{"refrec":{"BRefID":438035,"RR":"<b>McCarthy, C.; Sternberg, T.; Brooks, C.</b> (2026). The conservation metadata gap: why AI classification is a symptom, not a solution. <i>Environ. Res. Lett. 21(3)</i>: 031001. <a href=\"https://dx.doi.org/10.1088/1748-9326/ae3335\" target=\"_blank\">https://dx.doi.org/10.1088/1748-9326/ae3335</a>","BEntID":435866,"PublicFlag":1,"CheckedFlag":0,"wosflag":1,"vabbflag":1,"RefStringPartII":". <i>Environ. Res. Lett. 21(3)</i>: 031001. <a href=\"https://dx.doi.org/10.1088/1748-9326/ae3335\" target=\"_blank\">https://dx.doi.org/10.1088/1748-9326/ae3335</a>","DocTypID":8,"DocType":"Journal article","MarineFlag":0,"FreshFlag":0,"BrackishFlag":0,"TerrestrialFlag":0,"Authorstring":"McCarthy, C.; Sternberg, T.; Brooks, C.","OrigTitleTranslFlag":0,"Authorstringtrunc":"McCarthy, C.; Sternberg, T.; Brooks, C.","Englishabstract":"Conservation science needs structured metadata captured at submission, not reconstructed afterward by artificial intelligence (AI). Each year, thousands of studies are published that could inform decisions under the United Nations Sustainable Development Goals (SDGs), the Kunming–Montreal Global Biodiversity Framework, the Commission for the Conservation of Antarctic Marine Living Resources (CCAMLR), and National Biodiversity Strategies and Action Plans (NBSAPs). Authors know their study species, locations, methods, and often their work’s policy relevance, yet this information remains buried in article text rather than searchable metadata. While AI classification tools accelerate evidence synthesis compared to manual efforts, they attempt to extract this information post-publication, turning a simple data entry task into a complex natural language processing challenge.","AbstractOtherLang":null,"BibLvlCode":"AS","StandardTitle":"The conservation metadata gap: why AI classification is a symptom, not a solution","OrigTitleLangCode":"en","OrigTitleLangCodeExtended":"eng","OrigTitleLangID":15,"DateLastModified":{"date":"2026-06-20 01:32:54.586297","timezone_type":1,"timezone":"+02:00"},"UserAccessRight":null,"UserAccID":null,"AuthorKeywords":"conservation metadata, evidence synthesis, policy frameworks, scientific publishing, artificial intelligence","OtherDescriptors":null,"Notes":null,"AnaPub":2026,"MonPub":null,"DateUpdate":"2026-03-10","DateCreate":"2026-03-10","SecASFANote":null,"ConfID":null,"PeerRev":1,"VlizCoreFlag":1,"WoScode":null,"VABBcode":null,"OpenAcc":1,"DOI":"10.1088/1748-9326/ae3335"},"refs":null,"anarec":{"AnaID":438035,"PubliDate":2026,"Pagination":"031001","XtraPublOfAnaID":null,"ISBN":null,"Volume":"21","Issue":"3","BRefMon":null,"BRefMonRR":null,"BRefXtra":null,"BRefXtraRR":null,"SerBRefID":204699,"SerRR":"Environmental Research Letters. IOP Publishing: Bristol.  ISSN 1748-9326; e-ISSN 1748-9326","StandardTitleSer":"Environmental Research Letters","ISSN":"1748-9326","AbbrevSer":"Environ. Res. Lett.","StandardTitleMon":null,"StartPage":null,"Pages":null,"ToPubliDate":null,"BRefBibLvlCode":"S","SerNotes":null},"monrec":null,"serrec":null,"relations":null,"relationsRev":null,"addrec":null,"othpubs":null,"ownerships":null,"authors":[{"AutName":"McCarthy","Firstname":"Chris","Initials":"C.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":435866,"AutID":619867,"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":"Sternberg","Firstname":"Troy","Initials":"T.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":435866,"AutID":619868,"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":"Brooks","Firstname":"Cassandra","Initials":"C.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":435866,"AutID":566122,"OrderNr":3,"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":419669,"LibID":36,"BRefID":438035,"EmbargoDate":null,"FullEmbargoDate":null,"PhysMedID":16,"hasOCRd":1,"ShelfLocCode":"419669","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":null,"PublicFlag":1,"orderLib":"A","Notes":null,"AccConID":null,"AccessConstraint":null,"LicURL":null}],"litstyles":null,"thespers":null,"arch2discl":null,"SERpubls":[{"PublName":"IOP Publishing","City":"Bristol"}],"MONpubls":null,"pictures":[],"thestermsPath":null,"thestermsASFA":null,"taxtermsASFA":null,"geotermsASFA":null,"collections":[{"Collection":"VLIZ Acknowledged Publications","ShortName":"VLIZ ackn"}],"conf":null,"proj":null,"Physdatasets":null,"spcols":{"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"},"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":435866,"AbstractFlag":0,"LangID":15,"LangCode":"en","Lang":"English","DutchTerm":"Engels","LangCodeExtended":"eng"},{"BEntID":435866,"AbstractFlag":1,"LangID":15,"LangCode":"en","Lang":"English","DutchTerm":"Engels","LangCodeExtended":"eng"}],"urls":[{"URL":"https://dx.doi.org/10.1088/1748-9326/ae3335","externalID":"10.1088/1748-9326/ae3335","URLTypeCode":"DOI","URLID":159025,"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":"2026-03-10 14:17:28.930000","timezone_type":3,"timezone":"Europe/Brussels"},"updSesName":"Chisala, Chilekwa, C.","updSesDate":{"date":"2026-03-10 14:17:28.930000","timezone_type":3,"timezone":"Europe/Brussels"}}}
