{"refrec":{"BRefID":365920,"RR":"<b>Rubbens, P.; Brodie, S.; Cordier, T.; Barcellos, D.D.; Devos, P.; Fernandes-Salvador, J.A.; Fincham, J.I.; Gomes, A.; Handegard, N.O.; Howell, K.; Jamet, C.; Kartveit, K.H.; Moustahfid, H.; Parcerisas, C.; Politikos, D.; Sauzède, R.; Sokolova, M.; Uusitalo, L.; Van den Bulcke, L.; van Helmond, A.T.M.; Watson, J.T.; Welch, H.; Beltran-Perez, O.; Chaffron, S.; Greenberg, D.S.; Kühn, B.; Kiko, R.; Lo, M.; Lopes, R.M.; Möller, K.O.; Michaels, W.; Pala, A.; Romagnan, J.-B.; Schuchert, P.; Seydi, V.; Villasante, S.; Malde, K.; Irisson, J.-O.</b> (2023). Machine learning in marine ecology: An overview of techniques and applications. <i>ICES J. Mar. Sci./J. Cons. int. Explor. Mer 80(7)</i>: 1829-1853. <a href=\"https://dx.doi.org/10.1093/icesjms/fsad100\" target=\"_blank\">https://dx.doi.org/10.1093/icesjms/fsad100</a>","BEntID":363642,"PublicFlag":1,"CheckedFlag":1,"wosflag":1,"vabbflag":0,"RefStringPartII":". <i>ICES J. Mar. Sci./J. Cons. int. Explor. Mer 80(7)</i>: 1829-1853. <a href=\"https://dx.doi.org/10.1093/icesjms/fsad100\" target=\"_blank\">https://dx.doi.org/10.1093/icesjms/fsad100</a>","DocTypID":8,"DocType":"Journal article","MarineFlag":1,"FreshFlag":0,"BrackishFlag":0,"TerrestrialFlag":0,"Authorstring":"Rubbens, P.; Brodie, S.; Cordier, T.; Barcellos, D.D.; Devos, P.; Fernandes-Salvador, J.A.; Fincham, J.I.; Gomes, A.; Handegard, N.O.; Howell, K.; Jamet, C.; Kartveit, K.H.; Moustahfid, H.; Parcerisas, C.; Politikos, D.; Sauzède, R.; Sokolova, M.; Uusitalo, L.; Van den Bulcke, L.; van Helmond, A.T.M.; Watson, J.T.; Welch, H.; Beltran-Perez, O.; Chaffron, S.; Greenberg, D.S.; Kühn, B.; Kiko, R.; Lo, M.; Lopes, R.M.; Möller, K.O.; Michaels, W.; Pala, A.; Romagnan, J.-B.; Schuchert, P.; Seydi, V.; Villasante, S.; Malde, K.; Irisson, J.-O.","OrigTitleTranslFlag":0,"Authorstringtrunc":"Rubbens, P. <i>et al.</i>","Englishabstract":"Machine learning covers a large set of algorithms that can be trained to identify patterns in data. Thanks to the increase in the amount of data and computing power available, it has become pervasive across scientific disciplines. We first highlight why machine learning is needed in marine ecology. Then we provide a quick primer on machine learning techniques and vocabulary. We built a database of ∼1000 publications that implement such techniques to analyse marine ecology data. For various data types (images, optical spectra, acoustics, omics, geolocations, biogeochemical profiles, and satellite imagery), we present a historical perspective on applications that proved influential, can serve as templates for new work, or represent the diversity of approaches. Then, we illustrate how machine learning can be used to better understand ecological systems, by combining various sources of marine data. Through this coverage of the literature, we demonstrate an increase in the proportion of marine ecology studies that use machine learning, the pervasiveness of images as a data source, the dominance of machine learning for classification-type problems, and a shift towards deep learning for all data types. This overview is meant to guide researchers who wish to apply machine learning methods to their marine datasets.","AbstractOtherLang":null,"BibLvlCode":"AS","StandardTitle":"Machine learning in marine ecology: An overview of techniques and applications","OrigTitleLangCode":"en","OrigTitleLangCodeExtended":"eng","OrigTitleLangID":15,"DateLastModified":{"date":"2026-04-18 01:32:35.725990","timezone_type":1,"timezone":"+02:00"},"UserAccessRight":null,"UserAccID":null,"AuthorKeywords":"image, omics, review","OtherDescriptors":null,"Notes":null,"AnaPub":2023,"MonPub":null,"DateUpdate":"2025-09-18","DateCreate":"2023-07-31","SecASFANote":null,"ConfID":null,"PeerRev":1,"VlizCoreFlag":1,"WoScode":"WOS:001041998200001","VABBcode":null,"OpenAcc":1,"DOI":"10.1093/icesjms/fsad100"},"refs":null,"anarec":{"AnaID":365920,"PubliDate":2023,"Pagination":"1829-1853","XtraPublOfAnaID":null,"ISBN":null,"Volume":"80","Issue":"7","BRefMon":null,"BRefMonRR":null,"BRefXtra":null,"BRefXtraRR":null,"SerBRefID":44710,"SerRR":"ICES Journal of Marine Science. Academic Press: London.  ISSN 1054-3139; e-ISSN 1095-9289","StandardTitleSer":"ICES Journal of Marine Science","ISSN":"1054-3139","AbbrevSer":"ICES J. Mar. Sci./J. Cons. int. Explor. Mer","StandardTitleMon":null,"StartPage":1829,"Pages":25,"ToPubliDate":null,"BRefBibLvlCode":"S","SerNotes":null},"monrec":null,"serrec":null,"relations":null,"relationsRev":null,"addrec":null,"othpubs":null,"ownerships":null,"authors":[{"AutName":"Rubbens","Firstname":"Peter","Initials":"P.","Affiliation":"Flanders Marine Institute (VLIZ)","Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":417610,"OrderNr":1,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":"VLIZ","InsFSN":"Vlaams Instituut voor de Zee","ORCID":"0000-0001-5595-4758","PersID":38084,"InsID":36},{"AutName":"Brodie","Firstname":"Stephanie","Initials":"S.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":337112,"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":"Cordier","Firstname":"Tristan","Initials":"T.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":431375,"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":"Barcellos","Firstname":"Diogo","Initials":"D.D.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":198658,"OrderNr":4,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Devos","Firstname":"Paul","Initials":"P.","Affiliation":"Department of Information Technology, Research group WAVES, Ghent University","Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536015,"OrderNr":5,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":"Universiteit Gent; Faculteit Ingenieurswetenschappen en Architectuur; Departement Informatietechnologie; WAVES","ORCID":"0000-0003-4940-8886","PersID":36402,"InsID":14532},{"AutName":"Fernandes-Salvador","Firstname":"Jose","Initials":"J.A.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":534744,"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":"Fincham","Firstname":"Jennifer","Initials":"J.I.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536016,"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":"Gomes","Firstname":"Alessandra","Initials":"A.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536017,"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":"Handegard","Firstname":"Nils Olav","Initials":"N.O.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":213303,"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":"Howell","Firstname":"Kerry","Initials":"K.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":175588,"OrderNr":10,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":20981,"InsID":null},{"AutName":"Jamet","Firstname":"Cédric","Initials":"C.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":156576,"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":"Kartveit","Firstname":"Kyrre Heldal","Initials":"K.H.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536018,"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":"Moustahfid","Firstname":"Hassan","Initials":"H.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":153961,"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":"Parcerisas","Firstname":"Clea","Initials":"C.","Affiliation":"Flanders Marine Institute (VLIZ)","Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":403993,"OrderNr":14,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":"VLIZ","InsFSN":"Vlaams Instituut voor de Zee","ORCID":"0000-0001-7466-0288","PersID":38082,"InsID":36},{"AutName":"Politikos","Firstname":"Dimitris","Initials":"D.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536020,"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":"Sauzède","Firstname":"Raphaëlle","Initials":"R.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":378528,"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":"Sokolova","Firstname":"Maria","Initials":"M.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536021,"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":"Uusitalo","Firstname":"Laura","Initials":"L.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":337332,"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":"Van den Bulcke","Firstname":"Laure","Initials":"L.","Affiliation":"Flanders Research Institute for Agriculture, Fisheries and Food, Marine Research","Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536022,"OrderNr":19,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":"ILVO","InsFSN":"Instituut voor Landbouw-, Visserij- en Voedingsonderzoek","ORCID":null,"PersID":35434,"InsID":5442},{"AutName":"van Helmond","Firstname":"Aloysius","Initials":"A.T.M.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":361062,"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":"Watson","Firstname":"Jordan","Initials":"J.T.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536024,"OrderNr":21,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Welch","Firstname":"Heather","Initials":"H.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":287537,"OrderNr":22,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Beltran-Perez","Firstname":"Oscar","Initials":"O.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536025,"OrderNr":23,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Chaffron","Firstname":"Samuel","Initials":"S.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536026,"OrderNr":24,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":"0000-0001-5903-617X","PersID":31529,"InsID":null},{"AutName":"Greenberg","Firstname":"David","Initials":"D.S.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536027,"OrderNr":25,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Kühn","Firstname":"Bernhard","Initials":"B.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":506006,"OrderNr":26,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Kiko","Firstname":"Rainer","Initials":"R.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":189851,"OrderNr":27,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Lo","Firstname":"Madiop","Initials":"M.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536028,"OrderNr":28,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Lopes","Firstname":"Rubens","Initials":"R.M.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":68136,"OrderNr":29,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Möller","Firstname":"Klas Ove","Initials":"K.O.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":285858,"OrderNr":30,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Michaels","Firstname":"William","Initials":"W.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536029,"OrderNr":31,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Pala","Firstname":"Ahmet","Initials":"A.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536030,"OrderNr":32,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Romagnan","Firstname":"Jean-Baptiste","Initials":"J.-B.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":197377,"OrderNr":33,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Schuchert","Firstname":"Pia","Initials":"P.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":481576,"OrderNr":34,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Seydi","Firstname":"Vahid","Initials":"V.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":536031,"OrderNr":35,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Villasante","Firstname":"Sebastian","Initials":"S.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":360933,"OrderNr":36,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Malde","Firstname":"Ketil","Initials":"K.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":401990,"OrderNr":37,"DegrID":null,"EditorFlag":0,"CorrespFlag":0,"IllustratorFlag":0,"ReviserFlag":0,"TranslatorFlag":0,"InsAcronym":null,"InsFSN":null,"ORCID":null,"PersID":null,"InsID":null},{"AutName":"Irisson","Firstname":"Jean-Olivier","Initials":"J.-O.","Affiliation":null,"Discriminator":null,"CorporateFlag":0,"BEntID":363642,"AutID":385830,"OrderNr":38,"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":392797,"LibID":36,"BRefID":365920,"EmbargoDate":null,"FullEmbargoDate":null,"PhysMedID":16,"hasOCRd":1,"ShelfLocCode":"392797","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":"Academic Press","City":"London"}],"MONpubls":null,"pictures":[],"thestermsPath":[{"ThesaurusTerm":"Ecology","ThestID":2622,"Acronym":"ASFA","ThesTermPath":"Ecology"},{"ThesaurusTerm":"Machine learning","ThestID":74315,"Acronym":"CSA","ThesTermPath":"Machine learning"},{"ThesaurusTerm":"Acoustics","ThestID":117,"Acronym":"ASFA","ThesTermPath":"Physics > Acoustics"},{"ThesaurusTerm":"Profiles","ThestID":6563,"Acronym":"ASFA","ThesTermPath":"Profiles"},{"ThesaurusTerm":"Remote sensing","ThestID":6864,"Acronym":"ASFA","ThesTermPath":"Remote sensing"}],"thestermsASFA":[{"ThesaurusTerm":"Acoustics"},{"ThesaurusTerm":"Ecology"},{"ThesaurusTerm":"Machine learning"},{"ThesaurusTerm":"Profiles"},{"ThesaurusTerm":"Remote sensing"}],"taxtermsASFA":null,"geotermsASFA":null,"collections":[{"Collection":"OMA - Open Marien Archief","ShortName":"OMA"}],"conf":null,"proj":[{"ProID":5104,"Acronym":null,"ProStandardTitle":"Marine Soundscapes in Shallow Water: Automated Tools for Characterization and Analysis","BYear":2019,"BMonth":9,"EYear":2024,"EMonth":3,"FP7Code":null,"RelID":null,"Relation":null,"DutchTerm":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"},"896":{"SpName":"LifeWatch Observatory","SpColID":896,"ParSpColID":923,"TopParID":923,"ShortName":"LifeWatch Observatory","URLLocation":null,"LibID":null,"OpenRepoFlag":null,"SpTypID":null,"TopParIDNotWebsite":923,"SpColPath":"Lifewatch ackn/LifeWatch Observatory"},"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"}},"doi":null,"publs":null,"serparttypes":null,"monauthors":null,"MParts":null,"SParts":null,"hLibs":null,"langs":[{"BEntID":363642,"AbstractFlag":0,"LangID":15,"LangCode":"en","Lang":"English","DutchTerm":"Engels","LangCodeExtended":"eng"},{"BEntID":363642,"AbstractFlag":1,"LangID":15,"LangCode":"en","Lang":"English","DutchTerm":"Engels","LangCodeExtended":"eng"}],"urls":[{"URL":"https://dx.doi.org/10.1093/icesjms/fsad100","externalID":"10.1093/icesjms/fsad100","URLTypeCode":"DOI","URLID":118311,"URLTypID":13,"URLType":"DOI","URLPrefix":"http://dx.doi.org/"}],"thesterms":[{"ThesaurusTerm":"Acoustics","ThestID":117,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"},{"ThesaurusTerm":"Ecology","ThestID":2622,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"},{"ThesaurusTerm":"Machine learning","ThestID":74315,"Acronym":"CSA","ThesTypID":2,"ThesType":"CSA Technology Research Database Master Thesaurus"},{"ThesaurusTerm":"Profiles","ThestID":6563,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"},{"ThesaurusTerm":"Remote sensing","ThestID":6864,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"}],"taxterms":null,"geoterms":null,"othterms":null,"asfacodes":null,"asfa2codes":null,"thestermsFRIS":[{"ThesaurusTerm":"Acoustics","DutchTerm":"Geluidsleer / techniek","ThestID":117,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"},{"ThesaurusTerm":"Ecology","DutchTerm":"Ecologie","ThestID":2622,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"},{"ThesaurusTerm":"Machine learning","DutchTerm":null,"ThestID":74315,"Acronym":"CSA","ThesTypID":2,"ThesType":"CSA Technology Research Database Master Thesaurus"},{"ThesaurusTerm":"Profiles","DutchTerm":"Profielen","ThestID":6563,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"},{"ThesaurusTerm":"Remote sensing","DutchTerm":"Teledetectie","ThestID":6864,"Acronym":"ASFA","ThesTypID":1,"ThesType":"ASFA Thesaurus List"}],"taxtermsFRIS":null,"geotermsFRIS":null,"othtermsFRIS":null,"resmessage":"","complete":1,"sessions":{"newSesName":"Chisala, Chilekwa, C.","newSesDate":{"date":"2023-07-31 08:57:03.877000","timezone_type":3,"timezone":"Europe/Brussels"},"updSesName":"Lyssens, Liesbeth, L.","updSesDate":{"date":"2025-09-18 16:40:41.190000","timezone_type":3,"timezone":"Europe/Brussels"}}}