R. Albright, L. Caldeira, J. Hosfelt, L. Kwiatkowski, J. K. Maclaren et al., Reversal of ocean acidification enhances net coral reef calcification, Nature, vol.531, pp.362-365, 2016.

M. A. Alexander, J. D. Scott, K. D. Friedland, K. E. Mills, J. A. Nye et al., Projected sea surface temperatures over the 21st century: Changes in the mean, variability and extremes for large marine ecosystem regions of Northern Oceans, Elem. Sci. Anth, vol.6, 2018.

O. D. Andrews, N. L. Bindoff, P. R. Halloran, T. Ilyina, L. Quéré et al., Detecting an external influence on recent changes in oceanic oxygen using an optimal fingerprinting method, Biogeosciences, vol.10, pp.1799-1813, 2013.

T. Andrews, J. M. Gregory, M. J. Webb, and K. E. Taylor, Forcing, feedbacks and climate sensitivity in CMIP5 coupled atmosphere-ocean climate models, Geophys. Res. Lett, vol.39, 2012.

N. R. Bates, J. T. Mathis, and L. W. Cooper, Ocean acidification and biologically induced seasonality of carbonate mineral saturation states in the western Arctic Ocean, J. Geophys. Res.-Oceans, vol.114, 2009.

N. R. Bates, M. H. Best, K. Neely, R. Garley, A. G. Dickson et al., Detecting anthropogenic carbon dioxide uptake and ocean acidification in the North Atlantic Ocean, Biogeosciences, vol.9, pp.2509-2522, 2012.

M. J. Behrenfeld, J. T. Randerson, C. R. Mcclain, G. C. Feldman, S. O. Los et al., Biospheric Primary Production During an ENSO Transition, Science, vol.291, pp.2594-2597, 2001.

M. J. Behrenfeld, R. T. O'malley, D. A. Siegel, C. R. Mcclain, J. L. Sarmiento et al., Climate-driven trends in contemporary ocean productivity, Nature, vol.444, pp.752-755, 2006.

R. V. Bekryaev, I. V. Polyakov, A. , and V. A. , Role of Polar Amplification in Long-Term Surface Air Temperature Variations and Modern Arctic Warming, J. Climate, vol.23, pp.3888-3906, 2010.

M. Bentsen, I. Bethke, J. B. Debernard, T. Iversen, A. Kirkevåg et al., The Norwegian Earth System Model, NorESM1-M, vol.6, pp.687-720, 2013.

N. L. Bindoff, W. W. Cheung, J. G. Kairo, J. Arístegui, V. A. Guinder et al.,

T. Tagliabue, A. Williamson, P. Pörtner, H. Roberts, D. C. Masson-delmotte et al., Changing Ocean, Marine Ecosystems, and Dependent Communities, IPCC Special Report on the Ocean and Cryosphere in a Changing Climate, 2020.

N. L. Bindoff, J. Willebrand, V. Artale, A. Cazenave, J. M. Gregory et al., Observations: oceanic climate change and sea level, in Climate change 2007: the physical science basis. Contribution of Working Group I, pp.385-428, 2007.

L. Bopp, P. Monfray, O. Aumont, J. Dufresne, H. L. Treut et al., Potential impact of climate change on marine export production, Global Biogeochem. Cy, vol.15, pp.81-99, 2001.
URL : https://hal.archives-ouvertes.fr/hal-00772149

L. Bopp, L. Resplandy, J. C. Orr, S. C. Doney, J. P. Dunne et al., Multiple stressors of ocean ecosystems in the 21st century: projections with CMIP5 models, Biogeosciences, vol.10, pp.6225-6245, 2013.

L. Bopp, L. Resplandy, A. Untersee, P. Le-mezo, and M. Kageyama, Ocean (de)oxygenation from the Last Glacial Maximum to the twenty-first century: insights from Earth System models, Philos. Trans. A Math. Phys. Eng. Sci, vol.375, 2017.
URL : https://hal.archives-ouvertes.fr/hal-02328611

O. Boucher, S. Denvil, . Caubel, ;. F. Arnaud, and M. A. , IPSL IPSL-CM6A-LR model output prepared for CMIP6 CMIP, 2018.

O. Boucher, S. Denvil, . Caubel, ;. F. Arnaud, and M. A. , IPSL IPSL-CM6A-LR model output prepared for CMIP6 ScenarioMIP, 2019.

O. Boucher, J. Servonnat, A. L. Albright, O. Aumont, Y. Balkanski et al., J. Adv. Model. Earth Sy, vol.12, p.2020

D. Breitburg, L. A. Levin, A. Oschlies, M. Grégoire, F. P. Chavez et al., Declining oxygen in the global ocean and coastal waters, Science, vol.359, 2018.

J. J. Busecke, L. Resplandy, and J. P. Dunne, The Equatorial Undercurrent and the Oxygen Minimum Zone in the Pacific, Geophys. Res. Lett, vol.46, pp.6716-6725, 2019.

R. H. Byrne, S. Mecking, R. A. Feely, and X. Liu, Direct observations of basin-wide acidification of the North Pacific Ocean, Geophys. Res. Lett, vol.37, p.2601, 2010.

A. Cabré, I. Marinov, and S. Leung, Consistent global responses of marine ecosystems to future climate change across the IPCC AR5 earth system models, Clim. Dynam, vol.45, pp.1253-1280, 2014.

A. Cabré, I. Marinov, R. Bernardello, and D. Bianchi, Oxygen minimum zones in the tropical Pacific across CMIP5 models: mean state differences and climate change trends, Biogeosciences, vol.12, pp.5429-5454, 2015.

C. Cagnazzo, E. Manzini, P. G. Fogli, M. Vichi, and P. Davini, Role of stratospheric dynamics in the ozone-carbon connection in the Southern Hemisphere, Clim. Dynam, vol.41, pp.3039-3054, 2013.

A. Capotondi, M. A. Alexander, N. A. Bond, E. N. Curchitser, J. D. Scott et al., Enhanced upper ocean stratification with climate change in the CMIP3 models, J. Geophys. Res.-Oceans, vol.117, pp.7681-7686, 2012.

L. Cheng, J. Abraham, Z. Hausfather, and K. E. Trenberth, How fast are the oceans warming?, Science, vol.363, pp.128-129, 2019.

W. Cheng, J. C. Chiang, and D. Zhang, Atlantic Meridional Overturning Circulation (AMOC) in CMIP5 Models: RCP and Historical Simulations, J. Climate, vol.26, pp.7187-7197, 2013.

G. Chust, J. I. Allen, L. Bopp, C. Schrum, J. Holt et al., Biomass changes and trophic amplification of plankton in a warmer ocean, Glob. Change Biol, vol.20, pp.2124-2139, 2014.
URL : https://hal.archives-ouvertes.fr/hal-00998625

V. Cocco, F. Joos, M. Steinacher, T. L. Frölicher, L. Bopp et al., Oxygen and indicators of stress for marine life in multi-model global warming projections, Biogeosciences, vol.10, pp.1849-1868, 2013.

W. J. Collins, N. Bellouin, M. Doutriaux-boucher, N. Gedney, P. Halloran et al., Development and evaluation of an Earth-System model -HadGEM2, NCAR CESM2 model output prepared for CMIP6 CMIP, vol.4, pp.1051-1075, 1051.

G. Danabasoglu and G. Danabasoglu, NCAR CESM2 model output prepared for CMIP6 ScenarioMIP, NCAR CESM2-WACCM model output prepared for CMIP6 CMIP, 2019.

G. Danabasoglu, NCAR CESM2-WACCM model output prepared for CMIP6 ScenarioMIP, 2019.

A. C. Dave, M. S. Lozier, C. Deutsch, H. Brix, T. Ito et al., Examining the global record of interannual variability in stratification and marine productivity in the low-latitude and mid-latitude ocean, Climate-Forced Variability of Ocean Hypoxia, vol.118, pp.1132-1135, 2011.

S. C. Doney, Plankton in a warmer world, Nature, vol.444, pp.695-696, 2006.

S. C. Doney, V. J. Fabry, R. A. Feely, and J. A. Kleypas, Ocean Acidification: The Other CO 2 Problem, Annu. Rev. Marine Sci, vol.1, pp.169-192, 2009.

J. E. Dore, R. Lukas, D. W. Sadler, M. J. Church, K. et al., Physical and biogeochemical modulation of ocean acidification in the central North Pacific, Proc. Natl. Acad. Sci. USA, vol.106, pp.12235-12240, 2009.

S. Drijfhout, G. J. Van-oldenborgh, and A. Cimatoribus, Is a Decline of AMOC Causing the Warming Hole above the North Atlantic in Observed and Modeled Warming Patterns?, J. Climate, vol.25, pp.8373-8379, 2012.

J. Dufresne, M. Foujols, S. Denvil, A. Caubel, O. Marti et al., Climate change projections using the IPSL-CM5 Earth System Model: from CMIP3 to CMIP5, vol.40, pp.2123-2165, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00794170

J. P. Dunne, J. G. John, A. J. Adcroft, S. M. Griffies, R. W. Hallberg et al., GFDL's ESM2 Global Coupled Climate-Carbon Earth System Models. Part I: Physical Formulation and Baseline Simulation Characteristics, J. Climate, vol.25, pp.6646-6665, 2012.

J. P. Dunne, L. W. Horowitz, A. J. Adcroft, P. Ginoux, I. M. Held et al., The GFDL Earth System Model, 2020.

J. P. Dunne, I. Bociu, B. Bronselaer, H. Guo, J. G. John et al., Simple Global Ocean Biogeochemistry with Light, Iron, Nutrients and Gas version 2 (BLINGv2): Model description and simulation characteristics in GFDL's CM4.0, J. Adv. Model. Earth Syst, 2020.

G. W. Elsworth, N. S. Lovenduski, K. A. Mckinnon, K. M. Krumhardt, and R. X. Brady, Finding the fingerprint of anthropogenic climate change in marine phytoplankton abundance, Curr. Clim. Change Rep, vol.6, 2020.

R. W. Eppley, Temperature and phytoplankton growth in the sea, Fish Bull, vol.70, pp.1063-85, 1972.

V. Eyring, S. Bony, G. A. Meehl, C. A. Senior, B. Stevens et al., Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization, Geosci. Model Dev, vol.9, 1937.
URL : https://hal.archives-ouvertes.fr/hal-01339069

N. M. Freeman, N. S. Lovenduski, D. R. Munro, K. M. Krumhardt, K. Lindsay et al., The variable and changing Southern Ocean Silicate Front: Insights from the CESM Large Ensemble, Global Biogeochem. Cy, vol.32, pp.752-768, 2018.

P. M. Forster, A. C. Maycock, C. M. Mckenna, and C. J. Smith, Latest climate models confirm need for urgent mitigation, Nat. Clim. Change, 1-4, 2019.

T. L. Frölicher, J. L. Sarmiento, D. J. Paynter, J. P. Dunne, J. P. Krasting et al., Dominance of the Southern Ocean in Anthropogenic Carbon and Heat Uptake in CMIP5 Models, J. Climate, vol.28, pp.862-886, 2014.

T. L. Frölicher, K. B. Rodgers, C. A. Stock, and W. W. Cheung, Sources of uncertainties in 21st century projections of potential ocean ecosystem stressors, Global Biogeochem. Cy, vol.30, 2016.

L. Kwiatkowski, Twenty-first century marine biogeochemistry in CMIP6

T. L. Frölicher, E. M. Fischer, and N. Gruber, Marine heatwaves under global warming, Nature, vol.560, pp.360-364, 2018.

W. Fu, J. T. Randerson, and J. K. Moore, Climate change impacts on net primary production (NPP) and export production (EP) regulated by increasing stratification and phytoplankton community structure in the CMIP5 models, Biogeosciences, vol.13, pp.5151-5170, 2016.

D. L. Hartmann, A. M. Tank, M. Rusticucci, L. V. Alexander, S. Brönnimann et al., Observations: atmosphere and surface, in: Climate Change 2013 -the physical science basis: Working group I contribution to the fifth assessment report of the intergovernmental panel on climate change, pp.159-254, 2013.

M. A. Gallego, A. Timmermann, T. Friedrich, and R. E. Zeebe, Drivers of future seasonal cycle changes in oceanic pCO 2, Biogeosciences, vol.15, pp.5315-5327, 2018.

J. Garrabou, R. Coma, N. Bensoussan, M. Bally, P. Chevaldonné et al., Mass mortality in Northwestern Mediterranean rocky benthic communities: effects of the 2003 heat wave, vol.15, pp.1090-1103, 2009.
URL : https://hal.archives-ouvertes.fr/hal-00687683

J. Gattuso and R. W. Buddemeier, Ocean biogeochemistry: Calcification and CO 2, Nature, vol.407, pp.311-314, 2000.

J. Gattuso and L. Hansson, , 2011.

M. Gehlen, R. Séférian, D. O. Jones, T. Roy, R. Roth et al., Projected pH reductions by 2100 might put deep North Atlantic biodiversity at risk, Biogeosciences, vol.11, pp.6955-6967, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01436121

P. R. Gent, G. Danabasoglu, L. J. Donner, M. M. Holland, E. C. Hunke et al., The Community Climate System Model Version 4, J. Climate, vol.24, pp.4973-4991, 2011.

M. A. Giorgetta, J. Jungclaus, C. H. Reick, S. Legutke, J. Bader et al., Climate and carbon cycle changes from 1850 to 2100 in MPI-ESM simulations for the Coupled Model Intercomparison Project phase 5, J. Adv. Model. Earth Syst, vol.5, pp.572-597, 2013.

P. Good, A. Sellar, Y. Tang, S. Rumbold, R. Ellis et al., MOHC UKESM1.0-LL model output prepared for CMIP6 ScenarioMIP, Earth System Grid Federation, 2019.

B. Gregory, L. Christophe, M. , and E. , Rapid biogeographical plankton shifts in the North Atlantic Ocean, Glob. Change Biol, vol.15, pp.1790-1803, 2009.

J. M. Gregory, K. W. Dixon, R. J. Stouffer, A. J. Weaver, E. Driesschaert et al., A model intercomparison of changes in the Atlantic thermohaline circulation in response to increasing atmospheric CO 2 concentration, Geophys. Res. Lett, vol.32, p.12703, 2005.

N. ;. Gruber and T. Oguz, The Dynamics of the Marine Nitrogen Cycle and its Influence on Atmospheric CO 2 Variations, The Ocean Carbon Cycle and Climate, pp.97-148, 2004.

N. Gruber, D. Clement, B. R. Carter, R. A. Feely, S. Van-heuven et al., The oceanic sink for anthropogenic CO 2 from, Science, vol.363, pp.1193-1199, 1994.
URL : https://hal.archives-ouvertes.fr/hal-02088162

A. R. Gunderson, E. J. Armstrong, and J. H. Stillman, Multiple Stressors in a Changing World: The Need for an Improved Perspective on Physiological Responses to the Dynamic Marine Environment, Annu. Rev. Marine Sci, vol.8, pp.357-378, 2016.

H. Guo, J. G. John, C. Blanton, C. Mchugh, S. Nikonov et al., NOAA-GFDL GFDL-CM4 model output prepared for CMIP6 ScenarioMIP. Version, MIROC MIROC-ES2L model, 2018.

T. Hajima, M. Watanabe, A. Yamamoto, H. Tatebe, M. A. Noguchi et al., Development of the MIROC-ES2L Earth system model and the evaluation of biogeochemical processes and feedbacks, Geosci. Model Dev, vol.13, pp.2197-2244, 2020.

B. P. Harvey, D. Gwynn-jones, and P. J. Moore, Meta-analysis reveals complex marine biological responses to the interactive effects of ocean acidification and warming, Ecol. Evol, vol.3, pp.1016-1030, 2013.

I. M. Held, H. Guo, A. Adcroft, J. P. Dunne, L. W. Horowitz et al., Structure and Performance of GFDL's CM4.0 Climate Model, J. Adv. Model. Earth Syst, vol.11, pp.3691-3727, 2019.

K. P. Helm, N. L. Bindoff, and J. A. Church, Observed decreases in oxygen content of the global ocean, Geophys. Res. Lett, vol.38, p.23602, 2011.

A. J. Hobday, L. V. Alexander, S. E. Perkins, D. A. Smale, S. C. Straub et al., A hierarchical approach to defining marine heatwaves, vol.141, pp.227-238, 2016.

T. Ito, S. Minobe, M. C. Long, and C. Deutsch, Upper ocean O 2 trends, Geophys. Res. Lett, vol.44, pp.4214-4223, 1958.

J. G. John, C. Blanton, C. Mchugh, A. Radhakrishnan, K. Rand et al., NOAA-GFDL GFDL-ESM4 model output prepared for CMIP6 ScenarioMIP, Earth System Grid Federation, available at, 2018.

R. F. Keeling, A. Körtzinger, and N. Gruber, Ocean Deoxygenation in a Warming World, Annu. Rev. Marine Sci, vol.2, pp.199-229, 2010.

S. Khatiwala, F. Primeau, and T. Hall, Reconstruction of the history of anthropogenic CO 2 concentrations in the ocean, Nature, vol.462, pp.346-349, 2009.

S. Khatiwala, T. Tanhua, S. Fletcher, M. Gerber, S. C. Doney et al., Global ocean storage of anthropogenic carbon, Biogeosciences, vol.10, pp.2169-2191, 2013.

R. Knutti, D. Masson, and A. Gettelman, Climate model genealogy: Generation CMIP5 and how we got there, Geophys. Res. Lett, vol.40, pp.1194-1199, 2015.

J. P. Krasting, J. G. John, C. Blanton, C. Mchugh, S. Nikonov et al., NOAA-GFDL GFDL-ESM4 model output prepared for CMIP6 CMIP, Earth System Grid Federation, 2018.

E. Kriegler, N. Bauer, A. Popp, F. Humpenöder, M. Leimbach et al., Fossil-fueled development (SSP5): An energy and resource intensive scenario for the 21st century, Global Environ. Change, vol.42, pp.297-315, 2017.

K. J. Kroeker, R. L. Kordas, R. N. Crim, and G. G. Singh, Meta-analysis reveals negative yet variable effects of ocean acidification on marine organisms, Ecol. Lett, vol.13, pp.1419-1434, 2010.

K. J. Kroeker, F. Micheli, and M. C. Gambi, Ocean acidification causes ecosystem shifts via altered competitive interactions, Nat. Clim. Change, vol.3, pp.156-159, 2013.

K. J. Kroeker, L. E. Bell, E. M. Donham, U. Hoshijima, S. Lummis et al., Ecological change in dynamic environments: Accounting for temporal environmental variability in studies of ocean change biology, Glob. Change Biol, vol.26, pp.54-67, 2020.

K. M. Krumhardt, N. S. Lovenduski, M. C. Long, L. , and K. , Avoidable impacts of ocean warming on marine primary production: Insights from the CESM ensembles, Global Biogeochem. Cy, vol.31, pp.114-133, 2017.

L. Kwiatkowski and J. C. Orr, Diverging seasonal extremes for ocean acidification during the twenty-first century, Nat. Clim. Change, vol.8, pp.141-145, 2018.
URL : https://hal.archives-ouvertes.fr/hal-02044904

L. Kwiatkowski, Twenty-first century marine biogeochemistry in CMIP6

L. Kwiatkowski, B. Gaylord, T. Hill, J. Hosfelt, K. J. Kroeker et al., Nighttime dissolution in a temperate coastal ocean ecosystem increases under acidification, Nat. Clim. Change, vol.6, pp.355-358, 2016.

L. Kwiatkowski, O. Aumont, and L. Bopp, Consistent trophic amplification of marine biomass declines under climate change, Glob. Change Biol, vol.25, pp.218-229, 2018.
URL : https://hal.archives-ouvertes.fr/hal-02193402

P. Landschützer, N. Gruber, D. C. Bakker, I. Stemmler, and K. D. Six, Strengthening seasonal marine CO 2 variations due to increasing atmospheric CO 2, Nat. Clim. Change, vol.8, pp.146-150, 2018.

M. Langenbuch, C. Bock, D. Leibfritz, and H. O. Pörtner, Effects of environmental hypercapnia on animal physiology: A 13C NMR study of protein synthesis rates in the marine invertebrate Sipunculus nudus, Comp. Biochem. Physiol. A, vol.144, pp.479-484, 2006.

C. Laufkötter, M. Vogt, N. Gruber, M. Aita-noguchi, O. Aumont et al., Drivers and uncertainties of future global marine primary production in marine ecosystem models, Biogeosciences, vol.12, pp.6955-6984, 2015.

S. K. Lauvset, N. Gruber, P. Landschützer, A. Olsen, and J. Tjiputra, Trends and drivers in global surface ocean pH over the past 3 decades, Biogeosciences, vol.12, pp.1285-1298, 2015.

L. A. Levin and N. L. Bris, The deep ocean under climate change, Science, vol.350, pp.766-768, 2015.

H. K. Lotze, D. P. Tittensor, A. Bryndum-buchholz, T. D. Eddy, W. W. Cheung et al., Global ensemble projections reveal trophic amplification of ocean biomass declines with climate change, Proc. Natl. Acad. Sci. USA, vol.116, pp.12907-12912, 2019.
URL : https://hal.archives-ouvertes.fr/hal-02272161

N. S. Lovenduski, G. A. Mckinley, A. R. Fay, K. Lindsay, and M. S. Long, Partitioning uncertainty in ocean carbon uptake projections: Internal variability, emission scenario, and model structure, Global Biogeochem. Cy, vol.30, pp.1276-1287, 2016.

N. S. Lovenduski and G. B. Bonan, Reducing uncertainty in projections of terrestrial carbon uptake, Env. Res. Lett, vol.12, p.44020, 2017.

M. S. Lozier, A. C. Dave, J. B. Palter, L. M. Gerber, and R. T. Barber, On the relationship between stratification and primary productivity in the North Atlantic, Geophys. Res. Lett, vol.38, p.18609, 2011.

D. Masson and R. Knutti, Climate model genealogy, Geophys. Res. Lett, vol.38, p.8703, 2011.

T. Mauritsen, J. Bader, T. Becker, J. Behrens, M. Bittner et al., Developments in the MPI-M Earth System Model version 1.2 (MPI-ESM1.2) and its response to increasing CO 2, J. Adv. Model. Earth Syst, vol.11, pp.998-1038, 2019.

T. L. Mcbryan, K. Anttila, T. M. Healy, and P. M. Schulte, Responses to Temperature and Hypoxia as Interacting Stressors in Fish: Implications for Adaptation to Environmental Change, Integr. Comp. Biol, vol.53, pp.648-659, 2013.

B. I. Mcneil and R. J. Matear, Climate change feedbacks on future oceanic acidification, Tellus B, vol.59, pp.191-198, 2007.

B. I. Mcneil and T. P. Sasse, Future ocean hypercapnia driven by anthropogenic amplification of the natural CO 2 cycle, Nature, vol.529, pp.383-386, 2016.

M. Meinshausen, S. J. Smith, K. Calvin, J. S. Daniel, M. L. Kainuma et al., The RCP greenhouse gas concentrations and their extensions from 1765 to 2300, Clim. Change, vol.109, 2011.

M. Meinshausen, Z. Nicholls, J. Lewis, M. J. Gidden, E. Vogel et al., The SSP greenhouse gas concentrations and their extensions to 2500, 2019.

M. B. Menary and R. A. Wood, An anatomy of the projected North Atlantic warming hole in CMIP5 models, Clim. Dynam, vol.50, pp.3063-3080, 2018.

J. K. Moore, W. Fu, F. Primeau, G. L. Britten, K. Lindsay et al., Sustained climate warming drives declining marine biological productivity, Science, vol.359, pp.1139-1143, 2018.

P. L. Munday, D. L. Dixson, J. M. Donelson, G. P. Jones, M. S. Pratchett et al., Ocean acidification impairs olfactory discrimination and homing ability of a marine fish, Proc. Natl. Acad. Sci. USA, vol.106, pp.1848-1852, 2009.

W. A. Müller, J. H. Jungclaus, T. Mauritsen, J. Baehr, M. Bittner et al., A higher-resolution version of the Max Planck Institute Earth System Model (MPI-ESM1.2-HR), J. Adv. Model. Earth Syst, vol.10, pp.1383-1413, 2018.

B. C. O'neill, C. Tebaldi, D. P. Van-vuuren, V. Eyring, P. Friedlingstein et al., The Scenario Model Intercomparison Project (Sce-narioMIP) for CMIP6, Geosci. Model Dev, vol.9, pp.3461-3482, 2016.

J. C. Orr, Recent and future changes in ocean carbonate chemistry, Ocean Acidification, vol.1, pp.41-66, 2011.

J. C. Orr, V. J. Fabry, O. Aumont, L. Bopp, S. C. Doney et al., Anthropogenic ocean acidification over the twenty-first century and its impact on calcifying organisms, Nature, vol.437, pp.681-686, 2005.
URL : https://hal.archives-ouvertes.fr/hal-00124807

J. C. Orr, R. G. Najjar, O. Aumont, L. Bopp, J. L. Bullister et al., Biogeochemical protocols and diagnostics for the CMIP6 Ocean Model Intercomparison Project (OMIP), vol.10, pp.2169-2199, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01584203

A. Oschlies, P. Brandt, L. Stramma, and S. Schmidtko, Drivers and mechanisms of ocean deoxygenation, Nat. Geosci, vol.11, pp.467-473, 2018.

F. Pithan and T. Mauritsen, Arctic amplification dominated by temperature feedbacks in contemporary climate models, Nat. Geosci, vol.7, pp.181-184, 2014.

H. Pörtner, Ecosystem effects of ocean acidification in times of ocean warming: a physiologists view, Mar. Ecol. Prog. Ser, vol.373, pp.203-217, 2008.

H. Pörtner, Oxygen-and capacity-limitation of thermal tolerance: a matrix for integrating climate-related stressor effects in marine ecosystems, J. Exp. Biol, vol.213, pp.881-893, 2010.

L. Resplandy, L. Bopp, J. C. Orr, and J. P. Dunne, Role of mode and intermediate waters in future ocean acidification: Analysis of CMIP5 models, Geophys. Res. Lett, vol.40, pp.3091-3095, 2013.

K. Riahi, D. P. Van-vuuren, E. Kriegler, J. Edmonds, B. C. O'neill et al., The Shared Socioeconomic Pathways and their energy, land use, and greenhouse gas emissions implications: An overview, Global Environ. Change, vol.42, pp.153-168, 2017.

O. G. Riche and J. R. Christian, Ocean dinitrogen fixation and its potential effects on ocean primary production in Earth system model simulations of anthropogenic warming, Elem. Sci. Anth, vol.6, 2018.

C. L. Sabine, R. A. Feely, N. Gruber, R. M. Key, K. Lee et al., The Oceanic Sink for Anthropogenic CO 2, vol.305, pp.367-371, 2004.
URL : https://hal.archives-ouvertes.fr/hal-02088162

B. M. Sanderson, R. Knutti, C. , and P. , A Representative Democracy to Reduce Interdependency in a Multimodel Ensemble, J. Climate, vol.28, pp.5171-5194, 2015.

J. L. Sarmiento, R. Slater, R. Barber, L. Bopp, S. C. Doney et al., Response of ocean ecosystems to climate warming, Global Biogeochem. Cy, vol.18, p.3003, 2004.

S. Schmidtko, L. Stramma, and M. Visbeck, Decline in global oceanic oxygen content during the past five decades, Nature, vol.542, pp.335-339, 2017.

A. Schmittner, A. Oschlies, H. D. Matthews, and E. D. Galbraith, Future changes in climate, ocean circulation, ecosystems, and biogeochemical cycling simulated for a business-as-usual CO 2 emission scenario until year 4000 AD, Global Biogeochem. Cy, vol.22, p.1013, 2008.

M. Schupfner, K. Wieners, F. Wachsmann, C. Steger, M. Bittner et al., The central role of diminishing sea ice in recent Arctic temperature amplification, Earth System Grid Federation, vol.464, pp.1334-1337, 2010.

R. Séférian, M. Gehlen, L. Bopp, L. Resplandy, J. C. Orr et al., Inconsistent strategies to spin up models in CMIP5: implications for ocean biogeochemical model performance assessment, CNRM-CERFACS CNRM-ESM2-1 model output prepared for CMIP6 CMIP, vol.9, pp.1827-1851, 2016.

R. Séférian, CNRM-CERFACS CNRM-ESM2-1 model output prepared for CMIP6 ScenarioMIP, Earth System Grid Federation, 2019.

R. Séférian, P. Nabat, M. Michou, D. Saint-martin, A. Voldoire et al., Evaluation of CNRM Earth System model, CNRM-ESM2-1: role of Earth system processes in present-day and future climate, J. Adv. Model. Earth Syst, vol.11, pp.4182-4227, 2019.

L. Kwiatkowski, Twenty-first century marine biogeochemistry in CMIP6

R. Séférian, S. Berthet, A. Yool, J. Palmiéri, L. Bopp et al., Tracking improvement in simulated marine biogeochemistry between CMIP5 and CMIP6, 2020.

Ø. Seland, M. Bentsen, D. J. Oliviè, T. Toniazzo, A. Gjermundsen et al., NCC NorESM2-LM model output prepared for CMIP6 CMIP, 2019.

Ø. Seland, M. Bentsen, D. J. Oliviè, T. Toniazzo, A. Gjermundsen et al., NCC NorESM2-LM model output prepared for CMIP6 ScenarioMIP, 2019.

A. A. Sellar, C. G. Jones, J. Mulcahy, Y. Tang, A. Yool et al., UKESM1: Description and evaluation of the UK Earth System Model, J. Adv. Model. Earth Syst, vol.11, pp.4513-4558, 2019.

M. C. Serreze, A. P. Barrett, A. G. Slater, M. Steele, J. Zhang et al., The large-scale energy budget of the Arctic, J. Geophys. Res.-Atmos, vol.112, p.11122, 2007.

D. A. Smale, T. Wernberg, E. C. Oliver, M. Thomsen, B. P. Harvey et al., Marine heatwaves threaten global biodiversity and the provision of ecosystem services, Nat. Clim. Change, vol.1, pp.306-312, 2019.

C. J. Sorte, S. L. Williams, C. , and J. T. , Marine range shifts and species introductions: comparative spread rates and community impacts, Global Ecol. Biogeogr, vol.19, pp.303-316, 2010.

M. Steinacher, F. Joos, T. L. Frölicher, G. Plattner, and S. C. Doney, Imminent ocean acidification in the Arctic projected with the NCAR global coupled carbon cycle-climate model, Biogeosciences, vol.6, pp.515-533, 2009.

M. Steinacher, F. Joos, T. L. Frölicher, L. Bopp, P. Cadule et al., Projected 21st century decrease in marine productivity: a multi-model analysis, Biogeosciences, vol.7, pp.979-1005, 2010.

N. S. Steiner, J. R. Christian, K. D. Six, A. Yamamoto, and M. Yamamoto-kawai, Future ocean acidification in the Canada Basin and surrounding Arctic Ocean from CMIP5 earth system models, J. Geophys. Res.-Oceans, vol.119, pp.332-347, 2014.

C. A. Stock, J. P. Dunne, J. , and J. G. , Drivers of trophic amplification of ocean productivity trends in a changing climate, Biogeosciences, vol.11, pp.7125-7135, 2014.

C. A. Stock, J. P. Dunne, S. Fan, P. Ginoux, J. G. John et al., Ocean Biogeochemistry in GFDL's Earth System Model 4.1 and its Response to Increasing atmospheric CO 2, J. Adv. Model. Earth Syst, 2020.

L. Stramma, G. C. Johnson, J. Sprintall, and V. Mohrholz, Expanding Oxygen-Minimum Zones in the Tropical Oceans, Science, vol.320, pp.655-658, 2008.

L. Stramma, A. Oschlies, and S. Schmidtko, Mismatch between observed and modeled trends in dissolved upper-ocean oxygen over the last 50 yr, Biogeosciences, vol.9, pp.4045-4057, 2012.

S. Sunagawa, L. P. Coelho, S. Chaffron, J. R. Kultima, K. Labadie et al., Structure and function of the global ocean microbiome, Science, vol.348, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01233742

N. C. Swart, J. N. Cole, V. V. Kharin, M. Lazare, J. F. Scinocca et al., The Canadian Earth System Model version 5 (CanESM5.0.3), vol.12, pp.4823-4873, 2019.

N. C. Swart, J. N. Cole, V. V. Kharin, M. Lazare, J. F. Scinocca et al., CCCma CanESM5 model output prepared for CMIP6 CMIP, Earth System Grid Federation, 2019.

N. C. Swart, J. N. Cole, V. V. Kharin, M. Lazare, J. F. Scinocca et al., CCCma CanESM5 model output prepared for CMIP6 ScenarioMIP, Earth System Grid Federation, 2019.

A. K. Sweetman, A. R. Thurber, C. R. Smith, L. A. Levin, C. Mora et al., Major impacts of climate change on deep-sea benthic ecosystems, Earth System Grid Federation, vol.5, 2017.

A. Tagliabue, O. Aumont, R. Death, J. P. Dunne, S. Dutkiewicz et al., How well do global ocean biogeochemistry models simulate dissolved iron distributions?, Global Biogeochem. Cy, vol.30, pp.149-174, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01497970

Y. Tang, S. Rumbold, R. Ellis, D. Kelley, J. Mulcahy et al., MOHC UKESM1.0-LL model output prepared for CMIP6 CMIP, 2019.

J. Taucher and A. Oschlies, Can we predict the direction of marine primary production change under global warming?, Geophys. Res. Lett, vol.38, p.2603, 2011.

K. E. Taylor, R. J. Stouffer, and G. A. Meehl, An Overview of CMIP5 and the Experiment Design, B. Am. Meteorol. Soc, vol.93, pp.485-498, 2011.

M. K. Thomas, C. T. Kremer, C. A. Klausmeier, and E. Litchman, A Global Pattern of Thermal Adaptation in Marine Phytoplankton, Science, vol.338, pp.1085-1088, 2012.

D. P. Tittensor, A. R. Baco, J. M. Hall-spencer, J. C. Orr, and A. D. Rogers, Seamounts as refugia from ocean acidification for cold-water stony corals, Mar. Ecol, vol.31, pp.212-225, 2010.

J. F. Tjiputra, N. Goris, S. K. Lauvset, C. Heinze, A. Olsen et al., Mechanisms and Early Detections of Multidecadal Oxygen Changes in the Interior Subpolar North Atlantic, Geophys. Res. Lett, vol.45, pp.4218-4229, 2018.

J. F. Tjiputra, J. Schwinger, M. Bentsen, A. L. Morée, S. Gao et al., Ocean biogeochemistry in the Norwegian Earth System Model version 2 (NorESM2), Geosci. Model Dev, vol.13, pp.2393-2431, 2020.

R. Vaquer-sunyer and C. M. Duarte, Thresholds of hypoxia for marine biodiversity, P. Natl. Acad. Sci. USA, vol.105, pp.15452-15457, 2008.

J. Vial, J. Dufresne, and S. Bony, On the interpretation of intermodel spread in CMIP5 climate sensitivity estimates, Clim. Dynam, vol.41, pp.3339-3362, 2013.
URL : https://hal.archives-ouvertes.fr/hal-01099071

M. Vichi, E. Manzini, P. G. Fogli, A. Alessandri, L. Patara et al., Global and regional ocean carbon uptake and climate change: sensitivity to a substantial mitigation scenario, Clim. Dynam, vol.37, pp.1929-1947, 2011.

M. Watanabe and M. Kawamiya, Remote effects of mixed layer development on ocean acidification in the subsurface layers of the North Pacific, J. Oceanogr, vol.73, pp.771-784, 2017.

S. Watson, S. Lefevre, M. I. Mccormick, P. Domenici, G. E. Nilsson et al., Marine mollusc predatorescape behaviour altered by near-future carbon dioxide levels, Proc. Roy. Soc. Lond. B-Biol. Sci, vol.281, 2014.

S. Watson, J. B. Fields, and P. L. Munday, Ocean acidification alters predator behaviour and reduces predation rate, Biol. Lett, vol.13, 2017.

D. B. Whitt, On the Role of the Gulf Stream in the Changing Atlantic Nutrient Circulation During the 21st Century, Physical, Biogeochemical, and Ecosystem Dynamics, pp.51-82, 2019.

A. Yamamoto, M. Kawamiya, A. Ishida, Y. Yamanaka, and S. Watanabe, Impact of rapid sea-ice reduction in the Arctic Ocean on the rate of ocean acidification, Biogeosciences, vol.9, pp.2365-2375, 2012.

M. Yamamoto-kawai, F. A. Mclaughlin, E. C. Carmack, S. Nishino, K. Shimada et al., The Meteorological Research Institute Earth System Model version 2.0, MRI-ESM2.0: Description and basic evaluation of the physical component, J. Meteorol. Soc. Jpn, vol.326, pp.931-965, 2009.

S. Yukimoto, T. Koshiro, H. Kawai, N. Oshima, K. Yoshida et al., MRI MRI-ESM2.0 model output prepared for CMIP6 CMIP, Earth System Grid Federation, 2019.

S. Yukimoto, T. Koshiro, H. Kawai, N. Oshima, K. Yoshida et al., MRI MRI-ESM2.0 model output prepared for CMIP6 ScenarioMIP, Earth System Grid Federation, 2019.

T. Ziehn, M. Chamberlain, R. Law, A. Lenton, R. Bodman et al., The Australian

L. Kwiatkowski, Twenty-first century marine biogeochemistry in CMIP6 Earth System Model:ACCESS-ESM1, Journal of Southern Hemisphere Earth Systems Science, vol.5, p.2020

T. Ziehn, M. Chamberlain, A. Lenton, R. Law, R. Bodman et al., CSIRO ACCESS-ESM1.5 model output prepared for CMIP6 CMIP, 2019.

T. Ziehn, M. Chamberlain, A. Lenton, R. Law, R. Bodman et al., CSIRO ACCESS-ESM1.5 model output prepared for CMIP6 ScenarioMIP, 2019.