A map of the Gulf of Alaska (GOA), identifying locations of each indicator included in the climate (circles), lower trophic (squares), mid-trophic (triangles), seabird (diamond) and all biology DFA models and HMM analyses.

<p>The indicators were divided into western GOA (red) and eastern GOA (blue) models. The label locations have been slightly shifted to avoid overlap in the figure. Labels are defined in <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0324154#pone.0324154.t001"...

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Bibliographic Details
Main Author:	Bridget E. Ferriss (6255689) (author)
Other Authors:	Mary E. Hunsicker (9463478) (author), Eric J. Ward (7365704) (author), Michael A. Litzow (2905079) (author), Lauren Rogers (1327056) (author), Matt Callahan (3258183) (author), Wei Cheng (52808) (author), Seth L. Danielson (9082337) (author), Brie Drummond (21499986) (author), Emily Fergusson (21499989) (author), Christine Gabriele (7176896) (author), Kyle Hebert (21499992) (author), Russell R. Hopcroft (8539083) (author), Jens Nielsen (10549) (author), Kally Spalinger (21499995) (author), William T. Stockhausen (13724516) (author), Wesley W. Strasburger (21499998) (author), Shannon Whelan (8127795) (author)
Published:	2025
Subjects:	Ecology Inorganic Chemistry Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified time series ranged provide early warnings previously observed long northeast pacific ocean improve early warning identifying common trends g ., biomass future annual updates xlink "> ecosystem provide ecosystem support common ecosystem trends hidden markov models achieved successful milestones management decisions relative fisheries management process three ecosystem states ecosystem states across reporting ecosystem information hmm identified two analyze 92 indicators groundfish fisheries management ecosystem data collection ecosystem states ecosystem information ecosystem dynamics successful integration seabird models groundfish productivity management bodies alaska ecosystem term shifts streamline communication largely aligned existing framework diverse set covarying indicators annually updating 52 years 2014 ).
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A map of the Gulf of Alaska (GOA), identifying locations of each indicator included in the climate (circles), lower trophic (squares), mid-trophic (triangles), seabird (diamond) and all biology DFA models and HMM analyses.

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