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            <gco:CharacterString>Marine classification schemes based on abiotic surrogates often inform regional marine conservation planning in lieu of detailed biological data. However, theses chemes may poorly represent ecologically relevant biological patterns required for effective design and management strategies. We used a community-level modeling approach to characterize and delineate representative mesoscale (tens to thousands of kilometers) assemblages of demersal fish and benthic invertebrates in the North-west Atlantic. Hierarchical clustering of species occurrence data from four regional annual multispecies trawl surveys revealed three to six groupings (predominant assemblage types) in each survey region, broadly associated with geomorphic and oceanographic features. Indicator analyses identified 3–34 emblematic taxa of each assemblage type. Random forest classifications accurately predicted assemblage dis-tributions from environmental covariates (AUC &gt; 0.95) and identified thermal limits (annual minimum and maximum bottom temperatures) as important pre-dictors of distribution in each region. Using forecasted oceanographic conditions for the year 2075 and a regional classification model, we projected assemblage dis-tributions in the southernmost bioregion (Scotian Shelf-Bay of Fundy) under ahigh emissions climate scenario (RCP 8.5). Range expansions to the north eastare projected for assemblages associated with warmer and shallower waters of the Western Scotian Shelf over the 21st century as thermal habitat on the rela-tively cooler Eastern Scotian Shelf becomes more favorable. Community-level modeling provides a biotic-informed approach for identifying broadscale ecolog-ical structure required for the design and management of ecologically coherent, representative, well-connected networks of Marine Protected Areas. When com-bined with oceanographic forecasts, this modeling approach provides a spatial tool for assessing sensitivity and resilience to climate change, which can improve conservation planning, monitoring, and adaptive management.

Cite this data as: O'Brien, J.M., Stanley, R.R.E., Jeffery, N.W., Heaslip, S.W., DiBacco, C., and Wang, Z. Demersal fish and benthic invertebrate assemblages in the Northwest Atlantic.
Published: December 2024. Coastal Ecosystems Science Division, Maritimes region, Fisheries and Oceans Canada, Dartmouth NS.
https://open.canada.ca/data/en/dataset/14d55ea5-b17d-478c-b9ee-6a7c04439d2b</gco:CharacterString>
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                  <gmd:LocalisedCharacterString locale="#fra">Les systèmes de classification marine fondés sur des substituts abiotiques orientent souvent la planification régionale de la conservation marine au lieu de données biologiques détaillées. Toutefois, ces systèmes peuvent mal représenter les modèles biologiques écologiquement pertinents nécessaires à une conception et à des stratégies de gestion efficaces. Nous avons utilisé une approche de modélisation au niveau de la communauté pour caractériser et délimiter des assemblages représentatifs à méso-échelle (des dizaines à des milliers de kilomètres) de poissons démersaux et d’invertébrés benthiques dans l’Atlantique Nord-Ouest. Le regroupement hiérarchique des données sur la présence des espèces provenant de quatre relevés régionaux annuels multispécifiques au chalut a révélé de trois à six regroupements (types d’assemblage prédominants) dans chaque région de relevé, généralement associés à des caractéristiques géomorphiques et océanographiques. Les analyses d’indicateurs ont permis d’identifier de 3 à 34 taxons emblématiques de chaque type d’assemblage. Les classifications selon une approche de forêt aléatoire ont prédit avec précision les répartitions d’assemblage à partir des covariables environnementales (courbe de l’opérateur récepteur &gt; 0,95) et ont déterminé les limites thermiques (températures minimales et maximales annuelles du fond) comme des prédicteurs importants de la répartition dans chaque région. En utilisant les conditions océanographiques prévues pour l’année 2075 et un modèle de classification régionale, nous avons projeté la répartition des assemblages dans la biorégion la plus méridionale (plateau néo-écossais et baie de Fundy) dans le cadre d’un scénario climatique à fortes émissions (RCP 8.5). Des extensions de l’aire de répartition vers le nord-est sont prévues pour les assemblages associés aux eaux plus chaudes et moins profondes de l’ouest du plateau néo-écossais au cours du 21e siècle, à mesure que l’habitat thermique de l’est du plateau néo-écossais, relativement plus frais, devient plus favorable. La modélisation au niveau de la communauté fournit une approche biotique permettant de déterminer la structure écologique à grande échelle nécessaire à la conception et à la gestion de réseaux de zones de protection marine écologiquement cohérents, représentatifs et bien reliés entre eux. Combinée aux prévisions océanographiques, cette approche de modélisation fournit un outil spatial permettant d’évaluer la sensibilité et la résilience aux changements climatiques, ce qui peut améliorer la planification de la conservation, la surveillance et la gestion adaptative.

Citer ces données comme: O'Brien, J.M., Stanley, R.R.E., Jeffery, N.W., Heaslip, S.W., DiBacco, C., and Wang, Z. Assemblages de poissons démersaux et d’invertébrés benthiques dans l’Atlantique Nord-Ouest.
Publié en Decembre 2024. Division de la science des écosystèmes côtiers, Région du Maritimes, Pêches et Océans Canada, Dartmouth, (N-É). https://open.canada.ca/data/fr/dataset/14d55ea5-b17d-478c-b9ee-6a7c04439d2b</gmd:LocalisedCharacterString>
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               </gmd:onLine>
            </gmd:MD_DigitalTransferOptions>
         </gmd:transferOptions>
      </gmd:MD_Distribution>
  </gmd:distributionInfo>
</gmd:MD_Metadata>