Climate-driven habitat shifts in brown algal forests: insights from the Adriatic SeaDonša, Daša (Avtor) Ivajnšič, Danijel (Avtor) Lipej, Lovrenc (Avtor) Trkov, Domen (Avtor) Mavrič, Borut (Avtor) Pitacco, Valentina (Avtor) Fortič, Ana (Avtor) Lokovšek, Ana (Avtor) Šiško, Milijan (Avtor) Orlando-Bonaca, Martina (Avtor) brown algal forestsCystoseira s.l.habitat suitabilityspatial modellingAdriatic Seaclimate changeshiftsBrown algal forests (Cystoseira sensu lato) are key habitat-forming components of temperate rocky coasts but have experienced widespread decline across the Mediterranean Sea. This study investigates the current distribution and potential future shifts in brown algal forests across the Adriatic Sea under ongoing climate change. We combined non-destructive field-based mapping along the Slovenian coastline with remote-sensing products and spatial environmental predictors to model basin-wide habitat suitability. A multiscale geographically weighted regression (MGWR) framework was applied to account for spatial non-stationarity and to explicitly capture the fact that environmental drivers of habitat suitability operate at different spatial scales—an assumption that global models such as GAM or standard GWR cannot adequately address. Habitat suitability maps were generated for present-day conditions and projected under mid- and late-century climate scenarios. The results reveal pronounced latitudinal gradients, identify areas of ongoing canopy decline in the northern Adriatic, and highlight parts of the southern Adriatic as potential climate refugia. Overall, the study demonstrates a likely north–south contraction of suitable habitat for brown algal forests and underscores the value of multiscale spatial modelling for informing marine spatial planning, conservation prioritization, and climate- adaptive restoration under European policy frameworks.20262026-01-21 14:33:11Neznano25498UDK: 574.5ISSN pri članku: 2077-1312DOI: 10.3390/jmse14020196COBISS_ID: 265462275sl