FAIRsoft—a practical implementation of FAIR principles for research software

Software plays a crucial and growing role in research. Unfortunately, the computational component in Life Sciences research is often challenging to reproduce and verify. It could be undocumented, opaque, contain unknown errors that affect the outcome, or be directly unavailable and impossible to use...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Bioinformatics (Oxford, England) Jg. 40; H. 8
Hauptverfasser: Martín del Pico, Eva, Gelpí, Josep Lluís, Capella-Gutierrez, Salvador
Format: Journal Article
Sprache:Englisch
Veröffentlicht: England 02.08.2024
Schlagworte:
ISSN:1367-4811, 1367-4811
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Abstract Software plays a crucial and growing role in research. Unfortunately, the computational component in Life Sciences research is often challenging to reproduce and verify. It could be undocumented, opaque, contain unknown errors that affect the outcome, or be directly unavailable and impossible to use for others. These issues are detrimental to the overall quality of scientific research. One step to address this problem is the formulation of principles that research software in the domain should meet to ensure its quality and sustainability, resembling the FAIR (findable, accessible, interoperable, and reusable) data principles. We present here a comprehensive series of quantitative indicators based on a pragmatic interpretation of the FAIR Principles and their implementation on OpenEBench, ELIXIR's open platform providing both support for scientific benchmarking and an active observatory of quality-related features for Life Sciences research software. The results serve to understand the current practices around research software quality-related features and provide objective indications for improving them. Software metadata, from 11 different sources, collected, integrated, and analysed in the context of this manuscript are available at https://doi.org/10.5281/zenodo.7311067. Code used for software metadata retrieval and processing is available in the following repository: https://gitlab.bsc.es/inb/elixir/software-observatory/FAIRsoft_ETL.
AbstractList Software plays a crucial and growing role in research. Unfortunately, the computational component in Life Sciences research is often challenging to reproduce and verify. It could be undocumented, opaque, contain unknown errors that affect the outcome, or be directly unavailable and impossible to use for others. These issues are detrimental to the overall quality of scientific research. One step to address this problem is the formulation of principles that research software in the domain should meet to ensure its quality and sustainability, resembling the FAIR (findable, accessible, interoperable, and reusable) data principles.MOTIVATIONSoftware plays a crucial and growing role in research. Unfortunately, the computational component in Life Sciences research is often challenging to reproduce and verify. It could be undocumented, opaque, contain unknown errors that affect the outcome, or be directly unavailable and impossible to use for others. These issues are detrimental to the overall quality of scientific research. One step to address this problem is the formulation of principles that research software in the domain should meet to ensure its quality and sustainability, resembling the FAIR (findable, accessible, interoperable, and reusable) data principles.We present here a comprehensive series of quantitative indicators based on a pragmatic interpretation of the FAIR Principles and their implementation on OpenEBench, ELIXIR's open platform providing both support for scientific benchmarking and an active observatory of quality-related features for Life Sciences research software. The results serve to understand the current practices around research software quality-related features and provide objective indications for improving them.RESULTSWe present here a comprehensive series of quantitative indicators based on a pragmatic interpretation of the FAIR Principles and their implementation on OpenEBench, ELIXIR's open platform providing both support for scientific benchmarking and an active observatory of quality-related features for Life Sciences research software. The results serve to understand the current practices around research software quality-related features and provide objective indications for improving them.Software metadata, from 11 different sources, collected, integrated, and analysed in the context of this manuscript are available at https://doi.org/10.5281/zenodo.7311067. Code used for software metadata retrieval and processing is available in the following repository: https://gitlab.bsc.es/inb/elixir/software-observatory/FAIRsoft_ETL.AVAILABILITY AND IMPLEMENTATIONSoftware metadata, from 11 different sources, collected, integrated, and analysed in the context of this manuscript are available at https://doi.org/10.5281/zenodo.7311067. Code used for software metadata retrieval and processing is available in the following repository: https://gitlab.bsc.es/inb/elixir/software-observatory/FAIRsoft_ETL.
Software plays a crucial and growing role in research. Unfortunately, the computational component in Life Sciences research is often challenging to reproduce and verify. It could be undocumented, opaque, contain unknown errors that affect the outcome, or be directly unavailable and impossible to use for others. These issues are detrimental to the overall quality of scientific research. One step to address this problem is the formulation of principles that research software in the domain should meet to ensure its quality and sustainability, resembling the FAIR (findable, accessible, interoperable, and reusable) data principles. We present here a comprehensive series of quantitative indicators based on a pragmatic interpretation of the FAIR Principles and their implementation on OpenEBench, ELIXIR's open platform providing both support for scientific benchmarking and an active observatory of quality-related features for Life Sciences research software. The results serve to understand the current practices around research software quality-related features and provide objective indications for improving them. Software metadata, from 11 different sources, collected, integrated, and analysed in the context of this manuscript are available at https://doi.org/10.5281/zenodo.7311067. Code used for software metadata retrieval and processing is available in the following repository: https://gitlab.bsc.es/inb/elixir/software-observatory/FAIRsoft_ETL.
Author Martín del Pico, Eva
Capella-Gutierrez, Salvador
Gelpí, Josep Lluís
Author_xml – sequence: 1
  givenname: Eva
  orcidid: 0000-0001-8324-2897
  surname: Martín del Pico
  fullname: Martín del Pico, Eva
– sequence: 2
  givenname: Josep Lluís
  orcidid: 0000-0002-0566-7723
  surname: Gelpí
  fullname: Gelpí, Josep Lluís
– sequence: 3
  givenname: Salvador
  orcidid: 0000-0002-0309-604X
  surname: Capella-Gutierrez
  fullname: Capella-Gutierrez, Salvador
BackLink https://www.ncbi.nlm.nih.gov/pubmed/39037960$$D View this record in MEDLINE/PubMed
BookMark eNqFkM1KAzEUhYNU7I--Qpmlm7GJ6SQTcFOK1UJREF2HJHODkZlJTaaIOx_CJ_RJTGkL6sbVvXC_cy7nDFGv9S0gNCb4gmBBJ9p511ofGtU5Eye6UzBl0yM0IJTxfFoS0vux99EwxheMcYELdoL6VGDKBcMDdLeYLR-it93Xx6fK1kGZ5KfqzDXrGhpou-Tv28zbbAsmwLXGpVPM0vMsQAQVzHO2dXhTAU7RsVV1hLP9HKGnxfXj_DZf3d8s57NVbmghutzaohCC24KUlJPKQskBC8tLXQEhFdMWdKUrNQXGKitEabnShAhWcmMvNdAROt_5roN_3UDsZOOigbpWLfhNlBSXKTvmuEjoeI9udAOVTBEaFd7loYMEXO0AE3yMAaw0bhe7C8rVkmC5rVz-rlzuK09y9kd--PCP8Bvjp5Bc
CitedBy_id crossref_primary_10_1109_ACCESS_2024_3503493
Cites_doi 10.1038/sdata.2016.18
10.1038/s41592-021-01205-4
10.12688/f1000research.5930.1
10.1093/bioinformatics/btt113
10.1093/nar/gkv1116
10.3233/DS-190026
10.1093/nar/gkw343
10.1038/s41567-018-0342-2
10.12688/f1000research.39214.1
10.1002/asi.23538
10.1038/s41592-018-0046-7
10.7717/peerj-cs.86
10.1093/nar/gku1061
10.1038/530027a
10.1186/gb-2004-5-10-r80
10.12688/f1000research.11407.1
10.1145/2629489
10.1186/gb4161
10.1038/s41597-022-01710-x
10.1038/s41592-019-0350-x
10.1162/dint_a_00033
10.1093/nar/gkaa308
10.15252/embj.2020107409
10.1126/science.1218263
10.1016/j.joi.2019.03.005
10.1093/reseval/rvv014
10.7717/peerj-cs.835
10.1038/sdata.2018.118
10.1093/nar/gkab1112
ContentType Journal Article
Copyright The Author(s) 2024. Published by Oxford University Press.
Copyright_xml – notice: The Author(s) 2024. Published by Oxford University Press.
DBID AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7X8
DOI 10.1093/bioinformatics/btae464
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
MEDLINE - Academic
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
MEDLINE - Academic
DatabaseTitleList MEDLINE - Academic
MEDLINE
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 2
  dbid: 7X8
  name: MEDLINE - Academic
  url: https://search.proquest.com/medline
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Biology
EISSN 1367-4811
ExternalDocumentID 39037960
10_1093_bioinformatics_btae464
Genre Journal Article
GrantInformation_xml – fundername: European Union's Horizon Europe Programme
  grantid: GA 101129744
GroupedDBID ---
-E4
-~X
.2P
.DC
.I3
0R~
23N
2WC
4.4
48X
53G
5GY
5WA
70D
AAIJN
AAIMJ
AAJKP
AAKPC
AAMDB
AAMVS
AAOGV
AAPQZ
AAPXW
AAVAP
AAVLN
AAYXX
ABEJV
ABEUO
ABGNP
ABIXL
ABNKS
ABPTD
ABQLI
ABWST
ABXVV
ABZBJ
ACGFS
ACIWK
ACPRK
ACUFI
ACYTK
ADBBV
ADEYI
ADEZT
ADFTL
ADGZP
ADHKW
ADHZD
ADMLS
ADOCK
ADPDF
ADRTK
ADYVW
ADZTZ
ADZXQ
AECKG
AEGPL
AEJOX
AEKKA
AEKSI
AELWJ
AEMDU
AENEX
AENZO
AEPUE
AETBJ
AEWNT
AFFZL
AFIYH
AFOFC
AFRAH
AGINJ
AGKEF
AGQXC
AGSYK
AHMBA
AHXPO
AIJHB
AJEUX
AKHUL
AKWXX
ALMA_UNASSIGNED_HOLDINGS
ALTZX
ALUQC
AMNDL
APIBT
APWMN
ARIXL
ASPBG
AVWKF
AXUDD
AYOIW
AZVOD
BAWUL
BAYMD
BHONS
BQDIO
BQUQU
BSWAC
BTQHN
C45
CDBKE
CITATION
CS3
CZ4
DAKXR
DIK
DILTD
DU5
D~K
EBD
EBS
EE~
EMOBN
F5P
F9B
FEDTE
FHSFR
FLIZI
FLUFQ
FOEOM
FQBLK
GAUVT
GJXCC
GROUPED_DOAJ
GX1
H13
H5~
HAR
HW0
HZ~
IOX
J21
JXSIZ
KAQDR
KOP
KQ8
KSI
KSN
M-Z
MK~
ML0
N9A
NGC
NLBLG
NMDNZ
NOMLY
O9-
OAWHX
ODMLO
OJQWA
OK1
OVD
OVEED
P2P
PAFKI
PEELM
PQQKQ
Q1.
Q5Y
R44
RD5
RNS
ROL
ROX
RPM
RUSNO
RW1
RXO
SV3
TEORI
TJP
TLC
TOX
TR2
W8F
WOQ
X7H
YAYTL
YKOAZ
YXANX
ZKX
~91
~KM
CGR
CUY
CVF
ECM
EIF
NPM
7X8
ID FETCH-LOGICAL-c359t-ff55997f518371dfe87e09f78bde11d6bfebdbda4e66df998f7ab119687cf2be3
ISICitedReferencesCount 1
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001292239500001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1367-4811
IngestDate Thu Sep 04 18:11:54 EDT 2025
Mon Jul 21 05:40:46 EDT 2025
Sat Nov 29 03:49:30 EST 2025
Tue Nov 18 22:32:45 EST 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 8
Language English
License https://creativecommons.org/licenses/by/4.0
The Author(s) 2024. Published by Oxford University Press.
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c359t-ff55997f518371dfe87e09f78bde11d6bfebdbda4e66df998f7ab119687cf2be3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
ORCID 0000-0002-0566-7723
0000-0001-8324-2897
0000-0002-0309-604X
OpenAccessLink https://academic.oup.com/bioinformatics/advance-article-pdf/doi/10.1093/bioinformatics/btae464/58844064/btae464.pdf
PMID 39037960
PQID 3083670705
PQPubID 23479
ParticipantIDs proquest_miscellaneous_3083670705
pubmed_primary_39037960
crossref_citationtrail_10_1093_bioinformatics_btae464
crossref_primary_10_1093_bioinformatics_btae464
PublicationCentury 2000
PublicationDate 2024-Aug-02
PublicationDateYYYYMMDD 2024-08-02
PublicationDate_xml – month: 08
  year: 2024
  text: 2024-Aug-02
  day: 02
PublicationDecade 2020
PublicationPlace England
PublicationPlace_xml – name: England
PublicationTitle Bioinformatics (Oxford, England)
PublicationTitleAlternate Bioinformatics
PublicationYear 2024
References Gray (2024081720562831500_btae464-B11) 2017
Ison (2024081720562831500_btae464-B18) 2016; 44
Blankenberg (2024081720562831500_btae464-B5) 2014; 15
Harrow (2024081720562831500_btae464-B14) 2021; 40
Morin (2024081720562831500_btae464-B21) 2012; 336
Howison (2024081720562831500_btae464-B15) 2016; 67
Wilkinson (2024081720562831500_btae464-B31) 2016; 3
Schindler (2024081720562831500_btae464-B25) 2022; 8
Park (2024081720562831500_btae464-B22) 2019; 13
Altenhoff (2024081720562831500_btae464-B3) 2020; 48
Smith (2024081720562831500_btae464-B26) 2016; 2
Barker (2024081720562831500_btae464-B4) 2022; 9
Afgan (2024081720562831500_btae464-B1) 2016; 44
Capella-Gutierrez (2024081720562831500_btae464-B6) 2017
Soergel (2024081720562831500_btae464-B27) 2014; 3
Hannay (2024081720562831500_btae464-B13) 2009
Sayers (2024081720562831500_btae464-B24) 2022; 50
Goble (2024081720562831500_btae464-B10) 2020; 2
Lamprecht (2024081720562831500_btae464-B20) 2020; 3
Walsh (2024081720562831500_btae464-B30) 2021; 18
Vrandečić (2024081720562831500_btae464-B29) 2014; 57
Petrillo (2024081720562831500_btae464-B23) 2021; 10
Gentleman (2024081720562831500_btae464-B9) 2004; 5
Grüning (2024081720562831500_btae464-B12) 2018; 15
Ison (2024081720562831500_btae464-B17) 2013; 29
Chen (2024081720562831500_btae464-B7) 2019; 15
Howison (2024081720562831500_btae464-B16) 2015; 24
Jiménez (2024081720562831500_btae464-B19) 2017; 6
Wilkinson (2024081720562831500_btae464-B32) 2018; 5
Doerr (2024081720562831500_btae464-B8) 2019; 16
Allison (2024081720562831500_btae464-B2) 2016; 530
The Europe PMC Consortium (2024081720562831500_btae464-B28) 2015; 43
References_xml – volume: 3
  start-page: 160018
  year: 2016
  ident: 2024081720562831500_btae464-B31
  article-title: The FAIR guiding principles for scientific data management and stewardship
  publication-title: Sci Data
  doi: 10.1038/sdata.2016.18
– volume: 18
  start-page: 1122
  year: 2021
  ident: 2024081720562831500_btae464-B30
  article-title: DOME: recommendations for supervised machine learning validation in biology
  publication-title: Nat Methods
  doi: 10.1038/s41592-021-01205-4
– volume: 3
  start-page: 303
  year: 2014
  ident: 2024081720562831500_btae464-B27
  article-title: Rampant software errors may undermine scientific results. Technical report
  publication-title: F1000Res
  doi: 10.12688/f1000research.5930.1
– volume: 29
  start-page: 1325
  year: 2013
  ident: 2024081720562831500_btae464-B17
  article-title: EDAM: an ontology of bioinformatics operations, types of data and identifiers, topics and formats
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btt113
– volume: 44
  start-page: D38
  year: 2016
  ident: 2024081720562831500_btae464-B18
  article-title: Tools and data services registry: a community effort to document bioinformatics resources
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkv1116
– volume: 3
  start-page: 37
  year: 2020
  ident: 2024081720562831500_btae464-B20
  article-title: Towards FAIR principles for research software
  publication-title: DS
  doi: 10.3233/DS-190026
– volume: 44
  start-page: W3
  year: 2016
  ident: 2024081720562831500_btae464-B1
  article-title: The Galaxy platform for accessible, reproducible and collaborative biomedical analyses: 2016 update
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkw343
– volume: 15
  start-page: 113
  year: 2019
  ident: 2024081720562831500_btae464-B7
  article-title: Open is not enough
  publication-title: Nat Phys
  doi: 10.1038/s41567-018-0342-2
– volume: 10
  start-page: 80
  year: 2021
  ident: 2024081720562831500_btae464-B23
  article-title: A roadmap for the generation of benchmarking resources for antimicrobial resistance detection using next generation sequencing. Technical report
  publication-title: F1000Res
  doi: 10.12688/f1000research.39214.1
– volume: 67
  start-page: 2137
  year: 2016
  ident: 2024081720562831500_btae464-B15
  article-title: Software in the scientific literature: problems with seeing, finding, and using software mentioned in the biology literature
  publication-title: Assoc Info Sci Technol
  doi: 10.1002/asi.23538
– volume: 15
  start-page: 475
  year: 2018
  ident: 2024081720562831500_btae464-B12
  article-title: Bioconda: sustainable and comprehensive software distribution for the life sciences
  publication-title: Nat Methods
  doi: 10.1038/s41592-018-0046-7
– volume: 2
  start-page: e86
  year: 2016
  ident: 2024081720562831500_btae464-B26
  article-title: Software citation principles
  publication-title: PeerJ Comput Sci
  doi: 10.7717/peerj-cs.86
– volume: 43
  start-page: D1042
  year: 2015
  ident: 2024081720562831500_btae464-B28
  article-title: Europe PMC: a full-text literature database for the life sciences and platform for innovation
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gku1061
– start-page: 1
  year: 2009
  ident: 2024081720562831500_btae464-B13
– volume: 530
  start-page: 27
  year: 2016
  ident: 2024081720562831500_btae464-B2
  article-title: Reproducibility: a tragedy of errors
  publication-title: Nature
  doi: 10.1038/530027a
– volume: 5
  start-page: R80
  year: 2004
  ident: 2024081720562831500_btae464-B9
  article-title: Bioconductor: open software development for computational biology and bioinformatics
  publication-title: Genome Biol
  doi: 10.1186/gb-2004-5-10-r80
– volume: 6
  start-page: 876
  year: 2017
  ident: 2024081720562831500_btae464-B19
  article-title: Four simple recommendations to encourage best practices in research software
  publication-title: F1000Res
  doi: 10.12688/f1000research.11407.1
– volume: 57
  start-page: 78
  year: 2014
  ident: 2024081720562831500_btae464-B29
  article-title: Wikidata: a free collaborative knowledgebase
  publication-title: Commun ACM
  doi: 10.1145/2629489
– volume: 15
  start-page: 403
  year: 2014
  ident: 2024081720562831500_btae464-B5
  article-title: Dissemination of scientific software with Galaxy ToolShed
  publication-title: Genome Biol
  doi: 10.1186/gb4161
– year: 2017
  ident: 2024081720562831500_btae464-B6
– volume: 9
  start-page: 622
  year: 2022
  ident: 2024081720562831500_btae464-B4
  article-title: Introducing the FAIR principles for research software
  publication-title: Sci Data
  doi: 10.1038/s41597-022-01710-x
– volume: 16
  start-page: 207
  year: 2019
  ident: 2024081720562831500_btae464-B8
  article-title: Giving software its due
  publication-title: Nat Methods
  doi: 10.1038/s41592-019-0350-x
– volume: 2
  start-page: 108
  year: 2020
  ident: 2024081720562831500_btae464-B10
  article-title: FAIR computational workflows
  publication-title: Data Intel
  doi: 10.1162/dint_a_00033
– volume: 48
  start-page: W538
  year: 2020
  ident: 2024081720562831500_btae464-B3
  article-title: The quest for orthologs benchmark service and consensus calls in 2020
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkaa308
– volume: 40
  start-page: e107409
  year: 2021
  ident: 2024081720562831500_btae464-B14
  article-title: ELIXIR-EXCELERATE: establishing Europe’s data infrastructure for the life science research of the future
  publication-title: EMBO J
  doi: 10.15252/embj.2020107409
– volume: 336
  start-page: 159
  year: 2012
  ident: 2024081720562831500_btae464-B21
  article-title: Shining light into black boxes
  publication-title: Science
  doi: 10.1126/science.1218263
– volume: 13
  start-page: 574
  year: 2019
  ident: 2024081720562831500_btae464-B22
  article-title: Research software citation in the data citation index: current practices and implications for research software sharing and reuse
  publication-title: J Inform
  doi: 10.1016/j.joi.2019.03.005
– start-page: 4
  year: 2017
  ident: 2024081720562831500_btae464-B11
– volume: 24
  start-page: 454
  year: 2015
  ident: 2024081720562831500_btae464-B16
  article-title: Understanding the scientific software ecosystem and its impact: current and future measures
  publication-title: Res Eval
  doi: 10.1093/reseval/rvv014
– volume: 8
  start-page: e835
  year: 2022
  ident: 2024081720562831500_btae464-B25
  article-title: The role of software in science: a knowledge graph-based analysis of software mentions in PubMed Central
  publication-title: PeerJ Comput Sci
  doi: 10.7717/peerj-cs.835
– volume: 5
  start-page: 180118
  year: 2018
  ident: 2024081720562831500_btae464-B32
  article-title: A design framework and exemplar metrics for FAIRness
  publication-title: Sci Data
  doi: 10.1038/sdata.2018.118
– volume: 50
  start-page: D20
  year: 2022
  ident: 2024081720562831500_btae464-B24
  article-title: Database resources of the National Center for Biotechnology Information
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkab1112
SSID ssj0005056
Score 2.4643683
Snippet Software plays a crucial and growing role in research. Unfortunately, the computational component in Life Sciences research is often challenging to reproduce...
SourceID proquest
pubmed
crossref
SourceType Aggregation Database
Index Database
Enrichment Source
SubjectTerms Computational Biology - methods
Metadata
Software
Title FAIRsoft—a practical implementation of FAIR principles for research software
URI https://www.ncbi.nlm.nih.gov/pubmed/39037960
https://www.proquest.com/docview/3083670705
Volume 40
WOSCitedRecordID wos001292239500001&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: 1367-4811
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0005056
  issn: 1367-4811
  databaseCode: DOA
  dateStart: 20230101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVASL
  databaseName: Oxford Journals Open Access Collection
  customDbUrl:
  eissn: 1367-4811
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0005056
  issn: 1367-4811
  databaseCode: TOX
  dateStart: 19850101
  isFulltext: true
  titleUrlDefault: https://academic.oup.com/journals/
  providerName: Oxford University Press
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lj9MwELa6C0hcEG_KowoStyhqmzi1fVwWdkFCZQVF6i1yYlusFJIqfVBu_Ah-BL-LX8L4lTZoeeyBQ6LIcqaR5-vYMx5_g9CzRMSsSAmJ4JIRloJFnGMScfCG8DgniRoJU2yCTKd0Pmdnvd53fxZmU5KqotstW_xXVUMbKFsfnb2Euluh0ADPoHS4g9rh_k-KPzl6_W6pjatLY8DcH4XS_BqffL64Xynq7uHCh9wNO0PoGIA-hlrOZ9500oWen9eObdUwPGu60q3PkHclQfbCC5qmwGzGv9BZt2V4BsgzPTftfHAqy4Xt0m5JhG_KtW1ql_zHNlErOoWhk01jA9_vebnhom72YxcxNplze-FMzRcXYerMrbygzdloS-nksEgvNP2WFivvjIFuWHGJLVF6l237l1mwzU20u_JJ1pWUOTkH6EpMUqbt5-ztfJdMNDJ1gttv92fRWTLsyhk6Od1l0G98G7PGmd1EN5xzEhxZUN1CPVndRtdsudIvd9DUQ-vH1288aEEVdEEV1CrQHYMdqAL4sMCDKvCguos-nLycHb-KXD2OqEhStoqU0vR0RKUwDZCxUJISOWKK0FzI8VhMciVzkQuO5WQiFPjxivB8DCaekkLFuUzuocOqruQDFOQKTATDSoD5x-CxUpmwSZHHsaJcC-yj1A9PVjiyel0zpcz-rJ4-GrbvLSxdy1_feOpHPwPLqrfLeCXr9TJLNHE7gSkx7aP7Vi2tzISNEgLO_8NL_94jdH33T3iMDlfNWj5BV4vN6nzZDNABmdOBCQwNDMJ-AmLksWI
linkProvider Oxford University Press
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=FAIRsoft%E2%80%94a+practical+implementation+of+FAIR+principles+for+research+software&rft.jtitle=Bioinformatics+%28Oxford%2C+England%29&rft.au=Mart%C3%ADn+del+Pico%2C+Eva&rft.au=Gelp%C3%AD%2C+Josep+Llu%C3%ADs&rft.au=Capella-Gutierrez%2C+Salvador&rft.date=2024-08-02&rft.issn=1367-4811&rft.eissn=1367-4811&rft.volume=40&rft.issue=8&rft_id=info:doi/10.1093%2Fbioinformatics%2Fbtae464&rft.externalDBID=n%2Fa&rft.externalDocID=10_1093_bioinformatics_btae464
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1367-4811&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1367-4811&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1367-4811&client=summon