State of the Ecosystem

class: right, middle, my-title, title-slide

.title[
# State of the Ecosystem
]
.subtitle[
## Lessons Learned from US Reporting CAUSES 7 November 2023
]
.author[
### Sarah K. Gaichas1, Brandon Muffley2, Geret DePiper1, Kimberly Bastille1, 3, Kimberly J. W. Hyde1, Scott Large1, Sean M. Lucey1, and Laurel Smith1
]
.institute[
### 1NOAA NMFS Northeast Fisheries Science Center, Woods Hole, MA, USA; 2Mid-Atlantic Fishery Management Council, Dover, DE, USA; 3Ocean Associates Inc, Arlington, VA, USA
]

---

class: top, left

## Goal: include climate and ecosystem information in management decision processes

.pull-left[
*Overview*
- What types of decisions are made?

* Single species catch limits
    * Allocations to fleets or areas
    * Coordination across boundaries and sectors 
    * Multispecies and ecosystem level tradeoffs

- How can ecosystem information support these decisions?

* Key tools: ecosystem reporting, risk assessment, managment strategy evaluation
    * Developing decision processes along with products

.footnote[
Word cloud based on [Mid-Atlantic Fishery Management Council EAFM Guidance Document](https://www.mafmc.org/s/EAFM-Doc-Revised-2019-02-08-palr.pdf)
]
]
.pull-right[
![:img EAFM Policy Guidance Doc Word Cloud](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/MAFMC_EAFMwordcloud.png)
]

---
background-image: url("https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/papers.jpg")
background-size: 1200px
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## Lessons Learned

.pull-left[
Develop reporting for and with a specific audience:

+  Show up to management meetings. Regularly.

+  Center on management objectives.

+  Focus on management implications.

+  Listen, and respond to requests.

+  Iterate.
]

.pull-right[
"How can we use this?"

+  Collaborate across disciplines, with managers and stakeholders.

+  Prepare some examples.

+  Expect them to be changed!

+  Listen, and respond to requests.

+  Iterate.
 
]

---
## Background: Federal fishery management in the US

Eight regional Fishery Management Councils establish plans for sustainable management of stocks within their jurisdictions. All are governed by the same law, but tailor management to their regional stakeholder needs.
.center[
![:img US map highlighting regions for each fishery management council, 80%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/USCouncils.png)
] 
.footnote[
More information: http://www.fisherycouncils.org/  
https://www.fisheries.noaa.gov/topic/laws-policies#magnuson-stevens-act
]

---
# Northeast US State of the Ecosystem (SOE) reporting
## Improving ecosystem information and synthesis for fishery managers

.pull-left-70[

- Ecosystem indicators linked to management objectives <a name=cite-depiper_operationalizing_2017></a>([DePiper, et al., 2017](https://academic.oup.com/icesjms/article/74/8/2076/3094701))
 + Contextual information
 + Annual reporting since 2016
 + Fishery-relevant subset of full Ecosystem Status Reports

- Open science emphasis <a name=cite-bastille_improving_2021></a>([Bastille, et al., 2021](https://doi.org/10.1080/08920753.2021.1846155))

- Used within Mid-Atlantic Fishery Management Council's Ecosystem Process <a name=cite-muffley_there_2021></a>([Muffley, et al., 2021](https://doi.org/10.1080/08920753.2021.1846156))
 + Risk assessment <a name=cite-gaichas_implementing_2018></a>([Gaichas, et al., 2018](https://www.frontiersin.org/articles/10.3389/fmars.2018.00442/abstract))
 + Conceptual modeling <a name=cite-depiper_learning_2021></a>([DePiper, et al., 2021](https://doi.org/10.1093/icesjms/fsab054))
 + Management strategy evaluation ([MSE](https://www.mafmc.org/actions/summer-flounder-mse))

]

.pull-right-30[
![:img 2023 SOE Mid Atlantic Cover Page, 100%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/SOE-MA-draft-03.16.23_Page_1.png)

]

---
## Lesson: Synthesize

Characterizing ecosystem change for fishery management with *synthesis themes*

* Societal, biological, physical and chemical factors comprise the **multiple system drivers** that influence marine ecosystems through a variety of different pathways. 
* Changes in the multiple drivers can lead to **regime shifts** — large, abrupt and persistent changes in the structure and function of an ecosystem.  
* Regime shifts and changes in how the multiple system drivers interact can result in **ecosystem reorganization** as species and humans respond and adapt to the new environment.

.pull-left[

![:img](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//SystemDrivers_v5.jpg)
]

.pull-right[
![:img](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//RegimeShift_V5.jpg)
]

---
## Lesson: Short and Focused
.pull-left[
1. Graphical summary
    + Page 1 report card re: objectives &rarr;
    + Page 2 risk summary bullets
    + Page 3 synthesis themes
1. Performance relative to management objectives
1. Risks to meeting management objectives

![:img State of the Ecosystem page 1 summary table, 50%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/SOE-MA-draft-03.16.23_Page_2.png)![:img State of the Ecosystem page 2 risk bullets, 50%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/SOE-MA-draft-03.16.23_Page_3.png)

]

.pull-right[

<table class="table" style="font-size: 14px; margin-left: auto; margin-right: auto;">
<caption style="font-size: initial !important;">Ecosystem-scale fishery management objectives</caption>
 <thead>
 <tr>
 <th style="text-align:left;font-weight: bold;"> Objective Categories </th>
 <th style="text-align:left;font-weight: bold;"> Indicators reported </th>
 </tr>
 </thead>
<tbody>
 <tr grouplength="6"><td colspan="2" style="border-bottom: 1px solid;">Provisioning and Cultural Services</td></tr>
<tr>
 <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Seafood Production </td>
 <td style="text-align:left;"> Landings; commercial total and by feeding guild; recreational harvest </td>
 </tr>
 <tr>
 <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Profits </td>
 <td style="text-align:left;"> Revenue decomposed to price and volume </td>
 </tr>
 <tr>
 <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Recreation </td>
 <td style="text-align:left;"> Angler trips; recreational fleet diversity </td>
 </tr>
 <tr>
 <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Stability </td>
 <td style="text-align:left;"> Diversity indices (fishery and ecosystem) </td>
 </tr>
 <tr>
 <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Social &amp; Cultural </td>
 <td style="text-align:left;"> Community engagement/reliance and environmental justice status </td>
 </tr>
 <tr>
 <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Protected Species </td>
 <td style="text-align:left;"> Bycatch; population (adult and juvenile) numbers, mortalities </td>
 </tr>
 <tr grouplength="4"><td colspan="2" style="border-bottom: 1px solid;">Supporting and Regulating Services</td></tr>
<tr>
 <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Biomass </td>
 <td style="text-align:left;"> Biomass or abundance by feeding guild from surveys </td>
 </tr>
 <tr>
 <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Productivity </td>
 <td style="text-align:left;"> Condition and recruitment of managed species, primary productivity </td>
 </tr>
 <tr>
 <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Trophic structure </td>
 <td style="text-align:left;"> Relative biomass of feeding guilds, zooplankton </td>
 </tr>
 <tr>
 <td style="text-align:left;padding-left: 2em;" indentlevel="1"> Habitat </td>
 <td style="text-align:left;"> Estuarine and offshore habitat conditions </td>
 </tr>
</tbody>
</table>
]

---
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## State of the Ecosystem Summary 2023: 
**Performance relative to management objectives**

.pull-left-60[
Seafood production ![:img decreasing arrow icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//decrease.png) ![:img below average icon icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//below long term ave.png)

Profits ![:img decreasing arrow icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//decrease.png) ![:img below average icon icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//below long term ave.png)

Recreational opportunities:  Effort ![:img increasing arrow icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//no trend.png) ![:img above average icon icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//near-long-term-average.png); Effort diversity ![:img decreasing arrow icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//decrease.png) ![:img below average icon icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//below long term ave.png)

Stability: Fishery ![:img no trend icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//no trend.png) ![:img near average icon icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//near-long-term-average.png); Ecological ![:img mixed trend icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//Mixed trends.png) ![:img near average icon icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//near-long-term-average.png)

Social and cultural, trend not evaluated, status of:  
*  Fishing engagement and reliance by community  
*  Environmental Justice (EJ) Vulnerability by community

Protected species: 
*  Maintain bycatch below thresholds ![:img mixed trend icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//Mixed trends.png) ![:img meeting objectives icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//checked.png)  
*  Recover endangered populations (NARW) ![:img decreasing arrow icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//decrease.png) ![:img below average icon icon, 4%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//below long term ave.png)  
]
.pull-right-40[]

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## State of the Ecosystem Summary 2023: 
**Risks to meeting fishery management objectives**

.pull-left-60[
Climate: warming and changing oceanography continue
*  Heat waves and Gulf Stream instability
*  Estuarine, coastal, and offshore habitats affected, with range of species responses
*  Distribution shifts complicate management
*  Multiple fish with poor condition, declining productivity

Other ocean uses: offshore wind development
*  Current revenue in proposed areas
    - 1-34% by port (some with EJ concerns)
    - up to 17% by managed species
*  Different development impacts for species preferring soft bottom vs. hard bottom 
*  Overlap with important right whale foraging habitats, increased vessel strike and noise risks 
*  Rapid buildout in patchwork of areas 
*  Scientific survey mitigation required
]
.pull-right-40[
.center[

&nbsp;  
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<img src="20231107_CAUSES_SOE_Gaichas_files/figure-html/unnamed-chunk-2-1.png" width="90%" style="display: block; margin: auto;" />
]
]
---
.pull-left[ 
## (not) Risks: Climate change Mid Atlantic (a.k.a. indicator shock-and-awe)

Indicators: ocean currents, temperature, seasons
<img src="20231107_CAUSES_SOE_Gaichas_files/figure-html/unnamed-chunk-3-1.png" width="288" style="display: block; margin: auto;" />

<img src="20231107_CAUSES_SOE_Gaichas_files/figure-html/unnamed-chunk-4-1.png" width="288" style="display: block; margin: auto;" />
]

.pull-right[

]

.table[
The Gulf Stream is trending north. Ocean summer is lasting longer. In contrast to SST, long term bottom temperature is increasing in all seasons. Few surface and no bottom extreme warming events in 2022.
]
.contrib[]
???
Seasonal sea surface temperatures in 2022 were above average for most of the year,  however late spring storms caused deep mixing, which delayed stratification and surface warming in late spring and early summer. A combination of long-term ocean warming and extreme events should be used to assess total heat stress on marine organisms

---
## Climate Change Implications: focus on managed species

.pull-left[
Climate*: 6 low, 3 low-mod, 4 mod-high, 1 high risk

*Multiple drivers with different impacts by species*    
* Seasonal estuarine conditions affect life stages of managed species differently
* Ocean acidification impact on commercial species  
![:img Mid Seasonal pH](https://github.com/NOAA-EDAB/ecodata/raw/master/workshop/images/Saba_Fig_SOE_MAFMC.jpg)

* Warm core rings important to *Illex* availability.

&nbsp;  
&nbsp;  
&nbsp; 
&nbsp; 
&nbsp;

.contrib[
*Climate vulnerability and Distribution Shift risk levels from climate vulnerability analysis <a name=cite-hare_vulnerability_2016></a>([Hare, et al., 2016](http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0146756))
]

]

.pull-right[
DistShift*: 2 low, 9 mod-high, 3 high risk species

* Managed species shifts already impacting allocation discussions

*New Indicator: protected species shifts*
<img src="20231107_CAUSES_SOE_Gaichas_files/figure-html/unnamed-chunk-5-1.png" width="504" style="display: block; margin: auto;" />
]

---
## SOE use in management: Mid-Atlantic Fishery Management Council (MAFMC)

.pull-left-30[
![:img US East Coast map highlighting Mid-Atlantic council jurisdiction, 90%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/MACouncil.png)
]
.pull-right-70[
![:img MAFMC fishery management plans and species, 90%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/MAFMPs3.png)
]
.footnote[Source: http://www.mafmc.org/fishery-management-plans]

---
## Integrated Ecosystem Assessment and the MAFMC Ecosystem Approach

Diverse stakeholders agreed that an ecosystem approach was necessary. Developing and implementing EAFM is done in collaboration between managers, stakeholders, and scientists. https://www.mafmc.org/eafm

.pull-left[
![:img IEA process from goal setting to assessment to strategy evaluation with feedbacks, 90%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/iea-loop.png)
.footnote[
https://www.integratedecosystemassessment.noaa.gov/national/IEA-approach
]
]
.pull-right[
![:img Mid-Atlantic EAFM framework with full details in speaker notes, 80%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/Framework.png)
   * Direct link between ecosystem reporting and risk assessment
   * Conceptual model links across risk elements for fisheries, species
   * Management strategy evaluation includes key risks

]
???
<a name=cite-gaichas_framework_2016></a>([Gaichas, et al., 2016](https://www.frontiersin.org/articles/10.3389/fmars.2016.00105/full)) The Council’s EAFM framework has similarities to the IEA loop. It uses risk assessment as a first step to prioritize combinations of managed species, fleets, and ecosystem interactions for consideration. Second, a conceptual model is developed identifying key environmental, ecological, social, economic, and management linkages for a high-priority fishery. Third, quantitative modeling addressing Council-specified questions and based on interactions identified in the conceptual model is applied to evaluate alternative management strategies that best balance management objectives. As strategies are implemented, outcomes are monitored and the process is adjusted, and/or another priority identified in risk assessment can be addressed.

---
## State of the Ecosystem &rarr; MAFMC Risk assessent example: Commercial revenue

This element is applied at the ecosystem level. Revenue serves as a proxy for commercial profits.

.table[
.pull-left[

<table>
 <thead>
 <tr>
 <th style="text-align:left;"> Risk Level </th>
 <th style="text-align:left;"> Definition </th>
 </tr>
 </thead>
<tbody>
 <tr>
 <td style="text-align:left;width: 20em; "> Low </td>
 <td style="text-align:left;width: 20em; "> No trend and low variability in revenue </td>
 </tr>
 <tr>
 <td style="text-align:left;width: 20em; "> Low-Moderate </td>
 <td style="text-align:left;width: 20em; "> Increasing or high variability in revenue </td>
 </tr>
 <tr>
 <td style="text-align:left;width: 20em; font-weight: bold;background-color: orange !important;"> Moderate-High </td>
 <td style="text-align:left;width: 20em; font-weight: bold;background-color: orange !important;"> Significant long term revenue decrease </td>
 </tr>
 <tr>
 <td style="text-align:left;width: 20em; "> High </td>
 <td style="text-align:left;width: 20em; "> Significant recent decrease in revenue </td>
 </tr>
</tbody>
</table>

Ranked moderate-high risk due to the significant long term revenue decrease for Mid-Atlantic managed species (red points in top plot)
]
]
.pull-right[
<img src="20231107_CAUSES_SOE_Gaichas_files/figure-html/unnamed-chunk-6-1.png" width="504" style="display: block; margin: auto;" />

Key: Black = Revenue of all species combined; Red = Revenue of MAFMC managed species
]

## Risk element: CommRev, unchanged

**SOE Implications:** Recent change driven by benthos. Monitor changes in climate and landings drivers: 
- Climate risk element: Surfclams and ocean quahogs are sensitive to ocean warming and acidification. 
- pH in surfclam summer habitat is approaching, but not yet at, pH affecting surfclam growth

---
## EAFM Risk Assessment: 2023 Update (all methods to be reviewed/revised this year)

.pull-left[
*Species level risk elements*
<table class="risktable table" style="font-size: 9px; margin-left: auto; margin-right: auto;">
 <thead>
 <tr>
 <th style="text-align:left;"> Species </th>
 <th style="text-align:left;"> Assess </th>
 <th style="text-align:left;"> Fstatus </th>
 <th style="text-align:left;"> Bstatus </th>
 <th style="text-align:left;"> FW1Pred </th>
 <th style="text-align:left;"> FW1Prey </th>
 <th style="text-align:left;"> FW2Prey </th>
 <th style="text-align:left;"> Climate </th>
 <th style="text-align:left;"> DistShift </th>
 <th style="text-align:left;"> EstHabitat </th>
 </tr>
 </thead>
<tbody>
 <tr>
 <td style="text-align:left;"> Ocean Quahog </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Surfclam </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Summer flounder </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Scup </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Black sea bass </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Atl. mackerel </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Chub mackerel </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Butterfish </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Longfin squid </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Shortfin squid </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Golden tilefish </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Blueline tilefish </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Bluefish </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Spiny dogfish </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Monkfish </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Unmanaged forage </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Deepsea corals </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 </tr>
</tbody>
</table>
.contrib[
* RT assessment decreased Spiny dogfish **Assess**, risk to low and increased **Fstatus** risk to high
* RT assessment decreased bluefish **Bstatus** risk from high to low-moderate
* RT assessment increased Illex **Assess** risk from low-moderate to high
]

*Ecosystem level risk elements*
<table class="risktable table" style="font-size: 9px; margin-left: auto; margin-right: auto;">
 <thead>
 <tr>
 <th style="text-align:left;"> System </th>
 <th style="text-align:left;"> EcoProd </th>
 <th style="text-align:left;"> CommRev </th>
 <th style="text-align:left;"> RecVal </th>
 <th style="text-align:left;"> FishRes1 </th>
 <th style="text-align:left;"> FishRes4 </th>
 <th style="text-align:left;"> FleetDiv </th>
 <th style="text-align:left;"> Social </th>
 <th style="text-align:left;"> ComFood </th>
 <th style="text-align:left;"> RecFood </th>
 </tr>
 </thead>
<tbody>
 <tr>
 <td style="text-align:left;"> Mid-Atlantic </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> modhigh </td>
 </tr>
</tbody>
</table>
.contrib[
* Recreational value risk decreased from low-moderate to low
] 
]

.pull-right[ 
*Species and Sector level risk elements*
<table class="risktable table" style="font-size: 11px; margin-left: auto; margin-right: auto;">
 <thead>
 <tr>
 <th style="text-align:left;"> Species </th>
 <th style="text-align:left;"> MgtControl </th>
 <th style="text-align:left;"> TecInteract </th>
 <th style="text-align:left;"> OceanUse </th>
 <th style="text-align:left;"> RegComplex </th>
 <th style="text-align:left;"> Discards </th>
 <th style="text-align:left;"> Allocation </th>
 </tr>
 </thead>
<tbody>
 <tr>
 <td style="text-align:left;"> Ocean Quahog-C </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Surfclam-C </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Summer flounder-R </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> highest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Summer flounder-C </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Scup-R </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Scup-C </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Black sea bass-R </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> highest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Black sea bass-C </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Atl. mackerel-R </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Atl. mackerel-C </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> highest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Butterfish-C </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Longfin squid-C </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Shortfin squid-C </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> highest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Golden tilefish-R </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Golden tilefish-C </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Blueline tilefish-R </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Blueline tilefish-C </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Bluefish-R </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> highest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Bluefish-C </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Spiny dogfish-R </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Spiny dogfish-C </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Chub mackerel-C </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowmod </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Unmanaged forage </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 <td style="text-align:left;"> lowest </td>
 </tr>
 <tr>
 <td style="text-align:left;"> Deepsea corals </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> modhigh </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 <td style="text-align:left;"> na </td>
 </tr>
</tbody>
</table>
.contrib[
* Management section not updated--to be revised this year 
]
]

???

---
.pull-left[
## SOE use in management: MAFMC

* Based on risk assessment, the Council selected summer flounder as high-risk fishery for conceptual modeling

![:img Mid-Atlantic EAFM framework, 95%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/Framework.png)
* Council completed management strategy evaluation (MSE) addressing [recreational fishery discards](https://www.mafmc.org/actions/summer-flounder-mse) using information from conceptual modeling.
]
.pull-right[

<div id="htmlwidget-22af7b0fa5e41ab4acdd" style="width:100%;height:710px;" class="widgetframe html-widget"></div>
<script type="application/json" data-for="htmlwidget-22af7b0fa5e41ab4acdd">{"x":{"url":"20231107_CAUSES_SOE_Gaichas_files/figure-html//widgets/widget_sfconceptmod.html","options":{"xdomain":"*","allowfullscreen":false,"lazyload":false}},"evals":[],"jsHooks":[]}</script>

]

???
In this interactive circular graph visualization, model elements identified as important by the Council (through risk assessment) and by the working group (through a range of experience and expertise) are at the perimeter of the circle. Elements are defined in detail in the last section of [this page](https://gdepiper.github.io/Summer_Flounder_Conceptual_Models/sfconsmod_riskfactors_subplots.html). Relationships between elements are represented as links across the center of the circle to other elements on the perimeter. Links from a model element that affect another element start wide at the base and are color coded to match the category of the element they affect.Hover over a perimeter section (an element) to see all relationships for that element, including links from other elements. Hover over a link to see what it connects. Links by default show text for the two elements and the direction of the relationship (1 for relationship, 0 for no relationship--most links are one direction).For example, hovering over the element "Total Landings" in the full model shows that the working group identified the elements affected by landings as Seafood Production, Recreational Value, and Commercial Profits (three links leading out from landings), and the elements affecting landings as Fluke SSB, Fluke Distributional Shift, Risk Buffering, Management Control, Total Discards, and Shoreside Support (6 links leading into Total Landings).

&nbsp;  
&nbsp;  
&nbsp;

![:img static conceptual model discards](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/consmod-discards2.png)

---
## MSE results: can improve on current management, but distribution shifts lower expectations
Results for 2 of 16 performance metrics:

.center[
![:img Summer flounder MSE results by OM, 95%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/keepOneNoOFkey.png)
]

.footnote[
[August MAFMC briefing materials](https://www.mafmc.org/s/Tab02_Summer-Flounder-MSE_2022-08.pdf) and [full results on the web](https://gavinfay.github.io/fluke-mafmc-recdisc/summary-metrics.html)
]
???
* Linked recreational demand and population dynamics model
* Alternative operating model included northward distribution shift as change in availability by state
* Rank order of management options maintained, but degraded performance when considering ecosystem change

---
background-image: url("https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/2023RespMemoBody_Page_1.png")
background-size: 520px
background-position: right

## Lesson: Prioritize requests from managers

.pull-left-60[

*  Highest priority requests in progress
    -  System level thresholds and reference points
    -  Trend analysis, inflections and break points
    -  Regime shifts
*  Identified some gaps
    - Short term forecasts
    - Management complexity
    - Recreational bycatch
*  Stock level indicators best addressed in assessment?

![:img bluefish ESP conceptual model, 90%](https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/bluefishconceptualmodel.png)
]

.pull-right-40[
]

???

The Bluefish Research Track ESP was presented December 7 2022, and was well received by CIE reviewers. Reviewers commented that it was the most complete treatment of a stock assessment "ecosystem ToR" they had seen, and formed a good basis for integrating further ecosystem information into the stock assessment in the future. The full ESP document is available as a working paper from the [stock assessment data portal](https://apps-nefsc.fisheries.noaa.gov/saw/sasi_files.php?year=2022&species_id=32&stock_id=6&review_type_id=5&info_type_id=5&map_type_id=&filename=WP%2001%20Tyrell%20etAl%202022%20-%20ESP.pdf).

In addition to the conceptual model, a summary table was developed for bluefish ecosystem indicators. This type of summary could contribute to OFL CV decisions with further information on how these indicator levels affect uncertainty in assessment.

---
background-image: url(https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images/ecodata.png)
background-size: 350px
background-position: bottom right

## Entry points for ecosystem information in management decisions: where to start?

.pull-left-40[
*Management decisions*
1.  What are our issues and goals?
1.  Current decisions  
    +  Stock assessments
    +  Advice on catch levels
    +  Harvest control rules
1.  New (current) decisions  
    +  Habitat change or restoration
    +  Changing species distribution and interactions
    +  Tradeoffs between fisheries
    +  Tradeoffs between ocean use sectors

]

.pull-right-60[
*Methods and tools*
1.  Stakeholder engagement, surveys, strategic planning  
1.  Add information to current process  
    +  Ecosystem ToRs, overviews, SOE
    +  Risk or uncertainty assessments
    +  Management strategy evaluation
1.  Integrate across current processes  
    +  Risk assessment
    +  Conceptual models
    +  Scenario planning
    +  MSE (again)
]

.footnote[
State of the Ecosystem data on github https://github.com/NOAA-EDAB/ecodata
]

---
background-image: url("https://github.com/NOAA-EDAB/presentations/raw/master/docs/EDAB_images//noaa-iea.png")
background-size: 350px
background-position: right bottom

## THANK YOU! SOEs made possible by (at least) 71 contributors from 20+ institutions

.table[
![:col_row 
 Kimberly Bastille 
 Aaron Beaver (Anchor QEA) 
 Andy Beet 
 Ruth Boettcher (Virginia Department of Game and Inland Fisheries) 
 Mandy Bromilow (NOAA Chesapeake Bay Office) 
 Zhuomin Chen (U Connecticut) 
 Joseph Caracappa 
 Doug Christel (GARFO) 
 Patricia Clay 
 Lisa Colburn 
 Jennifer Cudney (NMFS Atlantic HMS Management Division) 
 Tobey Curtis (NMFS Atlantic HMS Management Division) 
 Art Degaetano (Cornell U) 
 Geret DePiper 
 Dan Dorfman (NOAA-NOS-NCCOS) 
 Hubert du Pontavice 
 Emily Farr (NMFS Office of Habitat Conservation) 
 Michael Fogarty 
 Paula Fratantoni 
 Kevin Friedland 
 Marjy Friedrichs (Virginia Institute of Marine Science) 
 Sarah Gaichas 
 Ben Galuardi (GARFO) 
 Avijit Gangopadhyay (School for Marine Science and Technology UMass Dartmouth) 
 James Gartland (Virginia Institute of Marine Science),
 
 Lori Garzio (Rutgers University) 
 Glen Gawarkiewicz (Woods Hole Oceanographic Institution) 
 Sean Hardison 
 Kimberly Hyde 
 John Kosik 
 Steve Kress (National Audubon Society’s Seabird Restoration Program) 
 Young-Oh Kwon (Woods Hole Oceanographic Institution) 
 Scott Large 
 Gabe Larouche (Cornell U) 
 Daniel Linden 
 Andrew Lipsky 
 Sean Lucey 
 Don Lyons (National Audubon Society’s Seabird Restoration Program) 
 Chris Melrose 
 Shannon Meseck 
 Ryan Morse 
 Ray Mroch (SEFSC) 
 Brandon Muffley (MAFMC) 
 Kimberly Murray 
 Janet Nye (University of North Carolina at Chapel Hill) 
 Chris Orphanides 
 Richard Pace 
 Debi Palka 
 Tom Parham (Maryland DNR),
 
 Charles Perretti 
 CJ Pellerin (NOAA Chesapeake Bay Office) 
 Kristin Precoda 
 Grace Roskar (NMFS Office of Habitat Conservation) 
 Grace Saba (Rutgers) 
 Vincent Saba 
 Sarah Salois 
 Chris Schillaci (GARFO) 
 Amy Schueller (SEFSC) 
 Teresa Schwemmer (Stony Brook University) 
 Dave Secor (CBL) 
 Angela Silva 
 Adrienne Silver (UMass/SMAST) 
 Emily Slesinger (Rutgers University) 
 Laurel Smith 
 Talya tenBrink (GARFO) 
 Bruce Vogt (NOAA Chesapeake Bay Office) 
 Ron Vogel (UMD Cooperative Institute for Satellite Earth System Studies and NOAA/NESDIS Center for Satellite Applications and Research) 
 John Walden 
 Harvey Walsh 
 Changhua Weng 
 Timothy White (Environmental Studies Program BOEM) 
 Sarah Wilkin (NMFS Office of Protected Resources) 
 Mark Wuenschel ]
]

???

---
## Links and References
.pull-left[
* [US EBFM Policy](https://www.fisheries.noaa.gov/resource/document/ecosystem-based-fisheries-management-policy), [US EBFM Roadmap](https://www.fisheries.noaa.gov/resource/document/ecosystem-based-fisheries-management-road-map)  
* [US Integrated Ecosystem Assessments](https://www.integratedecosystemassessment.noaa.gov/)
* [Northeast US Ecosystem Reports](https://www.fisheries.noaa.gov/new-england-mid-atlantic/ecosystems/state-ecosystem-reports-northeast-us-shelf)  
* [Ecosystem Report Technical Documentation](https://noaa-edab.github.io/tech-doc)  
* [ecodata R package](https://github.com/noaa-edab/ecodata)
]
.pull-right[
* [2023 Mid-Atlantic SOE report](https://www.mafmc.org/s/Tab11_2023-Mid-Atlantic-State-of-the-Ecosystem.pdf)
* [MAFMC SSC](https://www.mafmc.org/ssc)
* [MAFMC EAFM](https://www.mafmc.org/eafm)
* [MAFMC EAFM Summer Flounder MSE](https://www.mafmc.org/actions/summer-flounder-mse)

.contrib[

* Slides available at https://noaa-edab.github.io/presentations
* Contact: <Sarah.Gaichas@noaa.gov>
]
]

.contrib[
<a name=bib-bastille_improving_2021></a>[Bastille, K. et
al.](#cite-bastille_improving_2021) (2021). "Improving the IEA Approach
Using Principles of Open Data Science". In: _Coastal Management_ 49.1.
Publisher: Taylor & Francis \_ eprint:
https://doi.org/10.1080/08920753.2021.1846155, pp. 72-89. ISSN:
0892-0753. DOI:
[10.1080/08920753.2021.1846155](https://doi.org/10.1080%2F08920753.2021.1846155).
URL:
[https://doi.org/10.1080/08920753.2021.1846155](https://doi.org/10.1080/08920753.2021.1846155)
(visited on Apr. 16, 2021).

<a name=bib-depiper_operationalizing_2017></a>[DePiper, G. S. et
al.](#cite-depiper_operationalizing_2017) (2017). "Operationalizing
integrated ecosystem assessments within a multidisciplinary team:
lessons learned from a worked example". En. In: _ICES Journal of Marine
Science_ 74.8, pp. 2076-2086. ISSN: 1054-3139. DOI:
[10.1093/icesjms/fsx038](https://doi.org/10.1093%2Ficesjms%2Ffsx038).
URL:
[https://academic.oup.com/icesjms/article/74/8/2076/3094701](https://academic.oup.com/icesjms/article/74/8/2076/3094701)
(visited on Mar. 09, 2018).

<a name=bib-depiper_learning_2021></a>[DePiper, G. et
al.](#cite-depiper_learning_2021) (2021). "Learning by doing:
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