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            <gco:CharacterString>Cite this dataset as: Asch, R. G., Dale, K., Van Etten, M., Auth, T., Perry, I., Pozo Buil, M., Rogers, L., Thompson, A., Sanborn, J. (2026) Larval sablefish observations, environmental data, and associated analysis code from 1995-2018. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2026-10-07 [if applicable, indicate subset used]. doi:10.26008/1912/bco-dmo.1009250.1 [access date]</gco:CharacterString>
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        <gco:CharacterString>Sablefish larval geographic and seasonal shifts Dataset Description:  Methods and Sampling: &amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Sablefish larval data:&amp;amp;nbsp;&amp;lt;/strong&amp;gt;We collated data from five long-term ichthyoplankton sampling programs covering the region between the Southern California Bight (35° latitude) to the Alaska Peninsula in the western Gulf of Alaska. From north to south, these surveys were the National Oceanic and Atmospheric Administration (NOAA) Ecosystems and Fisheries Oceanography Coordinated Investigations (EcoFOCI), multiple compiled surveys organized by Department of Fisheries &amp;amp;amp; Oceans Canada (DFO), the NOAA Pre-recruit Survey, Newport Hydrographic Line (NH-Line), and the California Cooperative Oceanic Fisheries Investigations (CalCOFI). Larval data includes samples taken by oblique and paired bongo tows with 236-505 µm mesh from throughout the study area, along with neuston tows from Alaska and southern California. Neuston tows had 505 µm mesh and net openings between 0.13-15 m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt;. Tows were subset to 1995 to 2018 within the 200 nmi Exclusive Economic Zone within ocean or estuarine waters (salinity ≥ 30 ppt). The northern geographic extent of the area examined was bounded by the latitudinal range of positive tows (59.8°N). We restricted the southern limit to be ≥ 35°N latitude. From north to south, these surveys were the National Oceanic and Atmospheric Administration (NOAA) Ecosystems and Fisheries Oceanography Coordinated Investigations (EcoFOCI), multiple compiled surveys organized by Department of Fisheries &amp;amp;amp; Oceans Canada (DFO), the NOAA Pre-recruit Survey, Newport Hydrographic Line (NH-Line), and the California Cooperative Oceanic Fisheries Investigations (CalCOFI).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Environmental data:&amp;amp;nbsp;&amp;lt;/strong&amp;gt;Environmental data were extracted from a 10-km Regional Ocean Modeling System (ROMS) configured for the eastern Pacific at a 10-km resolution from 1995-2020 (Pozo Buil et al. in prep). The model was forced with daily atmospheric fields from the ERA5 reanalysis produced by European Centre for Medium-Range Weather Forecasts (Hersbach et al. 2020) and with open-ocean boundary conditions from the 1/12° Global Ocean Reanalysis and Simulation (Lellouche et al. 2021) with a five-day resolution. We extracted sea surface temperature (SST), sea surface height (SSH), sea surface salinity (SSS), and spiciness from ROMS. Spiciness was averaged over the upper 250 m of the water column, corresponding to the maximum depth sampled across the five programs. Empirical catch data collected from field sampling were matched to ROMS data using bilinear interpolation. Bottom depth (i.e., water depth at each sampling location) was extracted for each data point using R package ‘marmap’ (Pante and Simon-Bouhet 2013) which uses bathymetry 15 arc-second data from the 2022 NOAA Earth TOPOgraphy dataset (National Centers for Environmental Information [NCEI] 2022).&amp;amp;nbsp;&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/879524.rdf" xlink:title="OCE-2049626" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-2049626 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=2049626</gmx:Anchor>
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            <gmx:Anchor xlink:href="http://orcid.org/0000-0002-6138-5819" xlink:actuate="onRequest">Rebecca G. Asch</gmx:Anchor>
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            <gmx:Anchor xlink:href="https://ror.org/01vx35703" xlink:title="ROR ID" xlink:actuate="onRequest">East Carolina University</gmx:Anchor>
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The investigators are using statistical and biophysical modeling techniques to examine the characteristics and drivers of timing (phenology) and distribution (geography) of fish eggs, larvae, and juveniles. They are focusing on the California Current and western Gulf of Alaska regions of the Northeast Pacific. Changes in phenology and geography are anticipated responses of marine organisms to global change in climate, with consequences for food web interactions, species abundance and productivity, and local extinctions. These responses, in turn, will have important implications for marine conservation, resource management, and the economies of coastal communities that depend on marine resources for sustenance and livelihoods. Data analysis is in collaboration with fisheries scientists at National Oceanic and Atmospheric Administration, and results will be of interest to resource managers. One of the investigators is an early-career female scientist, and the study provides training for REU students, other undergraduates, graduate students, and a postdoctoral scientist. Educational outreach includes development of online classroom and lab modules.&lt;/p&gt;
&lt;p&gt;The overarching objective of this project is to examine the drivers and characteristics of phenology and geography of fish early life history stages (ELS) in the Northeast Pacific Ocean. Most research on how climate change impacts marine organisms has focused on adult life history stages, even though existing literature indicates that early life history stages may be more vulnerable to climate stressors. During ELS, marine fish and invertebrates can be limited in their ability to move in space and time due to strong ecological, physiological, physical, and evolutionary constraints. For these species, their ability to adapt to global change in climate through shifts in distribution and phenology depends on the events that occur during the early portion of their life cycle. Similarly, climate change impacts on organismal distribution and phenology have principally been studied separately, without any consideration of interactions between these two types of responses to changing oceanic conditions. The investigators are conducting modeling analyses based on ELS collected since the mid-1950s to test the null hypotheses that: 1) fish ELS will experience similar spatio-temporal variability in relation to ocean climate regardless of the life history strategy; 2) changes will be greater at the leading edge of a species' distribution and that the start of the spawning season will exhibit the greatest change in phenology; 3) species with large distribution changes will have smaller changes in phenology, and vice versa; and 4) historical and future projections of fish distribution that include life history information will be more skillful than those that do not include life history.&lt;/p&gt;
&lt;p&gt;This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.&lt;/p&gt;</gco:CharacterString>
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            http://lod.bco-dmo.org/id/dataset-parameter/1010245.rdf
	Name: year
	Units: YYYY
	Description: &lt;p&gt;Year in YYYY&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010246.rdf
	Name: month
	Units: MMMM
	Description: &lt;p&gt;Month in MM&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010247.rdf
	Name: program
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	Description: &lt;p&gt;Name of long-term ichthyoplankton sampling program.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010248.rdf
	Name: date
	Units: YYYY-MM-DD
	Description: &lt;p&gt;Date in YYYY-MM-DD format&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010249.rdf
	Name: timeblock
	Units: unitless
	Description: &lt;p&gt;4- or 5 year time blocks were used to temporally aggregate points for better modeling. Character value, one of &amp;#039;1995-1999&amp;#039;, &amp;#039;2000-2004&amp;#039;, &amp;#039;2005-2009&amp;#039;, &amp;#039;2010-2014&amp;#039;, or &amp;#039;2015-2018&amp;#039;.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010250.rdf
	Name: latitude
	Units: Decimal degrees
	Description: &lt;p&gt;Latitude in decimal degrees.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010252.rdf
	Name: longitude
	Units: Decimal degrees
	Description: &lt;p&gt;Longitude in decimal degrees&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010254.rdf
	Name: X
	Units: kilometer (km)
	Description: &lt;p&gt;Latitude in equidistant conic coordinates. Kilometer from 45 deg N&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010255.rdf
	Name: Y
	Units: kilometer (km)
	Description: &lt;p&gt;Longitude in equidistant conic coordinates. Kilometer from -135 deg W&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010256.rdf
	Name: gear
	Units: unitless
	Description: &lt;p&gt;Gear used in the survey. Character value, one of Manta&amp;quot; or &amp;quot;Ring/Bongo&amp;quot;.&amp;quot;&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010257.rdf
	Name: sst_roms
	Units: Degrees Celsius (°C)
	Description: &lt;p&gt;Sea surface temperature in degrees Celsius, from regional oceanographic model&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010258.rdf
	Name: sst_scaled
	Units: Degrees Celsius (°C)
	Description: &lt;p&gt;Sea surface temperature centered (mean subtracted) and scaled (divided by the standard deviation)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010259.rdf
	Name: ssh_roms
	Units: Meters (m)
	Description: &lt;p&gt;Sea surface height in meters, from regional oceanographic model&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010260.rdf
	Name: ssh_scaled
	Units: Meters (m)
	Description: &lt;p&gt;Sea surface height centered (mean subtracted) and scaled (divided by the standard deviation)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010261.rdf
	Name: salinity_roms
	Units: Parts per thousand
	Description: &lt;p&gt;Sea surface salinity in parts per thousand, from regional oceanographic model&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010262.rdf
	Name: salinity_scaled
	Units: Parts per thousand
	Description: &lt;p&gt;Sea surface salinity centered (mean subtracted) and scaled (divided by the standard deviation)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010263.rdf
	Name: spice_roms
	Units: unitless
	Description: &lt;p&gt;Spiciness (a measure of water density calculated from salinity and temperature), from regional oceanographic model&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010264.rdf
	Name: spice_scaled
	Units: unitless
	Description: &lt;p&gt;Spiciness centered (mean subtracted) and scaled (divided by the standard deviation)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010265.rdf
	Name: bottom_depth
	Units: Meters (m)
	Description: &lt;p&gt;Bottom depth in m (more negative values indicate deeper depths)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010266.rdf
	Name: bottom_depth_scaled
	Units: Meters (m)
	Description: &lt;p&gt;Bottom depth centered (mean subtracted) and scaled (divided by the standard deviation)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010267.rdf
	Name: larvae_m3
	Units: Larvae per meters cubed
	Description: &lt;p&gt;Larval density metric in abundance/meters cubed.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010268.rdf
	Name: presence
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http://lod.bco-dmo.org/id/dataset-parameter/1010269.rdf
	Name: region
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	Description: &lt;p&gt;General geographic region. Character value, one of &amp;#039;Continental US&amp;#039;, &amp;#039;Canada&amp;#039;, or &amp;#039;Gulf of Alaska&amp;#039;&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010270.rdf
	Name: pdo
	Units: unitless
	Description: &lt;p&gt;Pacific Decadal Oscillation value&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010271.rdf
	Name: pdo_regime
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	Description: &lt;p&gt;PDO values above 0 are classified as &amp;#039;Warm&amp;#039;, values less than 0 are classified as &amp;#039;Cool&amp;#039;.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1010272.rdf
	Name: oni
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http://lod.bco-dmo.org/id/dataset-parameter/1010273.rdf
	Name: oni_regime
	Units: unitless
	Description: &lt;p&gt;ONI values greater than 0.5 indicated an El Niño phase, values less than -0.5 indicated a La Niña phase, and values between -0.5 and 0.5 indicated a “Null” period.&lt;/p&gt; 
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                <gco:CharacterString>&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Sablefish larval data:&amp;amp;nbsp;&amp;lt;/strong&amp;gt;We collated data from five long-term ichthyoplankton sampling programs covering the region between the Southern California Bight (35° latitude) to the Alaska Peninsula in the western Gulf of Alaska. From north to south, these surveys were the National Oceanic and Atmospheric Administration (NOAA) Ecosystems and Fisheries Oceanography Coordinated Investigations (EcoFOCI), multiple compiled surveys organized by Department of Fisheries &amp;amp;amp; Oceans Canada (DFO), the NOAA Pre-recruit Survey, Newport Hydrographic Line (NH-Line), and the California Cooperative Oceanic Fisheries Investigations (CalCOFI). Larval data includes samples taken by oblique and paired bongo tows with 236-505 µm mesh from throughout the study area, along with neuston tows from Alaska and southern California. Neuston tows had 505 µm mesh and net openings between 0.13-15 m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt;. Tows were subset to 1995 to 2018 within the 200 nmi Exclusive Economic Zone within ocean or estuarine waters (salinity ≥ 30 ppt). The northern geographic extent of the area examined was bounded by the latitudinal range of positive tows (59.8°N). We restricted the southern limit to be ≥ 35°N latitude. From north to south, these surveys were the National Oceanic and Atmospheric Administration (NOAA) Ecosystems and Fisheries Oceanography Coordinated Investigations (EcoFOCI), multiple compiled surveys organized by Department of Fisheries &amp;amp;amp; Oceans Canada (DFO), the NOAA Pre-recruit Survey, Newport Hydrographic Line (NH-Line), and the California Cooperative Oceanic Fisheries Investigations (CalCOFI).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Environmental data:&amp;amp;nbsp;&amp;lt;/strong&amp;gt;Environmental data were extracted from a 10-km Regional Ocean Modeling System (ROMS) configured for the eastern Pacific at a 10-km resolution from 1995-2020 (Pozo Buil et al. in prep). The model was forced with daily atmospheric fields from the ERA5 reanalysis produced by European Centre for Medium-Range Weather Forecasts (Hersbach et al. 2020) and with open-ocean boundary conditions from the 1/12° Global Ocean Reanalysis and Simulation (Lellouche et al. 2021) with a five-day resolution. We extracted sea surface temperature (SST), sea surface height (SSH), sea surface salinity (SSS), and spiciness from ROMS. Spiciness was averaged over the upper 250 m of the water column, corresponding to the maximum depth sampled across the five programs. Empirical catch data collected from field sampling were matched to ROMS data using bilinear interpolation. Bottom depth (i.e., water depth at each sampling location) was extracted for each data point using R package ‘marmap’ (Pante and Simon-Bouhet 2013) which uses bathymetry 15 arc-second data from the 2022 NOAA Earth TOPOgraphy dataset (National Centers for Environmental Information [NCEI] 2022).&amp;amp;nbsp;&amp;lt;/p&amp;gt;</gco:CharacterString>
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                <gco:CharacterString>&amp;lt;p&amp;gt;We used R version 4.4.1 to collate and analyze data. Package | General purpose | Version | Citation blockCV | Analysis | 3.2-0 | Valavi et al. (2019) cmocean | Visualization | 0.3-2 | Thyng et al. (2016) corrplot | Visualization | 0.95 | Wei &amp;amp;amp; Simko (2024) cowplot | Visualization | 1.2.0 | Wilke (2025) dplyr | Data management | 1.2.1 | Wickham et al. (2014) fmesher | Analysis | 0.7.0 | Lindgren (2023) ggeffects | Analysis | 2.3.2 | Lüdecke (2018) ggplot2 | Visualization | 4.0.2 | Hadley Wickham (2016) ggpubr | Visualization | 0.6.3 | Kassambara (2026) httr | Data management | 1.4.8 | Wickham (2026) lubridate | Data management | 1.9.5 | Grolemund &amp;amp;amp; Wickham (2011) marmap | Analysis | 1.0.12 | Pante &amp;amp;amp; Simon-Bouhet (2013) mgcv | Analysis | 1.9-4 | Wood (2011) mgcViz | Visualization | 0.2.1 | Fasiolo et al. (2020) ncdf4 | Data management | 1.24 | Pierce (2025) nlme | Analysis | 3.1-169 | Pinheiro J, Bates D, DebRoy S, Sarkar D (2019) raster | Visualization | 3.5-32 | Fasiolo et al. (2020) readxl | Data management | 1.4.5 | Wickham &amp;amp;amp; Bryan (2026) rerddap | Data management | 1.2.3 | Chamberlain (2026) rerddapXtracto | Data management | 1.2.5 | Mendelssohn (2026) sdmTMB | Analysis | 1.0.0 | Anderson et al. (2022) sdmTMBextra | Analysis | 0.0.5 | Anderson et al. (2022) sf | Data management | 1.1-0 | Pebesma &amp;amp;amp; Bivand (2023) stringr | Data management | 1.6.0 | Wickham (2025) tidyr | Data management | 1.3.2 | (Wickham &amp;amp;amp; Bryan, 2026) writexl | Data management | 1.5.4 | Ooms (2025) xlsx | Data management | 0.6.5 | Dragulescu &amp;amp;amp; Arendt (2020)&amp;lt;/p&amp;gt;</gco:CharacterString>
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                  <gco:CharacterString>This section documents curation actions performed prior to publication review with the submitter, and additional information relevant to understanding and reusing this dataset. It distinguishes changes made to the submitted (meta)data from unresolved issues and/or enhancements that improve future reuse and interoperability.

CURATION ACTIONS PERFORMED ON DATA

-

CURATION ACTIONS PERFORMED ON METADATA

-

ISSUES POTENTIALLY IMPACTING REUSE

NA</gco:CharacterString>
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    <gmi:instrument gco:nilReason="unknown"/></gmi:MI_AcquisitionInformation>
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