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<front>
<journal-meta>
<journal-id journal-id-type="publisher">BG</journal-id>
<journal-title-group>
<journal-title>Biogeosciences</journal-title>
<abbrev-journal-title abbrev-type="publisher">BG</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Biogeosciences</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1726-4189</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/bg-10-4357-2013</article-id>
<title-group>
<article-title>The impact of global warming on seasonality of ocean primary production</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Henson</surname>
<given-names>S.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Cole</surname>
<given-names>H.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Beaulieu</surname>
<given-names>C.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yool</surname>
<given-names>A.</given-names>
<ext-link>https://orcid.org/0000-0002-9879-2776</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>National Oceanography Centre, European Way, Southampton, UK</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Ocean and Earth Sciences, University of Southampton, European Way, Southampton, UK</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Atmospheric and Oceanic Sciences, Princeton University, Princeton, NJ, USA</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Invited contribution by S. Henson, recipient of the EGU Arne Richter Award for Outstanding Young Scientists 2012.</addr-line>
</aff>
<pub-date pub-type="epub">
<day>28</day>
<month>06</month>
<year>2013</year>
</pub-date>
<volume>10</volume>
<issue>6</issue>
<fpage>4357</fpage>
<lpage>4369</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2013 S. Henson et al.</copyright-statement>
<copyright-year>2013</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://bg.copernicus.org/articles/10/4357/2013/bg-10-4357-2013.html">This article is available from https://bg.copernicus.org/articles/10/4357/2013/bg-10-4357-2013.html</self-uri>
<self-uri xlink:href="https://bg.copernicus.org/articles/10/4357/2013/bg-10-4357-2013.pdf">The full text article is available as a PDF file from https://bg.copernicus.org/articles/10/4357/2013/bg-10-4357-2013.pdf</self-uri>
<abstract>
<p>The seasonal cycle (i.e. phenology) of oceanic primary production (PP) is
expected to change in response to climate warming. Here, we use output from 6
global biogeochemical models to examine the response in the seasonal
amplitude of PP and timing of peak PP to the IPCC AR5 warming scenario. We
also investigate whether trends in PP phenology may be more rapidly
detectable than trends in annual mean PP. The seasonal amplitude of PP
decreases by an average of 1–2% per year by 2100 in most biomes, with
the exception of the Arctic which sees an increase of ~1% per
year. This is accompanied by an advance in the timing of peak PP by
~0.5–1 months by 2100 over much of the globe, and particularly
pronounced in the Arctic. These changes are driven by an increase in seasonal
amplitude of sea surface temperature (where the maxima get hotter faster than
the minima) and a decrease in the seasonal amplitude of the mixed layer depth
and surface nitrate concentration. Our results indicate a transformation of
currently strongly seasonal (bloom forming) regions, typically found at high
latitudes, into weakly seasonal (non-bloom) regions, characteristic of
contemporary subtropical conditions. On average, 36 yr of data are needed to
detect a climate-change-driven trend in the seasonal amplitude of PP,
compared to 32 yr for mean annual PP. Monthly resolution model output is
found to be inadequate for resolving phenological changes. We conclude that
analysis of phytoplankton seasonality is not necessarily a shortcut to
detecting climate change impacts on ocean productivity.</p>
</abstract>
<counts><page-count count="13"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple">Beaulieu, C., Henson, S. A., Sarmiento, Jorge L., Dunne, J. P., Doney, S. C., Rykaczewski, R. R., and Bopp, L.: Factors challenging our ability to detect long-term trends in ocean chlorophyll, Biogeosciences, 10, 2711–2724, &lt;a href=&quot;http://dx.doi.org/10.5194/bg-10-2711-2013&quot;&gt;https://doi.org/10.5194/bg-10-2711-2013&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Behrenfeld, M. J. and Falkowski, P. G.: Photosynthetic rates derived from satellite-based chlorophyll concentration, Limnol. Oceanogr., 42, 1–20, 1997.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Bopp, L., Monfray, P., Aumont, O., Dufresne, J. L., Le Treut, H., Madec, G., Terray, L., and Orr, J. C.: Potential impact of climate change on marine export production, Global Biogeochem. Cy., 15, 81–99, &lt;a href=&quot;http://dx.doi.org/10.1029/1999gb001256&quot;&gt;https://doi.org/10.1029/1999gb001256&lt;/a&gt;, 2001.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Bopp, L., Aumont, O., Cadule, P., Alvain, S., and Gehlen, M.: Response of diatoms distribution to global warming and potential implications: A global model study, Geophys. Res. Lett., 32, L19606, &lt;a href=&quot;http://dx.doi.org/10.1029/2005GL023653&quot;&gt;https://doi.org/10.1029/2005GL023653&lt;/a&gt;, 2005.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Boyd, P. W., Watson, A. J., Law, C. S., Abraham, E. R., Trull, T., Murdoch, R., Bakker, D. C. E., Bowie, A. R., Buesseler, K. O., Chang, H., Charette, M., Croot, P., Downing, K., Frew, R., Gall, M., Hadfield, M., Hall, J., Harvey, M., Jameson, G., LaRoche, J., Liddicoat, M., Ling, R., Maldonado, M. T., McKay, R. M., Nodder, S., Pickmere, S., Pridmore, R., Rintoul, S., Safi, K., Sutton, P., Strzepek, R., Tanneberger, K., Turner, S., Waite, A., and Zeldis, J.: A mesoscale phytoplankton bloom in the polar Southern Ocean stimulated by iron fertilization, Nature, 407, 695–702, &lt;a href=&quot;http://dx.doi.org/10.1038/35037500&quot;&gt;https://doi.org/10.1038/35037500&lt;/a&gt;, 2000.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Burrows, M. T., Schoeman, D. S., Buckley, L. B., Moore, P., Poloczanska, E. S., Brander, K. M., Brown, C., Bruno, J. F., Duarte, C. M., Halpern, B. S., Holding, J., Kappel, C. V., Kiessling, W., O&apos;Connor, M. I., Pandolfi, J. M., Parmesan, C., Schwing, F. B., Sydeman, W. J., and Richardson, A. J.: The Pace of Shifting Climate in Marine and Terrestrial Ecosystems, Science, 334, 652–655, &lt;a href=&quot;http://dx.doi.org/10.1126/science.1210288&quot;&gt;https://doi.org/10.1126/science.1210288&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Cohen, J. L., Furtado, J. C., Barlow, M., Alexeev, V. A., and Cherry, J. E.: Asymmetric seasonal temperature trends, Geophys. Res. Lett., 39, L04705, &lt;a href=&quot;http://dx.doi.org/10.1029/2011gl050582&quot;&gt;https://doi.org/10.1029/2011gl050582&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Cole, H. S., Henson, S. A., Martin, A. P., and Yool, A.: Mind the gap: The impact of missing data on the calculation of phytoplankton phenology metrics, J. Geophys. Res., 117, C8, &lt;a href=&quot;http://dx.doi.org/10.1029/2012JC008249&quot;&gt;https://doi.org/10.1029/2012JC008249&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Collins, W. J., Bellouin, N., Doutriaux-Boucher, M., Gedney, N., Halloran, P., Hinton, T., Hughes, J., Jones, C. D., Joshi, M., Liddicoat, S., Martin, G., O&apos;Connor, F., Rae, J., Senior, C., Sitch, S., Totterdell, I., Wiltshire, A., and Woodward, S.: Development and evaluation of an Earth-System model-HadGEM2, Geosci. Model Develop., 4, 1051–1075, &lt;a href=&quot;http://dx.doi.org/10.5194/gmd-4-1051-2011&quot;&gt;https://doi.org/10.5194/gmd-4-1051-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Cushing, D. H.: Plankton production and year-class strength in fish populations – an update of the match mismatch hypothesis, Adv. Mar. Biol., 26, 249–293, &lt;a href=&quot;http://dx.doi.org/10.1016/s0065-2881(08)60202-3&quot;&gt;https://doi.org/10.1016/s0065-2881(08)60202-3&lt;/a&gt;, 1990.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Doney, S. C.: Oceanography – Plankton in a warmer world, Nature, 444, 695–696, &lt;a href=&quot;http://dx.doi.org/10.1038/444695a&quot;&gt;https://doi.org/10.1038/444695a&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Edwards, M. and Richardson, A. J.: Impact of climate change on marine pelagic phenology and trophic mismatch, Nature, 430, 881–884, &lt;a href=&quot;http://dx.doi.org/10.1038/nature02808&quot;&gt;https://doi.org/10.1038/nature02808&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Friedrichs, M. A. M., Carr, M.-E., Barber, R. T., Scardi, M., Antoine, D., Armstrong, R. A., Asanuma, I., Behrenfeld, M. J., Buitenhuis, E. T., Chai, F., Christian, J. R., Ciotti, A. M., Doney, S. C., Dowell, M., Dunne, J., Gentili, B., Gregg, W., Hoepffner, N., Ishizaka, J., Kameda, T., Lima, I., Marra, J., Melin, F., Moore, J. K., Morel, A., O&apos;Malley, R. T., O&apos;Reilly, J., Saba, V. S., Schmeltz, M., Smyth, T. J., Tjiputra, J., Waters, K., Westberry, T. K., and Winguth, A.: Assessing the uncertainties of model estimates of primary productivity in the tropical Pacific Ocean, J. Mar. Sys., 76, 113–133, &lt;a href=&quot;http://dx.doi.org/10.1016/j.jmarsys.2008.05.010&quot;&gt;https://doi.org/10.1016/j.jmarsys.2008.05.010&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Hasselmann K.: Stochastic climate models, Part 1: Theory, Tellus, 28: 473–485, 1976.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Henson, S. A., Dunne, J. P., and Sarmiento, J. L.: Decadal variability in North Atlantic phytoplankton blooms, J. Geophys. Res., 114, C04013, &lt;a href=&quot;http://dx.doi.org/10.1029/2008jc005139&quot;&gt;https://doi.org/10.1029/2008jc005139&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Henson, S. A., Sarmiento, J. L., Dunne, J. P., Bopp, L., Lima, I., Doney, S. C., John, J., and Beaulieu, C.: Detection of anthropogenic climate change in satellite records of ocean chlorophyll and productivity, Biogeosciences, 7, 621–640, &lt;a href=&quot;http://dx.doi.org/10.5194/bg-7-621-2010&quot;&gt;https://doi.org/10.5194/bg-7-621-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Henson, S. A., Lampitt, R., and Johns, D.: Variability in phytoplankton community structure in response to the North Atlantic Oscillation and implications for organic carbon flux, Limnol. Oceanogr., 57, 1591–1601, 2012.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Ji, R. B., Edwards, M., Mackas, D. L., Runge, J. A., and Thomas, A. C.: Marine plankton phenology and life history in a changing climate: current research and future directions, J. Plankton Res., 32, 1355–1368, &lt;a href=&quot;http://dx.doi.org/10.1093/plankt/fbq062&quot;&gt;https://doi.org/10.1093/plankt/fbq062&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Kahru, M., Brotas, V., Manzano-Sarabia, M., and Mitchell, B. G.: Are phytoplankton blooms occurring earlier in the Arctic?, Glob. Change Biol., 17, 1733–1739, 2011.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Koeller, P., Fuentes-Yaco, C., Platt, T., Sathyendranath, S., Richards, A., Ouellet, P., Orr, D., Skuladottir, U., Wieland, K., Savard, L., and Aschan, M.: Basin-Scale Coherence in Phenology of Shrimps and Phytoplankton in the North Atlantic Ocean, Science, 324, 791–793, &lt;a href=&quot;http://dx.doi.org/10.1126/science.1170987&quot;&gt;https://doi.org/10.1126/science.1170987&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Lutz, M. J., Caldeira, K., Dunbar, R. B., and Behrenfeld, M. J.: Seasonal rhythms of net primary production and particulate organic carbon flux to depth describe the efficiency of biological pump in the global ocean, J. Geophys. Res., 112, C10011, &lt;a href=&quot;http://dx.doi.org/10.1029/2006jc003706&quot;&gt;https://doi.org/10.1029/2006jc003706&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Mackas, D. L., Greve, W., Edwards, M., Chiba, S., Tadokoro, K., Eloire, D., Mazzocchi, M. G., Batten, S., Richardson, A. J., Johnson, C., Head, E., Conversi, A., and Peluso, T.: Changing zooplankton seasonality in a changing ocean: Comparing time series of zooplankton phenology, Prog. Oceanogr., 97, 31–62, &lt;a href=&quot;http://dx.doi.org/10.1016/j.pocean.2011.11.005&quot;&gt;https://doi.org/10.1016/j.pocean.2011.11.005&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Mitchell, B. G., Brody, E. A., Holmhansen, O., McClain, C., and Bishop, J.: Light limitation of phytoplankton biomass and macronutrient utilization in the Southern-Ocean, Limnol. Oceanogr., 36, 1662–1677, 1991.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Moss, R. H., Edmonds, J. A., Hibbard, K. A., Manning, M. R., Rose, S. K., van Vuuren, D. P., Carter, T. R., Emori, S., Kainuma, M., Kram, T., Meehl, G. A., Mitchell, J. F. B., Nakicenovic, N., Riahi, K., Smith, S. J., Stouffer, R. J., Thomson, A. M., Weyant, J. P., and Wilbanks, T. J.: The next generation of scenarios for climate change research and assessment, Nature, 463, 747–756, &lt;a href=&quot;http://dx.doi.org/10.1038/nature08823&quot;&gt;https://doi.org/10.1038/nature08823&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Myneni, R. B., Keeling, C. D., Tucker, C. J., Asrar, G., and Nemani, R. R.: Increased plant growth in the northern high latitudes from 1981 to 1991, Nature, 386, 698–702, &lt;a href=&quot;http://dx.doi.org/10.1038/386698a0&quot;&gt;https://doi.org/10.1038/386698a0&lt;/a&gt;, 1997.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Nakicenovic, N. and Swart, R.: Special Report on Emissions Scenarios: A special report of Working Group III of the Intergovernmental Panel on Climate Change, Cambridge University Press, Cambridge, 2000.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Parmesan, C.: Influences of species, latitudes and methodologies on estimates of phenological response to global warming, Glob. Change Biol., 13, 1860–1872, &lt;a href=&quot;http://dx.doi.org/10.1111/j.1365-2486.2007.01404.x&quot;&gt;https://doi.org/10.1111/j.1365-2486.2007.01404.x&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Platt, T., Fuentes-Yaco, C., and Frank, K. T.: Spring algal bloom and larval fish survival, Nature, 423, 398–399, &lt;a href=&quot;http://dx.doi.org/10.1038/423398b&quot;&gt;https://doi.org/10.1038/423398b&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Platt, T., White, G. N., Zhai, L., Sathyendranath, S., and Roy, S.: The phenology of phytoplankton blooms: Ecosystem indicators from remote sensing, Ecol. Modell., 220, 3057–3069, 2009.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Polovina, J. J., Dunne, J. P., Woodworth, P. A., and Howell, E. A.: Projected expansion of the subtropical biome and contraction of the temperate and equatorial upwelling biomes in the North Pacific under global warming, ICES J. Mar. Sci., 68, 986–995, &lt;a href=&quot;http://dx.doi.org/10.1093/icesjms/fsq198&quot;&gt;https://doi.org/10.1093/icesjms/fsq198&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Racault, M. F., Le Quere, C., Buitenhuis, E., Sathyendranath, S., and Platt, T.: Phytoplankton phenology in the global ocean, Ecol. Indic., 14, 152–163, &lt;a href=&quot;http://dx.doi.org/10.1016/j.ecolind.2011.07.010&quot;&gt;https://doi.org/10.1016/j.ecolind.2011.07.010&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Rogelj, J., Meinshausen, M., and Knutti, R.: Global warming under old and new scenarios using IPCC climate sensitivity range estimates, Nat. Clim. Change, 2, 248–253, &lt;a href=&quot;http://dx.doi.org/10.1038/NCLIMATE1385&quot;&gt;https://doi.org/10.1038/NCLIMATE1385&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Saba, V. S., Friedrichs, M. A. M., Carr, M.-E., Antoine, D., Armstrong, R. A., Asanuma, I., Aumont, O., Bates, N. R., Behrenfeld, M. J., Bennington, V., Bopp, L., Bruggeman, J., Buitenhuis, E. T., Church, M. J., Ciotti, A. M., Doney, S. C., Dowell, M., Dunne, J., Dutkiewicz, S., Gregg, W., Hoepffner, N., Hyde, K. J. W., Ishizaka, J., Kameda, T., Karl, D. M., Lima, I., Lomas, M. W., Marra, J., McKinley, G. A., M\`Elin, F., Moore, J. K., Morel, A., O&apos;Reilly, J., Salihoglu, B., Scardi, M., Smyth, T. J., Tang, S., Tjiputra, J., Uitz, J., Vichi, M., Waters, K., Westberry, T. K., and Yool, A.: Challenges of modeling depth-integrated marine primary productivity over multiple decades: A case study at BATS and HOT, Global Biogeochem. Cy., 24, GB3020, &lt;a href=&quot;http://dx.doi.org/10.1029/2009GB003655&quot;&gt;https://doi.org/10.1029/2009GB003655&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Sapiano, M., Brown, C. W., Schollaert Uz, S., and Vargas, M.: Establishing a global climatology of marine phytoplankton phenological characteristics, J. Geophys. Res., 117, C08026, &lt;a href=&quot;http://dx.doi.org/10.1029/2012JC007958&quot;&gt;https://doi.org/10.1029/2012JC007958&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Sarmiento, J. L., Slater, R., Barber, R., Bopp, L., Doney, S. C., Hirst, A. C., Kleypas, J., Matear, R., Mikolajewicz, U., Monfray, P., Soldatov, V., Spall, S. A., and Stouffer, R.: Response of ocean ecosystems to climate warming, Global Biogeochem. Cy., 18, GB3003, &lt;a href=&quot;http://dx.doi.org/10.1029/2003gb002134&quot;&gt;https://doi.org/10.1029/2003gb002134&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Sarmiento, J. L., Slater, R. D., Dunne, J., Gnanadesikan, A., and Hiscock, M. R.: Efficiency of small scale carbon mitigation by patch iron fertilization, Biogeosciences, 7, 3593–3624, &lt;a href=&quot;http://dx.doi.org/10.5194/bg-7-3593-2010&quot;&gt;https://doi.org/10.5194/bg-7-3593-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Sasaoka, K., Chiba, S., and Saino, T.: Climatic forcing and phytoplankton phenology over the subarctic North Pacific from 1998 to 2006, as observed from ocean color data, Geophys. Res. Lett., 38, L15609, &lt;a href=&quot;http://dx.doi.org/10.1029/2011gl048299&quot;&gt;https://doi.org/10.1029/2011gl048299&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Schneider, B., Bopp, L., Gehlen, M., Segschneider, J., Frölicher, T. L., Cadule, P., Friedlingstein, P., Doney, S. C., Behrenfeld, M. J., and Joos, F.: Climate-induced interannual variability of marine primary and export production in three global coupled climate carbon cycle models, Biogeosciences, 5, 597–614, &lt;a href=&quot;http://dx.doi.org/10.5194/bg-5-597-2008&quot;&gt;https://doi.org/10.5194/bg-5-597-2008&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Seferian, R., Bopp, L., Gehlen, M., Orr, J. C., Ethe, C., Cadule, P., Aumont, O., Salas y Melia, D., Voldoire, A., and Madec, G.: Skill assessment of three earth system models with common marine biogeochemistry, Clim. Dynam., 40, 2549–2573, &lt;a href=&quot;http://dx.doi.org/10.1007/s00382-012-1362-8&quot;&gt;https://doi.org/10.1007/s00382-012-1362-8&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Sparks, T. H. and Menzel, A.: Observed changes in seasons: An overview, Int. J. Climatol., 22, 1715–1725, &lt;a href=&quot;http://dx.doi.org/10.1002/joc.821&quot;&gt;https://doi.org/10.1002/joc.821&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Steinacher, M., Joos, F., Frölicher, T. L., Bopp, L., Cadule, P., Cocco, V., Doney, S. C., Gehlen, M., Lindsay, K., Moore, J. K., Schneider, B., and Segschneider, J.: Projected 21st century decrease in marine productivity: a multi-model analysis, Biogeosciences, 7, 979–1005, &lt;a href=&quot;http://dx.doi.org/10.5194/bg-7-979-2010&quot;&gt;https://doi.org/10.5194/bg-7-979-2010&lt;/a&gt;, 2010.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Steinberg, D. K., Lomas, M. W., and Cope, J. S.: Long-term increase in mesozooplankton biomass in the Sargasso Sea: Linkage to climate and implications for food web dynamics and biogeochemical cycling, Global Biogeochem. Cy., 26, GB1004, &lt;a href=&quot;http://dx.doi.org/10.1029/2010gb004026&quot;&gt;https://doi.org/10.1029/2010gb004026&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Stone, D. A., Weaver, A. J., and Stouffer, R. J.: Projection of climate change onto modes of atmospheric variability, J. Clim., 14, 3551–3565, &lt;a href=&quot;http://dx.doi.org/10.1175/1520-0442(2001)014&lt; 3551:poccom&gt; 2.0.co;2&quot;&gt;https://doi.org/10.1175/1520-0442(2001)014&lt; 3551:poccom&gt; 2.0.co;2&lt;/a&gt;, 2001.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Taylor, K. E.: Summarizing multiple aspects of model performance in a single diagram, J. Geophys. Res., 106, 7183–7192, &lt;a href=&quot;http://dx.doi.org/10.1029/2000jd900719&quot;&gt;https://doi.org/10.1029/2000jd900719&lt;/a&gt;, 2001.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">Taylor, K. E., Stouffer, R., and Meehl, G.: A summary of the CMIP5 experiment design, Bull. Am. Meteor. Soc., 93, 485–498, &lt;a href=&quot;http://dx.doi.org/10.1175/BAMS-D-11-00094.1&quot;&gt;https://doi.org/10.1175/BAMS-D-11-00094.1&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Thomalla, S., Fauchereau, N., Monteiro, P., and Swart, S.: Regional scale characteristics of the seasonal cycle of chlorophyll in the Southern Ocean, Biogeosciences, 8, 2849–2866, &lt;a href=&quot;http://dx.doi.org/10.5194/bg-8-2849-2011&quot;&gt;https://doi.org/10.5194/bg-8-2849-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Walther, G. R., Post, E., Convey, P., Menzel, A., Parmesan, C., Beebee, T. J. C., Fromentin, J. M., Hoegh-Guldberg, O., and Bairlein, F.: Ecological responses to recent climate change, Nature, 416, 389–395, &lt;a href=&quot;http://dx.doi.org/10.1038/416389a&quot;&gt;https://doi.org/10.1038/416389a&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Weatherhead, E. C., Reinsel, G. C., Tiao, G. C., Meng, X. L., Choi, D. S., Cheang, W. K., Keller, T., DeLuisi, J., Wuebbles, D. J., Kerr, J. B., Miller, A. J., Oltmans, S. J., and Frederick, J. E.: Factors affecting the detection of trends: Statistical considerations and applications to environmental data, J. Geophys. Res., 103, 17149–17161, &lt;a href=&quot;http://dx.doi.org/10.1029/98jd00995&quot;&gt;https://doi.org/10.1029/98jd00995&lt;/a&gt;, 1998.</mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple">Yool, A., Popova, E. E., and Anderson, T. R.: Medusa-1.0: a new intermediate complexity plankton ecosystem model for the global domain, Geosci. Model Dev., 4, 381–417, &lt;a href=&quot;http://dx.doi.org/10.5194/gmd-4-381-2011&quot;&gt;https://doi.org/10.5194/gmd-4-381-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple">Zahariev, K., Christian, J. R., and Denman, K. L.: Preindustrial, historical, and fertilization simulations using a global ocean carbon model with new parameterizations of iron limitation, calcification, and N-2 fixation, Prog. Oceanogr., 77, 56–82, &lt;a href=&quot;http://dx.doi.org/10.1016/j.pocean.2008.01.007&quot;&gt;https://doi.org/10.1016/j.pocean.2008.01.007&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple">Zhai, L., Platt, T., Tang, C., Sathyendranath, S., Fuentes-Yaco, C., Devred, E., and Wu, Y. S.: Seasonal and geographic variations in phytoplankton losses from the mixed layer on the Northwest Atlantic Shelf, J. Mar. Sys., 80, 36–46, 2010.</mixed-citation>
</ref>
</ref-list>
</back>
</article>