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Bayesian integrated population model of Baltic grey seals (Halichoerus grypus grypus) informs on population carrying capacity and the impact of Baltic herring (Clupea harengus membras) on reproduction

dc.contributor.authorVanko, Milena
dc.contributor.authorHelle, Inari
dc.contributor.authorKunnasranta, Mervi
dc.contributor.authorAhola, Markus P.
dc.contributor.authorBäcklin, Britt-Marie
dc.contributor.authorCarlsson, Anja M.
dc.contributor.authorCervin, Linnea
dc.contributor.authorPersson, Sara
dc.contributor.authorVanhatalo, Jarno
dc.contributor.departmentid4100110810
dc.contributor.departmentid4100110810
dc.contributor.orcidhttps://orcid.org/0000-0001-9006-0899
dc.contributor.orcidhttps://orcid.org/0000-0003-3612-8842
dc.contributor.organizationLuonnonvarakeskus
dc.date.accessioned2026-05-29T13:00:13Z
dc.date.issued2026
dc.description.abstractBaltic grey seal (Halichoerus grypus grypus) is a top predator of the Baltic Sea ecosystem that has just recently recovered from near-extinction induced by historical bounty hunting and pesticides. However, increasing seal population has initiated a conflict between seal conservation and fisheries. We also lack understanding of the ecological constraints of grey seal population in the rapidly chancing Baltic Sea. To address these challenges, we developed a Bayesian integrated population model for the Baltic grey seals. We used our model to estimate their historical population development, demography, and life history parameters, and to assess their future prospects under alternative hunting and prey scenarios. Our results show that the grey seal population has recovered to approximately 57,000 seals in 2025, with an average yearly growth rate of 4.9% in the last two decades. The current carrying capacity of Baltic grey seals was estimated at 120,000 individuals, which is 30% larger than previous estimates from historical hunting statistics. The weight-at-age of Baltic herring (Clupea harengus membras) was found to have a strongly positive effect on grey seal reproduction. Scenario predictions suggest that the Baltic grey seal population can remain viable under the current hunting quota of 3050 individuals. However, with yearly hunting of 3600 individuals, probability of extinction was considerable, and depended on both prey quality and the demographic composition of the hunted seals. With yearly harvest of 4800 seals, the population was predicted to go extinct by 2070 at the latest.
dc.format.pagerange22 p.
dc.identifier.citationHow to cite: Milena Vanko, Inari Helle, Mervi Kunnasranta, Markus P. Ahola, Britt-Marie Bäcklin, Anja M. Carlsson, Linnea Cervin, Sara Persson, Jarno Vanhatalo, Bayesian integrated population model of Baltic grey seals (Halichoerus grypus grypus) informs on population carrying capacity and the impact of Baltic herring (Clupea harengus membras) on reproduction, Ecological Modelling, Volume 519, 2026, 111666, ISSN 0304-3800, https://doi.org/10.1016/j.ecolmodel.2026.111666
dc.identifier.urihttps://jukuri.luke.fi/handle/11111/104072
dc.identifier.urlhttps://doi.org/10.1016/j.ecolmodel.2026.111666
dc.identifier.urnURN:NBN:fi-fe2026052958139
dc.language.isoen
dc.okm.avoinsaatavuuskytkin1 = Avoimesti saatavilla
dc.okm.corporatecopublicationei
dc.okm.discipline1181
dc.okm.internationalcopublicationon
dc.okm.julkaisukanavaoa2 = Osittain avoimessa julkaisukanavassa ilmestynyt julkaisu
dc.okm.selfarchivedon
dc.publisherElsevier
dc.relation.articlenumber111666
dc.relation.doi10.1016/j.ecolmodel.2026.111666
dc.relation.ispartofseriesEcological modelling
dc.relation.issn0304-3800
dc.relation.issn1872-7026
dc.relation.volume519
dc.rightsCC BY 4.0
dc.source.justusid141142
dc.subjectBayesian
dc.subjectintegrated population model
dc.subjectBaltic grey seal
dc.subjectcarrying capacity
dc.subjectherring dependent birth rate
dc.subjectstate–space model
dc.titleBayesian integrated population model of Baltic grey seals (Halichoerus grypus grypus) informs on population carrying capacity and the impact of Baltic herring (Clupea harengus membras) on reproduction
dc.typepublication
dc.type.okmfi=A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä|sv=A1 Originalartikel i en vetenskaplig tidskrift|en=A1 Journal article (refereed), original research|
dc.type.versionfi=Publisher's version|sv=Publisher's version|en=Publisher's version|

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