Decarbonizing a Complex System

21. Decarbonizing a Complex System

Authors:
Marion Dumas, London School of Economics and Political Science
Pia Andres, Durham University and Centre for Economic Performance

 

Abstract

Meeting the challenge of climate-change mitigation involves a rapid and comprehensive transformation of the global economy away from high-emitting production systems toward low-carbon ones. This chapter illustrates how complex-systems approaches are uniquely well suited to understanding the drivers, barriers, and risks arising from such a technological transformation.

We first consider the dynamics at play in growing new technological systems. We contrast two empirically well-documented cases (solar photovoltaics and electric vehicles) to show the central importance of technological interdependencies in shaping the dynamics of innovation and in crafting effective policy strategies. In particular, we argue that promoting low-carbon technologies that are less modular may require a more targeted and coordinated approach than is standard in innovation policy. We then turn to the dynamics at play in phasing out old technological systems. A central question is whether the progress of low-carbon technologies can on its own displace fossil-fuel-based technologies without policies that actively phase out or discourage these technologies. We highlight the different feedback processes that are key to answering this question (including the interaction between changes in technology costs, the rebound effect and the green paradox, and the role of heterogeneous expectations), some areas where better modeling is needed, and open policy questions. Finally, we argue that accounting for the heterogeneous nature of capital assets, skills, and regional capabilities, as well as understanding systemic interdependencies, is essential to anticipating disruption and stranding and crafting policies to mitigate transition risks.

Bibliography

Acemoglu, D., P. Aghion, L. Bursztyn, and D. Hémous. 2012. “The Environment and Directed Technical Change.” American Economic Review 102 (1): 131–66. https://doi.org/10.1257/aer.102.1.131.

Aghion, P., A. Dechezleprêtre, D. Hémous, R. Martin, and J. Van Reenen. 2016. “Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry.” Journal of Political Economy 124 (1): 1–51. https://doi.org/10.1086/684581.

Aiginger, K., and D. Rodrik. 2020. “Rebirth of Industrial Policy and an Agenda for the Twenty-First Century.” Journal of Industry, Competition and Trade 20: 189–207. https://doi.org/10.1007/s10842-019-00322-3.

Andres, P., E. Dugoua, and M. Dumas. 2022. Directed Technological Change and General Purpose Technologies: Can AI Accelerate Clean Energy Innovation? Centre for Climate Change Economics and Policy Working Paper no. 403; Grantham Research Institute on Climate Change and the Environment Working Paper no. 378.

Andres, P., P. Mealy, N. Handler, and S. Fankhauser. 2023. “Stranded Nations? Transition Risks and Opportunities Towards a Clean Economy.” Environmental Research Letters 18 (4): 045004. https://doi.org/10.1088/1748-9326/acc347.

Arthur, W. B. 2010. The Nature of Technology: What It Is and How It Evolves. London: Penguin UK.

Baldwin, C., and E. von Hippel. 2011. “Modeling a Paradigm Shift: From Producer Innovation to User and Open Collaborative Innovation.” Organization Science. https://doi.org/10.1287/orsc.1100.0618.

Baldwin, C. Y., and K. B. Clark. 2000. Design Rules: The Power of Modularity. Vol. 1. Cambridge, MA: MIT Press.

Balland, P.-A., T. Broekel, D. Diodato, E. Giuliani, R. Hausmann, N. O’Clery, and D. Rigby. 2022. “The New Paradigm of Economic Complexity.” Research Policy 51 (3): 104450. https://doi.org/10.1016/j.respol.2021.104450.

Battiston, S., I. Monasterolo, K. Riahi, and B. J. van Ruijven. 2021. “Accounting for Finance Is Key for Climate Mitigation Pathways.” Science 372 (6545): 918–920. https://doi.org/10.1126/science.abf3877.

Beinhocker, E. D. 2017. The Tipping Point: How America Can Lead the Transition to a Prosperous Clean Energy Economy. Prepared for the Aspen Institute Congressional Program, Energy for America: Challenges, Opportunities and Solutions, Oslo, Norway, August 9–15, 2017. INET Oxford Working Paper no. 2017-11.

Bettencourt, L. M. A., J. E. Trancik, and J. Kaur. 2013. “Determinants of the Pace of Global Innovation in Energy Technologies.” PLOS One 8 (10): e67864. https://doi.org/10.1371/journal.pone.0067864.

Bücker, J., R. M. del Rio-Chanona, A. Pichler, M. C. Ives, and J. D. Farmer. 2025. “Employment Dynamics in a Rapid Decarbonization of the Power Sector.” Joule 9 (2): 101803. https://doi.org/10.1016/j.joule.2024.12.004.

Burke, J., R. Byrnes, and S. Fankhauser. 2019. How to Price Carbon to Reach Net-Zero Emissions in the UK. Technical report. London: Grantham Research Institute on Climate Change and the Environment.

Cahen-Fourot, L., E. Campiglio, A. Godin, E. Kemp-Benedict, and S. Trsek. 2021. “Capital Stranding Cascades: The Impact of Decarbonisation on Productive Asset Utilisation.” Energy Economics 103: 105581. https://doi.org/10.1016/j.eneco.2021.105581.

Campiglio, E., Y. Dafermos, P. Monnin, J. Ryan-Collins, G. Schotten, and M. Tanaka. 2018. “Climate Change Challenges for Central Banks and Financial Regulators.” Nature Climate Change 8 (6): 462–468. https://doi.org/10.1038/s41558-018-0175-0.

Campiglio, E., and F. van der Ploeg. 2022. “Macrofinancial Risks of the Transition to a Low-Carbon Economy.” Review of Environmental Economics and Policy 16 (2): 173–195. https://doi.org/10.1086/721016.

Cowan, R., and P. Gunby. 1996. “Sprayed to Death: Path Dependence, Lock-in and Pest Control Strategies.” The Economic Journal 106 (436): 521–542. https://doi.org/10.2307/2235561.

Curtis, E. M., L. O’Kane, and R. J. Park. 2024. “Workers and the Green-Energy Transition: Evidence from 300 Million Job Transitions.” Environmental and Energy Policy and the Economy 5 (1): 127–161. https://doi.org/10.3386/w31539.

del Rio-Chanona, R. M., M. R. Frank, P. Mealy, E. Moro, and L. Nedelkoska. 2025. “Beyond Efficiency: Labor-Market Resilience in an Age of AI and Net Zero.” In The Economy as an Evolving Complex System IV, edited by R. M. del Rio-Chanona, M. Pangallo, J. Bednar, E. D. Beinhocker, J. Kaszowska-Mojsa, F. Lafond, P. Mealy, A. Pichler, and J. D. Farmer. Santa Fe, NM: SFI Press.

Dugoua, E., and M. Dumas. 2024. “Coordination Dynamics Between Fuel Cell and Battery Technologies in the Transition to Clean Cars.” Proceedings of the National Academy of Sciences 121 (27). https://doi.org/10.1073/pnas.2318605121.

Dunz, N., A. Naqvi, and I. Monasterolo. 2021. “Climate Sentiments, Transition Risk, and Financial Stability in a Stock-Flow Consistent Model.” Journal of Financial Stability 54: 100872. https://doi.org/10.1016/j.jfs.2021.100872.

Evenett, S., A. Jakubik, F. Martín, and M. Ruta. 2024. “The Return of Industrial Policy in Data.” The World Economy 47 (7): 2762–2788. https://doi.org/10.1111/twec.13608.

Fink, T. M. A., and M. Reeves. 2019. “How Much Can We Influence the Rate of Innovation?” Science Advances 5 (1). https://doi.org/10.1126/sciadv.aat6107.

Foster, J. G., A. Rzhetsky, and J. A. Evans. 2015. “Tradition and Innovation in Scientists’ Research Strategies.” American Sociological Review 80 (5): 875–908. https://doi.org/10.1177/0003122415601618.

Fouquet, R. 2010. “The Slow Search for Solutions: Lessons from Historical Energy Transitions by Sector and Service.” Energy Policy 38 (11): 6586–6596. https://doi.org/10.1016/j.enpol.2010.06.029.

—. 2016. “Historical Energy Transitions: Speed, Prices and System Transformation.” Energy Research & Social Science 22: 7–12. https://doi.org/10.1016/j.erss.2016.08.014.

Frenken, K., and F. Neffke. 2025. “Economic Geography and Complexity Theory.” In The Economy as an Evolving Complex System IV, edited by R. M. del Rio-Chanona, M. Pangallo, J. Bednar, E. D. Beinhocker, J. Kaszowska-Mojsa, F. Lafond, P. Mealy, A. Pichler, and J. D. Farmer. Santa Fe, NM: SFI Press.

Frey, C. B. 2019. “The Technology Trap: Capital, Labor, and Power in the Age of Automation.” In The Technology Trap. Princeton, NJ: Princeton University Press.

Gallagher, K. S., and L. D. Anadon. 2021. DOE Budget Authority for Energy Research, Development, and Demonstration Database. https://www.belfercenter.org/publication/database-us-department-energy-doe-budgets-energy-researchdevelopment-demonstration-1.

Geels, F. W. 2002. “Technological Transitions as Evolutionary Reconfiguration Processes: A Multi-Level Perspective and a Case Study.” Research Policy 31 (8–9): 1257–1274. https://doi.org/10.1016/S0048-7333(02)00062-8.

—. 2014. “Regime Resistance Against Low-Carbon Transitions: Introducing Politics and Power into the Multi-Level Perspective.” Theory, Culture & Society 31 (5): 21–40. https://doi.org/10.1177/0263276414531627.

Gerarden, T. D. 2023. “Demanding Innovation: The Impact of Consumer Subsidies on Solar Panel Production Costs.” Management Science 69 (12). https://doi.org/10.1287/mnsc.2022.4662.

Goldberg, P. K., R. Juhász, N. J. Lane, G. L. Forte, and J. Thurk. 2024. “Industrial Policy in the Global Semiconductor Sector.” NBER Working Paper no. 32651. https://doi.org/10.3386/w32651.

Grubb, M., P. Drummond, A. Poncia, W. McDowall, D. Popp, S. Samadi, C. Penasco, et al. 2021. “Induced Innovation in Energy Technologies and Systems: A Review of Evidence and Potential Implications for CO₂ Mitigation.” Environmental Research Letters 16 (4): 043007. https://doi.org/10.1088/1748-9326/abde07.

Grubb, M., W. McDowall, and P. Drummond. 2017. “On Order and Complexity in Innovation Systems: Conceptual Frameworks for Policy Mixes in Sustainability Transitions.” Energy Research & Social Science 33: 21–34. https://doi.org/10.1016/j.erss.2017.09.016.

Grubb, M., C. Wieners, and P. Yang. 2021. “Modeling Myths: On DICE and Dynamic Realism in Integrated Assessment Models of Climate Change Mitigation.” WIREs Climate Change 12 (3): e698. https://doi.org/10.1002/wcc.698.

Grübler, A., N. Nakićenović, and D. G. Victor. 1999. “Dynamics of Energy Technologies and Global Change.” Energy Policy 27 (5): 247–280. https://doi.org/10.1016/S0301-4215(98)00067-6.

Grübler, F., A. Aguayo, K. Gallagher, M. Hekkert, K. Jiang, L. Mytelka, L. Neij, G. Nemet, et al. 2012. “Chapter 24: Policies for the Energy Technology Innovation System (ETIS).” In Global Energy Assessment: Toward a Sustainable Future, 1665–1744. Cambridge, UK: Cambridge University Press. https://doi.org/10.1017/CBO9780511793677.030.

Hallegatte, S., G. Meunier, and A. C. Vogt-Schilb. 2012. How Inertia and Limited Potentials Affect the Timing of Sectoral Abatements in Optimal Climate Policy. Policy Research Working Paper no. 6154. Washington, DC: World Bank. http://documents.worldbank.org/curated/en/730421468330048560.

Heal, G. 2022. “Economic Aspects of the Energy Transition.” Environmental & Resource Economics 83 (1): 5–21. https://doi.org/10.1007/s10640-022-00647-4.

Hidalgo, C. A. 2021. “Economic Complexity Theory and Applications.” Nature Reviews Physics 3 (2): 92–113. https://doi.org/10.1038/s42254-020-00275-1.

———. 2023. “The Policy Implications of Economic Complexity.” Research Policy 52 (9): 104863. https://doi.org/10.1016/j.respol.2023.104863.

International Energy Agency (IEA). 2023. World Energy Outlook 2023. Paris: International Energy Agency. https://www.iea.org/reports/world-energy-outlook-2023.

Jaffe, A. B., R. G. Newell, and R. N. Stavins. 2005. “A Tale of Two Market Failures: Technology and Environmental Policy.” Ecological Economics 54 (2–3): 164–174. https://doi.org/10.1016/j.ecolecon.2004.12.027.

Jensen, S., K. Mohlin, K. Pittel, and T. Sterner. 2015. “An Introduction to the Green Paradox: The Unintended Consequences of Climate Policies.” Review of Environmental Economics and Policy 9 (2): 246–265. https://doi.org/10.1093/reep/rev010.

Juhász, R., N. Lane, E. Oehlsen, and V. C. Pérez. 2022. “The Who, What, When, and How of Industrial Policy: A Text-Based Approach.” SSRN Working Paper, August 15, 2022. https://doi.org/10.2139/ssrn.4198209.

Juhász, R., N. Lane, and D. Rodrik. 2023. “The New Economics of Industrial Policy.” Annual Review of Economics 16. https://doi.org/10.1146/annurev-economics-081023-024638.

Kallbekken, S., and D. G. Victor. 2022. “A Cleaner Future for Flight—Aviation Needs a Radical Redesign.” Nature: 673–675. https://doi.org/10.1038/d41586-022-02963-7.

Kavlak, G., J. McNerney, and J. E. Trancik. 2018. “Evaluating the Causes of Cost Reduction in Photovoltaic Modules.” Energy Policy 123: 700–710. https://doi.org/10.1016/j.enpol.2018.08.015.

Lafond, F. 2025. “Forecasting Technological Progress.” In The Economy as an Evolving Complex System IV, edited by R. M. del Rio-Chanona, M. Pangallo, J. Bednar, E. D. Beinhocker, J. Kaszowska-Mojsa, F. Lafond, P. Mealy, A. Pichler, and J. D. Farmer. Santa Fe, NM: SFI Press.

Lafond, F., D. Greenwald, and J. D. Farmer. 2022. “Can Stimulating Demand Drive Costs Down? World War II as a Natural Experiment.” The Journal of Economic History 82 (3): 727–764. https://doi.org/10.1017/S0022050722000249.

Lamperti, F., G. Dosi, and A. Roventini. 2025. “A Complex System Perspective on the Economics of Climate Change, Boundless Risk, and Rapid Decarbonization.” In The Economy as an Evolving Complex System IV, edited by R. M. del Rio-Chanona, M. Pangallo, J. Bednar, E. D. Beinhocker, J. Kaszowska-Mojsa, F. Lafond, P. Mealy, A. Pichler, and J. D. Farmer. Santa Fe, NM: SFI Press.

Lee, J., M. Bazilian, B. Sovacool, K. Hund, S. M. Jowitt, T. P. Nguyen, A. Månberger, et al. 2020. “Reviewing the Material and Metal Security of Low-Carbon Energy Transitions.” Renewable and Sustainable Energy Reviews 124. https://ideas.repec.org/a/eee/rensus/v124y2020ics136403212030085x.html.

Lilliestam, J., A. Patt, and G. Bersalli. 2022. “On the Quality of Emission Reductions: Observed Effects of Carbon Pricing on Investments, Innovation, and Operational Shifts. A Response to van den Bergh and Savin (2021).” Environmental & Resource Economics 83 (3): 733–758. https://doi.org/10.1007/s10640-022-00708-8.

Lim, J., M. Aklin, and M. R. Frank. 2023. “Location Is a Major Barrier for Transferring US Fossil Fuel Employment to Green Jobs.” Nature Communications 14 (1): 5711. https://doi.org/10.1038/s41467-023-41133-9.

Lu, Y., F. Cohen, S. M. Smith, and A. Pfeiffer. 2022. “Plant Conversions and Abatement Technologies Cannot Prevent Stranding of Power Plant Assets in 2°C Scenarios.” Nature Communications 13 (1): 806. https://doi.org/10.1038/s41467-022-28458-7.

Malhotra, A., and T. S. Schmidt. 2020. “Accelerating Low-Carbon Innovation.” Joule 4 (11): 2259–2267. https://doi.org/10.1016/j.joule.2020.09.004.

McGlade, C., and P. Ekins. 2015. “The Geographical Distribution of Fossil Fuels Unused When Limiting Global Warming to 2°C.” Nature 517 (7533): 187–190. https://doi.org/10.1038/nature14016.

McNerney, J., J. D. Farmer, S. Redner, and J. E. Trancik. 2011. “Role of Design Complexity in Technology Improvement.” Proceedings of the National Academy of Sciences 108 (22): 9008–9013. https://doi.org/10.1073/pnas.1017298108.

Meckling, J., T. Sterner, and G. Wagner. 2017. “Policy Sequencing Toward Decarbonization.” Nature Energy 2 (12): 918–922. https://doi.org/10.1038/s41560-017-0025-8.

Melton, N., J. Axsen, and D. Sperling. 2016. “Moving Beyond Alternative Fuel Hype to Decarbonize Transportation.” Nature Energy 1 (3): 1–10. https://doi.org/10.1038/nenergy.2016.13.

Mercure, J.-F., H. Pollitt, N. R. Edwards, P. B. Holden, U. Chewpreecha, P. Salas, A. Lam, F. Knobloch, and J. E. Viñuales. 2018a. “Environmental Impact Assessment for Climate Change Policy with the Simulation-Based Integrated Assessment Model E3ME-FTT-GENIE.” Energy Strategy Reviews 20: 195–208. https://doi.org/10.1016/j.esr.2018.03.003.

Mercure, J.-F., H. Pollitt, J. E. Viñuales, N. R. Edwards, P. B. Holden, U. Chewpreecha, P. Salas, I. Sognnaes, A. Lam, and F. Knobloch. 2018b. “Macroeconomic Impact of Stranded Fossil Fuel Assets.” Nature Climate Change 8 (7): 588–593. https://doi.org/10.1038/s41558-018-0182-1.

Mercure, J.-F., P. Salas, P. Vercoulen, G. Semieniuk, A. Lam, H. Pollitt, P. B. Holden, et al. 2021. “Reframing Incentives for Climate Policy Action.” Nature Energy 6 (12): 1133–1143. https://doi.org/10.1038/s41560-021-00934-2.

Moerenhout, T., L. Y. Lee, and J. Glynn. 2023. Critical Mineral Supply Constraints and Their Impact on Energy System Models. New York, NY: Center on Global Energy Policy at Columbia University SIPA.

Murmann, J. P., and K. Frenken. 2006. “Toward a Systematic Framework for Research on Dominant Designs, Technological Innovations, and Industrial Change.” Research Policy 35 (7): 925–952. https://doi.org/10.1016/j.respol.2006.04.011.

Nemet, G. F. 2019. How Solar Energy Became Cheap: A Model for Low-Carbon Innovation. New York, NY: Routledge.

Nijsse, F. J. M. M., J.-F. Mercure, N. Ameli, F. Larosa, S. Kothari, J. Rickman, P. Vercoulen, and H. Pollitt. 2023. “The Momentum of the Solar Energy Transition.” Nature Communications 14 (1): 6542. https://doi.org/10.1038/s41467-023-41971-7.

Norman, M. A., and W. Schlenker. 2024. Empirical Tests of the Green Paradox for Climate Legislation. NBER Working Paper no. 32405. https://doi.org/10.3386/w32405.

Page, S. E. 2006. “Path Dependence.” Quarterly Journal of Political Science 1 (1): 87–115. https://doi.org/10.1561/100.00000006.

Pichler, A., F. Lafond, and J. D. Farmer. 2020. Technological Interdependencies Predict Innovation Dynamics. arXiv preprint. https://doi.org/10.48550/arXiv.2003.00580.

Pinheiro, F. L., D. Hartmann, R. Boschma, and C. A. Hidalgo. 2022. “The Time and Frequency of Unrelated Diversification.” Research Policy 51 (8): 104323. https://doi.org/10.1016/j.respol.2021.104323.

Pless, J., and S. Srivastav. 2025. “Unintended Consequences of Tech-Neutrality: Evidence from Environmental and Innovation Policy Interactions.” Unpublished manuscript. http://jacquelynpless.com/wp-content/uploads/2025/01/PlessSrivastav_PolIntInnov_Jan2025.pdf.

Ritchie, H., and P. Rosado. 2020. “Energy Mix.” Our World in Data. https://ourworldindata.org/energy-mix.

Rzhetsky, A., J. G. Foster, I. T. Foster, and J. A. Evans. 2015. “Choosing Experiments to Accelerate Collective Discovery.” Proceedings of the National Academy of Sciences 112 (47): 14569–14574. https://doi.org/10.1073/pnas.1509757112.

Saussay, A., M. Sato, F. Vona, and L. O’Kane. 2022. Who’s Fit for the Low-Carbon Transition? Emerging Skills and Wage Gaps in Job and Data. SSRN Working Paper. https://doi.org/10.2139/ssrn.4260227.

Semieniuk, G., E. Campiglio, J.-F. Mercure, U. Volz, and N. R. Edwards. 2021. “Low-Carbon Transition Risks for Finance.” WIREs Climate Change 12 (1): e678. https://doi.org/10.1002/wcc.678.

Semieniuk, G., P. B. Holden, J.-F. Mercure, P. Salas, H. Pollitt, K. Jobson, P. Vercoulen, U. Chewpreecha, N. R. Edwards, and J. E. Viñuales. 2022. “Stranded Fossil-Fuel Assets Translate to Major Losses for Investors in Advanced Economies.” Nature Climate Change 12 (6): 532–538. https://doi.org/10.1038/s41558-022-01356-y.

Seto, K. C., S. J. Davis, R. B. Mitchell, E. C. Stokes, G. Unruh, and D. Ürge-Vorsatz. 2016. “Carbon Lock-In: Types, Causes, and Policy Implications.” Annual Review of Environment and Resources 41 (October): 425–452. https://doi.org/10.1146/annurev-environ-110615-085934.

Sharpe, S. 2023. Five Times Faster. Cambridge, UK: Cambridge University Press.

Sharpe, S., and T. M. Lenton. 2021. “Upward-Scaling Tipping Cascades to Meet Climate Goals: Plausible Grounds for Hope.” Climate Policy 21 (4): 421–433. https://doi.org/10.1080/14693062.2020.1870097.

Sinn, H.-W. 2012. The Green Paradox: A Supply-Side Approach to Global Warming. Cambridge, MA: MIT Press.

Steckel, J. C., O. Edenhofer, and M. Jakob. 2015. “Drivers for the Renaissance of Coal.” Proceedings of the National Academy of Sciences 112 (29): E3775–E3781. https://doi.org/10.1073/pnas.1422722112.

Trout, K., G. Muttitt, D. Lafleur, T. Van de Graaf, R. Mendelevitch, L. Mei, and M. Meinshausen. 2022. “Existing Fossil Fuel Extraction Would Warm the World Beyond 1.5°C.” Environmental Research Letters 17 (6): 064010. https://doi.org/10.1088/1748-9326/ac6228.

van der Ploeg, F., and A. Rezai. 2020. “Stranded Assets in the Transition to a Carbon-Free Economy.” Annual Review of Resource Economics 12: 281–298. https://doi.org/10.1146/annurev-resource-110519-040938.

Way, R., M. C. Ives, P. Mealy, and J. D. Farmer. 2022. “Empirically Grounded Technology Forecasts and the Energy Transition.” Joule 6 (9): 2057–2082. https://doi.org/10.1016/j.joule.2022.08.009.

Wilson, C., A. Grübler, N. Bento, S. Healey, S. De Stercke, and C. Zimm. 2020. “Granular Technologies to Accelerate Decarbonization.” Science 368 (6486): 36–39. https://doi.org/10.1126/science.aaz8060.

Winkelmann, R., J. F. Donges, E. K. Smith, M. Milkoreit, C. Eder, J. Heitzig, A. Katsanidou, M. Wiedermann, N. Wunderling, and T. M. Lenton. 2022. “Social Tipping Processes Towards Climate Action: A Conceptual Framework.” Ecological Economics 192: 107242. https://doi.org/10.1016/j.ecolecon.2021.107242.

York, R., and S. E. Bell. 2019. “Energy Transitions or Additions? Why a Transition from Fossil Fuels Requires More than the Growth of Renewable Energy.” Energy Research & Social Science 51: 40–43. https://doi.org/10.1016/j.erss.2019.01.008.

Zenghelis, D., R. Fouquet, and R. Hippe. 2018. “Stranded Assets: Then and Now.” In Stranded Assets and the Environment, 23–54. New York, NY: Routledge.

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