{"refrec":{"BRefID":359449,"RR":"<b>Keller, A.; Ankenbrand, M.J.; Bruelheide, H.; Dekeyzer, S.; Enquist, B.J.; Erfanian, M.B.; Falster, D.S.; Gallagher, R.V.; Hammock, J.; Kattge, J.; Leonhardt, S.D.; Madin, J.S.; Maitner, B.; Neyret, M.; Onstein, R.E.; Pearse, W.D.; Poelen, J.H.; Salguero-Gómez, R.; Schneider, F.D.; Tóth, A.B.; Penone, C.</b> (2023). Ten (mostly) simple rules to future‐proof trait data in ecological and evolutionary sciences. <i>Methods Ecol. Evol. 14(2)</i>: 444-458. <a href=\"https://dx.doi.org/10.1111/2041-210x.14033\" target=\"_blank\">https://dx.doi.org/10.1111/2041-210x.14033</a>","BEntID":357164,"PublicFlag":1,"CheckedFlag":0,"wosflag":1,"vabbflag":1,"RefStringPartII":". <i>Methods Ecol. Evol. 14(2)</i>: 444-458. <a href=\"https://dx.doi.org/10.1111/2041-210x.14033\" target=\"_blank\">https://dx.doi.org/10.1111/2041-210x.14033</a>","DocTypID":8,"DocType":"Journal article","MarineFlag":1,"FreshFlag":0,"BrackishFlag":0,"TerrestrialFlag":0,"Authorstring":"Keller, A.; Ankenbrand, M.J.; Bruelheide, H.; Dekeyzer, S.; Enquist, B.J.; Erfanian, M.B.; Falster, D.S.; Gallagher, R.V.; Hammock, J.; Kattge, J.; Leonhardt, S.D.; Madin, J.S.; Maitner, B.; Neyret, M.; Onstein, R.E.; Pearse, W.D.; Poelen, J.H.; Salguero-Gómez, R.; Schneider, F.D.; Tóth, A.B.; Penone, C.","OrigTitleTranslFlag":0,"Authorstringtrunc":"Keller, A. <i>et al.</i>","Englishabstract":"<li>Traits have become a crucial part of ecological and evolutionary sciences, helping researchers understand the function of an organism's morphology, physiology, growth and life history, with effects on fitness, behaviour, interactions with the environment and ecosystem processes. However, measuring, compiling and analysing trait data comes with data-scientific challenges.</li>                                             <li>We offer 10 (mostly) simple rules, with some detailed extensions, as a guide in making critical decisions that consider the entire life cycle of trait data.</li>                                             <li>This article is particularly motivated by its last rule, that is, to propagate good practice. It has the intention of bringing awareness of how data on the traits of organisms can be collected and managed for reuse by the research community.</li>                                             <li>Trait observations are relevant to a broad interdisciplinary community of field biologists, synthesis ecologists, evolutionary biologists, computer scientists and database managers. We hope these basic guidelines can be useful as a starter for active communication in disseminating such integrative knowledge and in how to make trait data future-proof. We invite the scientific community to participate in this effort at http://opentraits.org/best-practices.html.","AbstractOtherLang":null,"BibLvlCode":"AS","StandardTitle":"Ten (mostly) simple rules to future‐proof trait data in ecological and evolutionary sciences","OrigTitleLangCode":"en","OrigTitleLangCodeExtended":"eng","OrigTitleLangID":15,"DateLastModified":{"date":"2026-04-20 01:32:53.625986","timezone_type":1,"timezone":"+02:00"},"UserAccessRight":null,"UserAccID":null,"AuthorKeywords":"data life cycle, data science, FAIR principles, good practices, metadata, open science, phenotype, trait daata","OtherDescriptors":null,"Notes":null,"AnaPub":2023,"MonPub":null,"DateUpdate":"2023-02-10","DateCreate":"2022-11-24","SecASFANote":null,"ConfID":null,"PeerRev":1,"VlizCoreFlag":1,"WoScode":"WOS:000888491400001","VABBcode":null,"OpenAcc":1,"DOI":"10.1111/2041-210x.14033"},"refs":null,"anarec":{"AnaID":359449,"PubliDate":2023,"Pagination":"444-458","XtraPublOfAnaID":null,"ISBN":null,"Volume":"14","Issue":"2","BRefMon":null,"BRefMonRR":null,"BRefXtra":null,"BRefXtraRR":null,"SerBRefID":205126,"SerRR":"Methods in Ecology and Evolution. Wiley: Hoboken.  ISSN 2041-2096; e-ISSN 2041-210X","StandardTitleSer":"Methods in Ecology and Evolution","ISSN":"2041-2096","AbbrevSer":"Methods Ecol. Evol.","StandardTitleMon":null,"StartPage":1,"Pages":15,"ToPubliDate":null,"BRefBibLvlCode":"S","SerNotes":null},"monrec":null,"serrec":null,"relations":null,"relationsRev":null,"addrec":null,"othpubs":null,"ownerships":null,"authors":[{"AutName":"Keller","Firstname":"Alexander","Initials":"A.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":509741,"OrderNr":1,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Ankenbrand","Firstname":"Markus","Initials":"M.J.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":509742,"OrderNr":2,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Bruelheide","Firstname":"Helge","Initials":"H.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":367469,"OrderNr":3,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Dekeyzer","Firstname":"Stefanie","Initials":"S.","Affiliation":"Flanders Marine Institute, VLIZ","Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":222494,"OrderNr":4,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":"VLIZ","InsFSN":"Vlaams Instituut voor de Zee","ORCID":"0000-0001-9525-2742","PersID":26101,"InsID":36},{"AutName":"Enquist","Firstname":"Brian","Initials":"B.J.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":39888,"OrderNr":5,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Erfanian","Firstname":"Mohammad Bagher","Initials":"M.B.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":509743,"OrderNr":6,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Falster","Firstname":"Daniel","Initials":"D.S.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":264424,"OrderNr":7,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Gallagher","Firstname":"Rachael","Initials":"R.V.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":509744,"OrderNr":8,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Hammock","Firstname":"Jennifer","Initials":"J.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":263626,"OrderNr":9,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Kattge","Firstname":"Jens","Initials":"J.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":267890,"OrderNr":10,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Leonhardt","Firstname":"Sara","Initials":"S.D.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":509745,"OrderNr":11,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Madin","Firstname":"Joshua","Initials":"J.S.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":259208,"OrderNr":12,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Maitner","Firstname":"Brian","Initials":"B.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":443017,"OrderNr":13,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Neyret","Firstname":"Margot","Initials":"M.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":509746,"OrderNr":14,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Onstein","Firstname":"Renske","Initials":"R.E.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":509747,"OrderNr":15,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Pearse","Firstname":"William","Initials":"W.D.","Affiliation":"Univ London Imperial Coll Sci Technol & Med, Ascot SL5 7PY, Berks, England.","Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":297600,"OrderNr":16,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Poelen","Firstname":"Jorrit","Initials":"J.H.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":263794,"OrderNr":17,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Salguero-Gómez","Firstname":"Roberto","Initials":"R.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":267368,"OrderNr":18,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Schneider","Firstname":"Florian","Initials":"F.D.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":509748,"OrderNr":19,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Tóth","Firstname":"Anikó","Initials":"A.B.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":509749,"OrderNr":20,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Penone","Firstname":"Caterina","Initials":"C.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":357164,"AutID":509750,"OrderNr":21,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null}],"mapdetails":null,"datasets":null,"monographs":null,"monparts":null,"serparts":null,"BEntOpen":null,"BEntPrivate":null,"availability":[{"BInstID":386638,"LibID":36,"BRefID":359449,"EmbargoDate":null,"FullEmbargoDate":null,"PhysMedID":16,"hasOCRd":1,"ShelfLocCode":"386638","RFID":null,"PaidValue":null,"Medium":"Server","Description":"VLIZ Open Access","Acronym":"VLIZ","Library":"Vlaams Instituut voor de Zee","DutchTerm":"Open access","URL":null,"ClassifID":53,"Classification":"Open access","ReqLink":null,"ClassifTypID":1,"URLLocation":"https://www.vliz.be/imisdocs/publications/","SubDir":null,"InternalReq":0,"LoggedInReq":0,"Disclaimer":null,"DutchDisclaimer":null,"FileFormat":".pdf","FileDescr":"pdf","InsPub":1,"InsID":36,"FileFormID":6,"LendableFlag":1,"PublicFlag":1,"orderLib":"A","Notes":null,"AccConID":null,"AccessConstraint":null,"LicURL":null}],"litstyles":null,"thespers":null,"arch2discl":null,"SERpubls":[{"PublName":"Wiley","City":"Hoboken"}],"MONpubls":null,"pictures":[],"thestermsPath":null,"thestermsASFA":null,"taxtermsASFA":null,"geotermsASFA":null,"collections":[{"Collection":"OMA - Open Marien Archief","ShortName":"OMA"},{"Collection":"VLIZ Acknowledged Publications","ShortName":"VLIZ ackn"}],"conf":null,"proj":null,"Physdatasets":null,"spcols":{"222":{"SpName":"BMB - Belgische Mariene Bibliografie","SpColID":222,"ParSpColID":null,"TopParID":null,"ShortName":"BMB","URLLocation":null,"LibID":36,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":null,"SpColPath":"BMB"},"992":{"SpName":"FRIS (VLIZ) - Flanders Research Information Space","SpColID":992,"ParSpColID":null,"TopParID":null,"ShortName":"FRIS","URLLocation":null,"LibID":36,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":null,"SpColPath":"FRIS"},"923":{"SpName":"Lifewatch acknowledged","SpColID":923,"ParSpColID":null,"TopParID":null,"ShortName":"Lifewatch ackn","URLLocation":null,"LibID":36,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":null,"SpColPath":"Lifewatch ackn"},"941":{"SpName":"LifeWatch Species Information Backbone","SpColID":941,"ParSpColID":39,"TopParID":39,"ShortName":"LifeWatch Species Information Backbone","URLLocation":null,"LibID":36,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":39,"SpColPath":"VLIZ ackn/LifeWatch Species Information Backbone"},"221":{"SpName":"OMA - Open Marien Archief","SpColID":221,"ParSpColID":null,"TopParID":null,"ShortName":"OMA","URLLocation":null,"LibID":36,"OpenRepoFlag":1,"SpTypID":null,"TopParIDNotWebsite":null,"SpColPath":"OMA"},"1064":{"SpName":"Peer reviewed VLIZ publications","SpColID":1064,"ParSpColID":null,"TopParID":null,"ShortName":"PR VLIZ pubs","URLLocation":null,"LibID":null,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":null,"SpColPath":"PR VLIZ pubs"},"39":{"SpName":"VLIZ Acknowledged Publications","SpColID":39,"ParSpColID":null,"TopParID":null,"ShortName":"VLIZ ackn","URLLocation":null,"LibID":36,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":null,"SpColPath":"VLIZ ackn"},"507":{"SpName":"World Register of Marine Species","SpColID":507,"ParSpColID":null,"TopParID":null,"ShortName":"WoRMS website","URLLocation":null,"LibID":null,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":null,"SpColPath":"WoRMS website"},"915":{"SpName":"World Register of Marine Species (WoRMS) acknowledged","SpColID":915,"ParSpColID":941,"TopParID":39,"ShortName":"WoRMS ackn","URLLocation":null,"LibID":36,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":39,"SpColPath":"VLIZ ackn/LifeWatch Species Information Backbone/WoRMS ackn"},"947":{"SpName":"WoRMS ackn - direct reference","SpColID":947,"ParSpColID":915,"TopParID":39,"ShortName":"WoRMS ackn - direct","URLLocation":null,"LibID":36,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":39,"SpColPath":"VLIZ ackn/LifeWatch Species Information Backbone/WoRMS ackn/WoRMS ackn - direct"}},"doi":null,"publs":null,"serparttypes":null,"monauthors":null,"MParts":null,"SParts":null,"hLibs":null,"langs":[{"BEntID":357164,"AbstractFlag":0,"LangID":15,"LangCode":"en","Lang":"English","DutchTerm":"Engels","LangCodeExtended":"eng"},{"BEntID":357164,"AbstractFlag":1,"LangID":15,"LangCode":"en","Lang":"English","DutchTerm":"Engels","LangCodeExtended":"eng"}],"urls":[{"URL":"https://dx.doi.org/10.1111/2041-210x.14033","externalID":"10.1111/2041-210x.14033","URLTypeCode":"DOI","URLID":108224,"URLTypID":13,"URLType":"DOI","URLPrefix":"http://dx.doi.org/"}],"thesterms":null,"taxterms":null,"geoterms":null,"othterms":null,"asfacodes":null,"asfa2codes":null,"thestermsFRIS":null,"taxtermsFRIS":null,"geotermsFRIS":null,"othtermsFRIS":null,"resmessage":"","complete":1,"sessions":{"newSesName":"Chisala, Chilekwa, C.","newSesDate":{"date":"2022-11-24 09:33:20.510000","timezone_type":3,"timezone":"Europe/Brussels"},"updSesName":"Chisala, Chilekwa, C.","updSesDate":{"date":"2023-02-10 09:03:16.870000","timezone_type":3,"timezone":"Europe/Brussels"}}}