2011.648726
10.1016/j.tree.2006.04.002
10.1021/jf0627726
ContentType Journal Article
Copyright Copyright: © 2025 Zhu-Barker et al. 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 credited.
COPYRIGHT 2025 Public Library of Science
2025 Zhu-Barker et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://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.
2025 Zhu-Barker et al 2025 Zhu-Barker et al
2025 Zhu-Barker et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://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.
Copyright_xml – notice: Copyright: © 2025 Zhu-Barker et al. 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 credited.
– notice: COPYRIGHT 2025 Public Library of Science
– notice: 2025 Zhu-Barker et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://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: 2025 Zhu-Barker et al 2025 Zhu-Barker et al
– notice: 2025 Zhu-Barker et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://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.
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
DOA
DOI 10.1371/journal.pone.0318179
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
Gale In Context: Opposing Viewpoints
Gale In Context: Science
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)
ProQuest Materials Science & Engineering
ProQuest Central (Alumni)
ProQuest One Sustainability (subscription)
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Collection
Agricultural & Environmental Science Collection
ProQuest Central Essentials
Biological Science Collection
ProQuest Central (ProQuest)
Technology Collection
Natural Science Collection
Environmental Sciences and Pollution Management
ProQuest One Community College
ProQuest Materials Science Collection
ProQuest Central Korea
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
Biological Sciences
Agricultural Science Database
ProQuest Health & Medical Collection
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
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
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
Environmental Science Collection
Genetics Abstracts
MEDLINE - Academic
PubMed Central (Full Participant titles)
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

Agricultural Science Database
CrossRef


MEDLINE

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: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
– sequence: 4
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
Agriculture
DocumentTitleAlternate Stable isotopes as a predictor for organic or conventional classification of berries and vegetables
EISSN 1932-6203
ExternalDocumentID 3176619775
oai_doaj_org_article_0f640196277a44ffa356cf00ba34345c
PMC11902282
A830719260
40072947
10_1371_journal_pone_0318179
Genre Journal Article
GeographicLocations United States
United States--US
Mexico
California
GeographicLocations_xml – name: United States
– name: Mexico
– name: United States--US
– name: California
GrantInformation_xml – fundername: ;
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
ACGFO
ACIHN
ACIWK
ACPRK
ACUHS
ADBBV
AEAQA
AENEX
AEUYN
AFKRA
AFPKN
AFRAH
AHMBA
ALIPV
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
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
PQQKQ
PROAC
PSQYO
PTHSS
PV9
PYCSY
RNS
RPM
RZL
SV3
TR2
UKHRP
WOQ
WOW
~02
~KM
ADRAZ
CGR
CUY
CVF
ECM
EIF
IPNFZ
NPM
PJZUB
PPXIY
PQGLB
RIG
BBORY
PMFND
3V.
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
5PM
PUEGO
ID FETCH-LOGICAL-c572t-9af7e14aef65357dbd04f5b7927f453f95589d4335d8147a5f2e9d815bd0596b3
IEDL.DBID M48
ISSN 1932-6203
IngestDate Wed Aug 13 01:17:32 EDT 2025
Wed Aug 27 00:27:13 EDT 2025
Thu Aug 21 18:34:09 EDT 2025
Thu Jul 10 23:34:57 EDT 2025
Fri Jul 25 11:22:28 EDT 2025
Tue Jun 17 21:57:15 EDT 2025
Tue Jun 10 20:59:46 EDT 2025
Fri Jun 27 05:12:54 EDT 2025
Fri Jun 27 05:13:18 EDT 2025
Thu May 22 21:23:29 EDT 2025
Mon Jul 21 06:08:36 EDT 2025
Tue Jul 01 05:20:35 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 3
Language English
License Copyright: © 2025 Zhu-Barker et al. 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 credited.
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 credited.
Creative Commons Attribution License
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c572t-9af7e14aef65357dbd04f5b7927f453f95589d4335d8147a5f2e9d815bd0596b3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
Competing Interests: The authors have declared that no competing interests exist.
ORCID 0000-0002-1209-9699
0000-0001-9050-3696
OpenAccessLink http://journals.scholarsportal.info/openUrl.xqy?doi=10.1371/journal.pone.0318179
PMID 40072947
PQID 3176619775
PQPubID 1436336
PageCount e0318179
ParticipantIDs plos_journals_3176619775
doaj_primary_oai_doaj_org_article_0f640196277a44ffa356cf00ba34345c
pubmedcentral_primary_oai_pubmedcentral_nih_gov_11902282
proquest_miscellaneous_3176680793
proquest_journals_3176619775
gale_infotracmisc_A830719260
gale_infotracacademiconefile_A830719260
gale_incontextgauss_ISR_A830719260
gale_incontextgauss_IOV_A830719260
gale_healthsolutions_A830719260
pubmed_primary_40072947
crossref_primary_10_1371_journal_pone_0318179
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2025-03-12
PublicationDateYYYYMMDD 2025-03-12
PublicationDate_xml – month: 03
  year: 2025
  text: 2025-03-12
  day: 12
PublicationDecade 2020
PublicationPlace United States
PublicationPlace_xml – name: United States
– name: San Francisco
– name: San Francisco, CA USA
PublicationTitle PloS one
PublicationTitleAlternate PLoS One
PublicationYear 2025
Publisher Public Library of Science
Public Library of Science (PLoS)
Publisher_xml – name: Public Library of Science
– name: Public Library of Science (PLoS)
References AM Blackmer (pone.0318179.ref016) 1977; 9
JM Craine (pone.0318179.ref023) 2015; 396
CT Inácio (pone.0318179.ref029) 2015; 55
M Gąstoł (pone.0318179.ref041) 2011; 27
A Muller (pone.0318179.ref014) 2017; 8
H Willer (pone.0318179.ref003) 2020
D Fowler (pone.0318179.ref026) 2013; 368
H Wickham (pone.0318179.ref033) 2019; 4
C Skinner (pone.0318179.ref001) 2019; 9
J Baudry (pone.0318179.ref002) 2018; 178
V Novak (pone.0318179.ref009) 2019; 291
DS LeBauer (pone.0318179.ref025) 2008; 89
I-M Chung (pone.0318179.ref024) 2017; 41
BC Strik (pone.0318179.ref037) 2015; 25
E-M Meemken (pone.0318179.ref004) 2018; 10
M Sturm (pone.0318179.ref038) 2011; 47
AS Bateman (pone.0318179.ref039) 2007; 55
JM Craine (pone.0318179.ref022) 2015; 5
H Kirchmann (pone.0318179.ref007) 2000; 12
D Rizopoulos (pone.0318179.ref035) 2023
D Robinson (pone.0318179.ref020) 2001; 16
J Downing (pone.0318179.ref008) 2008
FND Mukome (pone.0318179.ref015) 2013; 67
F Cabrera (pone.0318179.ref012) 2005; 71
TW Boutton (pone.0318179.ref017) 1999; 13
KSS Alneyadi (pone.0318179.ref010) 2024; 15
WJ Parton (pone.0318179.ref011) 1987; 51
KM Rogers (pone.0318179.ref028) 2008; 56
MA Trandel (pone.0318179.ref027) 2018; 3
SL Zeger (pone.0318179.ref036) 1988; 44
G Shearer (pone.0318179.ref040) 1978; 42
Team RC (pone.0318179.ref034) 2022
JM Melillo (pone.0318179.ref013) 1989; 115
S Knapp (pone.0318179.ref005) 2018; 9
V Seufert (pone.0318179.ref006) 2012; 485
W-J Choi (pone.0318179.ref042) 2020; 20
JB West (pone.0318179.ref018) 2006; 21
MM Barbour (pone.0318179.ref019) 2007; 34
M Georgi (pone.0318179.ref032) 2005; 275
J-Y Ma (pone.0318179.ref021) 2012; 7
W-J Choi (pone.0318179.ref031) 2003; 35
MJ Martínez Bueno (pone.0318179.ref030) 2018
References_xml – volume: 56
  start-page: 4078
  issue: 11
  year: 2008
  ident: pone.0318179.ref028
  article-title: Nitrogen isotopes as a screening tool to determine the growing regimen of some organic and nonorganic supermarket produce from New Zealand
  publication-title: J Agric Food Chem
  doi: 10.1021/jf800797w
– year: 2022
  ident: pone.0318179.ref034
– volume: 291
  start-page: 59
  year: 2019
  ident: pone.0318179.ref009
  article-title: Authenticity testing of organically grown vegetables by stable isotope ratio analysis of oxygen in plant-derived sulphate
  publication-title: Food Chem
  doi: 10.1016/j.foodchem.2019.03.125
– volume: 3
  start-page: 6419
  issue: 6
  year: 2018
  ident: pone.0318179.ref027
  article-title: Nitrogen isotope composition, nitrogen amount, and fruit yield of tomato plants affected by the soil-fertilizer types
  publication-title: ACS Omega
  doi: 10.1021/acsomega.8b00296
– volume: 47
  start-page: 214
  issue: 2
  year: 2011
  ident: pone.0318179.ref038
  article-title: Nitrogen isotopic signature of vegetables from the Slovenian market and its suitability as an indicator of organic production
  publication-title: Isotopes Environ Health Stud
  doi: 10.1080/10256016.2011.570865
– volume: 34
  start-page: 83
  issue: 2
  year: 2007
  ident: pone.0318179.ref019
  article-title: Stable oxygen isotope composition of plant tissue: a review
  publication-title: Funct Plant Biol
  doi: 10.1071/FP06228
– volume: 12
  start-page: 145
  issue: 3–4
  year: 2000
  ident: pone.0318179.ref007
  article-title: Challenging targets for future agriculture
  publication-title: Eur J Agron
  doi: 10.1016/S1161-0301(99)00053-2
– volume: 13
  start-page: 1263
  issue: 13
  year: 1999
  ident: pone.0318179.ref017
  article-title: Stable isotopes in ecosystem science: structure, function and dynamics of a subtropical Savanna
  publication-title: Rapid Commun Mass Spectrom
  doi: 10.1002/(SICI)1097-0231(19990715)13:13<1263::AID-RCM653>3.0.CO;2-J
– volume: 368
  start-page: 20130164
  issue: 1621
  year: 2013
  ident: pone.0318179.ref026
  article-title: The global nitrogen cycle in the twenty-first century
  publication-title: Philos Trans R Soc Lond B Biol Sci
  doi: 10.1098/rstb.2013.0164
– volume: 7
  start-page: e51894
  issue: 12
  year: 2012
  ident: pone.0318179.ref021
  article-title: Variation in the stable carbon and nitrogen isotope composition of plants and soil along a precipitation gradient in northern China
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0051894
– volume: 89
  start-page: 371
  issue: 2
  year: 2008
  ident: pone.0318179.ref025
  article-title: Nitrogen limitation of net primary productivity in terrestrial ecosystems is globally distributed
  publication-title: Ecology
  doi: 10.1890/06-2057.1
– volume: 35
  start-page: 1289
  issue: 10
  year: 2003
  ident: pone.0318179.ref031
  article-title: Natural 15N abundances of inorganic nitrogen in soil treated with fertilizer and compost under changing soil moisture regimes
  publication-title: Soil Biol Biochem
  doi: 10.1016/S0038-0717(03)00199-8
– volume: 178
  start-page: 1597
  issue: 12
  year: 2018
  ident: pone.0318179.ref002
  article-title: Association of frequency of organic food consumption with cancer risk: findings from the NutriNet-Santé Prospective Cohort Study
  publication-title: JAMA Intern Med
  doi: 10.1001/jamainternmed.2018.4357
– start-page: 66
  year: 2018
  ident: pone.0318179.ref030
  article-title: A non-targeted metabolomic approach to identify food markers to support discrimination between organic and conventional tomato crops
  publication-title: J Chromatogr A
  doi: 10.1016/j.chroma.2018.03.002
– volume: 20
  start-page: 3283
  issue: 9
  year: 2020
  ident: pone.0318179.ref042
  article-title: Land-use type, and land management and disturbance affect soil δ15N: a review
  publication-title: J Soil Sediment
  doi: 10.1007/s11368-020-02708-x
– volume-title: he World Of Organic Agriculture. Statistics & emerging trends 2020
  year: 2020
  ident: pone.0318179.ref003
– volume: 275
  start-page: 93
  issue: 1–2
  year: 2005
  ident: pone.0318179.ref032
  article-title: Multielement isotope ratios of vegetables from integrated and organic production
  publication-title: Plant Soil
  doi: 10.1007/s11104-005-0258-3
– year: 2023
  ident: pone.0318179.ref035
– volume: 16
  start-page: 153
  issue: 3
  year: 2001
  ident: pone.0318179.ref020
  article-title: delta(15)N as an integrator of the nitrogen cycle
  publication-title: Trends Ecol Evol
  doi: 10.1016/S0169-5347(00)02098-X
– volume: 67
  start-page: 210
  issue: 4
  year: 2013
  ident: pone.0318179.ref015
  article-title: Testing protocol ensures the authenticity of organic fertilizers
  publication-title: Cal Ag
  doi: 10.3733/ca.v067n04p210
– volume: 42
  start-page: 899
  issue: 6
  year: 1978
  ident: pone.0318179.ref040
  article-title: The nitrogen‐15 abundance in a wide variety of soils
  publication-title: Soil Science Soc of Amer J
  doi: 10.2136/sssaj1978.03615995004200060013x
– volume: 15
  start-page: 101035
  year: 2024
  ident: pone.0318179.ref010
  article-title: Organic-based nutrient solutions for sustainable vegetable production in a zero-runoff soilless growing system
  publication-title: J Agric Food Res
– volume: 10
  start-page: 39
  issue: 1
  year: 2018
  ident: pone.0318179.ref004
  article-title: Organic agriculture, food security, and the environment
  publication-title: Annu Rev Resour Econ
  doi: 10.1146/annurev-resource-100517-023252
– volume: 4
  start-page: 1686
  issue: 43
  year: 2019
  ident: pone.0318179.ref033
  article-title: Welcome to the Tidyverse
  publication-title: JOSS
  doi: 10.21105/joss.01686
– volume-title: Organic farms unknowingly used a synthetic fertilizer
  year: 2008
  ident: pone.0318179.ref008
– volume: 55
  start-page: 1206
  issue: 9
  year: 2015
  ident: pone.0318179.ref029
  article-title: Principles and limitations of stable isotopes in differentiating organic and conventional foodstuffs: 1. Plant products
  publication-title: Crit Rev Food Sci Nutr
  doi: 10.1080/10408398.2012.689380
– volume: 485
  start-page: 229
  issue: 7397
  year: 2012
  ident: pone.0318179.ref006
  article-title: Comparing the yields of organic and conventional agriculture
  publication-title: Nature
  doi: 10.1038/nature11069
– volume: 44
  start-page: 1049
  issue: 4
  year: 1988
  ident: pone.0318179.ref036
  article-title: Models for longitudinal data: a generalized estimating equation approach
  publication-title: Biometrics
  doi: 10.2307/2531734
– volume: 8
  start-page: 1290
  issue: 1
  year: 2017
  ident: pone.0318179.ref014
  article-title: Strategies for feeding the world more sustainably with organic agriculture
  publication-title: Nat Commun
  doi: 10.1038/s41467-017-01410-w
– volume: 9
  start-page: 73
  issue: 2
  year: 1977
  ident: pone.0318179.ref016
  article-title: Nitrogen isotope discrimination in denitrification of nitrate in soils
  publication-title: Soil Biol Biochem
  doi: 10.1016/0038-0717(77)90040-2
– volume: 41
  start-page: 195
  issue: 2
  year: 2017
  ident: pone.0318179.ref024
  article-title: Ginseng authenticity testing by measuring carbon, nitrogen, and sulfur stable isotope compositions that differ based on cultivation land and organic fertilizer type
  publication-title: J Ginseng Res
  doi: 10.1016/j.jgr.2016.03.004
– volume: 5
  start-page: 8280
  year: 2015
  ident: pone.0318179.ref022
  article-title: Convergence of soil nitrogen isotopes across global climate gradients
  publication-title: Sci Rep
  doi: 10.1038/srep08280
– volume: 115
  start-page: 189
  issue: 2
  year: 1989
  ident: pone.0318179.ref013
  article-title: Carbon and nitrogen dynamics along the decay continuum: Plant litter to soil organic matter
  publication-title: Plant Soil
  doi: 10.1007/BF02202587
– volume: 25
  start-page: 452
  issue: 4
  year: 2015
  ident: pone.0318179.ref037
  article-title: Uptake and partitioning of nutrients in blackberry and raspberry and evaluating plant nutrient status for accurate assessment of fertilizer requirements
  publication-title: hortte
  doi: 10.21273/HORTTECH.25.4.452
– volume: 71
  start-page: 249
  issue: 3
  year: 2005
  ident: pone.0318179.ref012
  article-title: Nitrogen mineralization in soils amended with composted olive mill sludge
  publication-title: Nutr Cycl Agroecosys
  doi: 10.1007/s10705-004-6373-3
– volume: 396
  start-page: 1
  issue: 1–2
  year: 2015
  ident: pone.0318179.ref023
  article-title: Ecological interpretations of nitrogen isotope ratios of terrestrial plants and soils
  publication-title: Plant Soil
  doi: 10.1007/s11104-015-2542-1
– volume: 9
  start-page: 3632
  issue: 1
  year: 2018
  ident: pone.0318179.ref005
  article-title: A global meta-analysis of yield stability in organic and conservation agriculture
  publication-title: Nat Commun
  doi: 10.1038/s41467-018-05956-1
– volume: 9
  start-page: 1702
  issue: 1
  year: 2019
  ident: pone.0318179.ref001
  article-title: The impact of long-term organic farming on soil-derived greenhouse gas emissions
  publication-title: Sci Rep
  doi: 10.1038/s41598-018-38207-w
– volume: 51
  start-page: 1173
  issue: 5
  year: 1987
  ident: pone.0318179.ref011
  article-title: Analysis of factors controlling soil organic matter levels in great plains grasslands
  publication-title: Soil Science Soc of Amer J
  doi: 10.2136/sssaj1987.03615995005100050015x
– volume: 27
  start-page: 310
  issue: 3–4
  year: 2011
  ident: pone.0318179.ref041
  article-title: Organic versus conventional–a comparative study on quality and nutritional value of fruit and vegetable juices
  publication-title: Biol Agric Hortic
  doi: 10.1080/01448765.2011.648726
– volume: 21
  start-page: 408
  issue: 7
  year: 2006
  ident: pone.0318179.ref018
  article-title: Stable isotopes as one of nature’s ecological recorders
  publication-title: Trends Ecol Evol
  doi: 10.1016/j.tree.2006.04.002
– volume: 55
  start-page: 2664
  issue: 7
  year: 2007
  ident: pone.0318179.ref039
  article-title: Nitrogen isotope composition of organically and conventionally grown crops
  publication-title: J Agric Food Chem
  doi: 10.1021/jf0627726
SSID ssj0053866
Score 2.470685
Snippet Organic agriculture is expanding worldwide, driven by expectations of improving food quality and soil health. However, while organic certification by...
SourceID plos
doaj
pubmedcentral
proquest
gale
pubmed
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
StartPage e0318179
SubjectTerms Agricultural production
Agriculture
Berries
Biology and Life Sciences
Carbon
Carbon 13
Carbon content
Carbon Isotopes - analysis
Carbon/nitrogen ratio
Chemical properties
Classification
Crops
Crops, Agricultural - chemistry
Crops, Agricultural - classification
Farming
Fertilizers
Food
Food quality
Fruit - chemistry
Fruit - classification
Hypothesis testing
Identification and classification
Isotopes
Nitrates
Nitrogen
Nitrogen Isotopes - analysis
Organic Agriculture - methods
Organic farming
Organic fertilizers
People and places
Physical Sciences
Stable isotopes
Statistical models
Vegetables
Vegetables - chemistry
Vegetables - classification
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3da9RAEF_knnwRq9VGa7uKoD6kTbJfyWMrLVVQQa30bdlNdttCSUJz59_fmc1euEhBH4SDHDeTJTcfu78hs78l5G3ewDIpsXvG-iblTclTW5YyNTZvuKuklWGX65ev8uycf74QFxtHfWFP2EgPPBruMPOSI4dLoZTh3HvDhKx9llnDOOOixtkX1rx1MTXOwZDFUsaNckzlh9EvB33XugMM4xxbtzYWosDXP83Ki_6mG-6DnH92Tm4sRaePyaOIIenR-Oxb5IFrn5CtmKUDfR-ppD88JTVgSXvj6PXQLbseZAY-tL_FtzNQbFNArHQ816mGK91sQac14mpsJAq-o52nFlkccZC2ob_dpQtjD9vk_PTk58ezNB6rkNZCFcu0Ml65nBvnpWBCNbbJuBdWVYXyXDBfCVFWDWdMNGXOlRG-cBV8FaAowHvsGVm0YMgdQgsDAEpUUOLVCipDa8Dz3BlhFFY-OU9Iurax7kf2DB1eoSmoOkZjafSJjj5JyDE6YtJF7uvwA5hCx4jQf4uIhOyjG_W4kXTKYH1UwnwGgFZmCXkTNJD_osUGm0uzGgb96duvf1D68X2m9C4q-Q4CojZxUwP8J-TVmmnuzjQhi-uZeAeDbm2VQTNk7swBnQu4cx2I94tfT2IcFJvmWtetok6JDIgJeT7G7WRZHijjuUpIOYvomennkvb6KtCP54AhC6jUX_wPZ70kDws8URk7JItdsljertwrgHlLuxcy-g7Au05k
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: ProQuest Technology Collection
  dbid: 8FG
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3db9MwELegvMADYuNjgQEGIQEP2fLhj-QJFUQZSIAEDO0tsmO7TJqS0LT8_dw5TmnQhJAqpepdrPQ-7Lv4_DtCnqUGlkmB1TPamZiZgsW6KESsdGqYLYUW_pTrx0_i5JR9OONn4YVbH8oqxznRT9SmrfEd-XGOSIYpRCv8Vfczxq5RuLsaWmhcJddSWGmwpKtYvBtnYvBlIcJxuVymx0E7R13b2CM05hQLuHaWI4_av52bZ91F218WeP5dP7mzIC1ukZshkqTzQfV75Ipt9smN-XIV0DTsPtkLntvTFwFe-uVtUkN8qS8sPe_bddsBTcGHdivcsYEEnEIUS4deTzVc6W5ZOq0x1sbiIq9P2jqqEdkRB2kM_WWX1o_d3yGni7ff3pzEodVCXHOZreNSOWlTpqwTPOfSaJMwx7UsM-kYz13JeVEalufcFCmTirvMlvCVAyMHjeZ3yawBsR4QmikIqngJaV8tIVvUCqyBWcWVxGwoZRGJR4lX3YCoUfltNQmZyCC6CjVUBQ1F5DWqZcuLeNj-BxBFFdyrSpxgiPSTSakYc07lXNQuSbTKWc54HZHHqNRqOFy69epqXsAcB0GuSCLy1HMgJkaDRTdLten76v3n7__B9PXLhOl5YHItmEetwkEH-E-ItTXhPJxwgmfXE_IBmuAolb764wNw52iWl5OfbMk4KBbSNbbdBJ4CUREjcm-w4q1kmYeRZzIixcS-J6KfUprzHx6SPIW4MoPs_f6_n-sBuZ5h_2Ssh8wOyWy92tiHENSt9SPvub8BXJxLXQ
  priority: 102
  providerName: ProQuest
Title Stable isotopes as a predictor for organic or conventional classification of berries and vegetables
URI https://www.ncbi.nlm.nih.gov/pubmed/40072947
https://www.proquest.com/docview/3176619775
https://www.proquest.com/docview/3176680793
https://pubmed.ncbi.nlm.nih.gov/PMC11902282
https://doaj.org/article/0f640196277a44ffa356cf00ba34345c
http://dx.doi.org/10.1371/journal.pone.0318179
Volume 20
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3db9MwELe27oUXxPhaYBSDkICHVPmw4-QBoW1qGUgbaFDUt8hO7G1SlZSmRfDC386d40YLKtKkyq3qi6Wc7-LfxeffEfIqLGGZTDB7RpnSZ2XKfJWmiS9VWDKdJSqxp1zPzpPTKfs047MdsqnZ6hTYbA3tsJ7UdDkf_frx-z04_DtbtUGEm4tGi7rSIzRSMLJdsgdrk8CaBmes21cA77a7l4ha_CQKYneY7n-j9BYry-nfPbkHi3ndbIOl_2ZX3liuJvfIXYcz6VFrGPtkR1f3yb7z5Ia-cXTTbx-QAvCmmmt63dQruPeGSvjQxRJ3cCAgp4BqaVv7qYBvejNNnRaIvTHZyM4vrQ1VyPSIg1Ql_akvtR27eUimk_G3k1PflV7wCy6ilZ9JI3TIpDYJj7koVRkww5XIImEYj03GeZqVLI55mYZMSG4incFPDoIcZjh-RAYVKPKA0EgCyOIZhIGFgOhRSbAOpiWXAqOjkHnE3-g4X7QMG7ndZhMQmbTKynFOcjcnHjnGiehkkR_b_gGqyJ275YFJGDL_REJIxoyRMU8KEwRKxixmvPDIc5zGvD1s2nl5fpTCMw9AbxJ45KWVQI6MCpNwLuW6afKPn7_fQujrRU_otRMyNRhEId3BB7gn5N7qSR72JMHTi173ARrdRitNHiO7ZwgInsOVG0Pc3v2i68ZBMbGu0vXayaTIkuiRx63ddpplllaeCY-kPYvuqb7fU11fWYryEHBmBNH8k9so6Cm5E2FVZcySjA7JYLVc62cA9VZqSHbFTECbnoTYTj4Myd7x-PzLxdC-PBla78b2z_gvnB5WsQ
linkProvider Scholars Portal
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3db9MwELdGeQAeEBsfCwxmEAh4yJY4dpw8IFQ-Sss-kGBDewtOYpdJUxKaFsQ_xd_IXeKUBk2Il0mVUvUuVnp3Pt_F598R8tjPYZkMsXomNbnL84i7aRSFrkr9nOs4TMPmlOvBYTg-5u9PxMka-dWdhcGyys4nNo46LzN8R74bIJKhD9GKeFl9c7FrFO6udi00WrPY0z9_QMpWv5i8Af0-YWz09uj12LVdBdxMSDZ3Y2Wk9rnSJhSBkHmae9yIVMZMGi4CEwsRxTkPApFHPpdKGKZj-CqAUcDDBzDuJXIZGGJM9qLRu87zg-8IQ3s8L5D-rrWGnaos9A5OHh8LxlaWv6ZLwHItGFRnZX1eoPt3vebKAji6Qa7byJUOW1NbJ2u62CDXhtOZRe_QG2TdeoqaPrNw1s9vkgzi2fRM09O6nJcV0BR8aDXDHSJI-ClEzbTtLZXBla6WwdMMY3ssZmrsh5aGpogkiYMUOf2up7oZu75Fji9ECbfJoACxbhLKFARxIoY0M5OQnaYKrI9rJZTE7MvnDnE7iSdVi-CRNNt4EjKfVnQJaiixGnLIK1TLkhfxt5sfQBSJnc6JZ0KOyEJMSsW5MSoQYWY8L1UBD7jIHLKNSk3aw6xLL5IMI_CpEFSHnkMeNRyIwVFgkc9ULeo6mXz4_B9Mnz72mJ5aJlOCeWTKHqyA_4TYXj3OrR4neJKsR95EE-ykUid_5hzc2Znl-eSHSzIOioV7hS4XlidCFEaH3GmteClZ3sDWc-mQqGffPdH3KcXp1wYC3Yc4lrGI3f33c22TK-Ojg_1kf3K4d49cZdi7GWsx2RYZzGcLfR8Cynn6oJnFlHy5aLfxG-jWh5s
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3fb9MwELZGkRA8IDZ-LDCYQSDgIWvj2HHygFDZqFYGAzGG9hacxC6TpiQ0LYh_jb-Ou8QJDZoQL5MqtaqvVnP3-XyXnL8j5LGXwTYZYPVMYjKXZyF3kzAMXJV4GddRkAT1Kdd3h8H-MX9zIk7WyK_2LAyWVbY-sXbUWZHiPfKhj0yGHkQrYmhsWcSHvcnL8puLHaTwSWvbTqOByIH--QPSt-rFdA9s_YSxyetPu_uu7TDgpkKyhRspI7XHlTaB8IXMkmzEjUhkxKThwjeREGGUcd8XWehxqYRhOoKPAgQFXIgP814il6UvQ1xj4W5XXgJ-JAjsUT1fekOLjJ2yyPUOLiQPi8dWtsK6Y0C3LwzKs6I6L-j9u3ZzZTOc3CDXbRRLxw3s1smazjfItfFsbpk89AZZt16jos8stfXzmySF2DY50_S0KhZFCWMKXrSc49MiSP4pRNC06TOVwjtdLYmnKcb5WNhUY4kWhibIKomT5Bn9rme6nru6RY4vxAi3ySAHtW4SyhQEdCKClDOVkKkmCpDItRJKYibmcYe4rcbjsmHziOtHehKyoEZ1MVoothZyyCs0SyeLXNz1F6CK2C7teGQCjixDTErFuTHKF0FqRqNE-dznInXINho1bg62dh4lHofgXyHADkYOeVRLIB9HjsieqWVVxdP3n_9D6OhjT-ipFTIFwCNV9pAFXBPyfPUkt3qS4FXS3vAmQrDVShX_WX_wyxaW5w8_7IZxUiziy3WxtDIhMjI65E6D4k6zvKaw59IhYQ_fPdX3R_LTrzUdugcxLWMhu_vv_7VNroDDiN9ODw_ukasM2zhjWSbbIoPFfKnvQ2y5SB7Ui5iSLxftNX4D1JGLnA
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=Stable+isotopes+as+a+predictor+for+organic+or+conventional+classification+of+berries+and+vegetables&rft.jtitle=PloS+one&rft.au=Zhu-Barker%2C+Xia&rft.au=Liou%2C+Michael&rft.au=Zapata%2C+Diana&rft.au=Huang%2C+Jingyi&rft.date=2025-03-12&rft.pub=Public+Library+of+Science&rft.issn=1932-6203&rft.eissn=1932-6203&rft.volume=20&rft.issue=3&rft.spage=e0318179&rft_id=info:doi/10.1371%2Fjournal.pone.0318179&rft.externalDBID=ISR&rft.externalDocID=A830719260
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