Microlevel Evaluation of Land Use Efficiency in an Urban Renewal Context: The Case of Shenzhen, China
Publication: Journal of Urban Planning and Development
Volume 150, Issue 1
Abstract
The uncontrolled exploitation of land in early urbanization has led to the inefficient use of numerous tracts of land. Urban renewal activities, as an important path to revitalize the used land, have become a major consideration of urban development all around the world. The development intensity of urban renewal (URDI) is an important index to reflect land use efficiency in urban renewal activities, and can serve to control development in a sustainable way. However, research related to URDI and its influencing factors remains scarce in the current literature. Therefore, following a bottom-up paradigm, in this research, the URDI was studied with project data to reveal spatiotemporal distribution characteristics and influencing factors from a microscopic perspective. Specifically, in this study, spatial autocorrelation analysis and a standard deviational ellipse were used to explore spatiotemporal heterogeneity of 483 urban renewal units for 2011–2021 in Shenzhen, one of the major cities implementing urban renewal in China, and influencing factors of the URDI were explored using a panel regression model. The findings reveal that: (1) the URDI is on the rise, presenting a developing trend from core districts to node districts; (2) there was local space mismatch in Shenzhen, with overcrowded or underutilized space in various regions; and (3) the variations in URDI in different regions can be attributed to such factors as investment activity and fiscal revenue. This research provides theoretical foundations for governments to formulate and evaluate land use and urban renewal policies that are beneficial for sustainable urban development.
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Data Availability Statement
Some or all data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request.
Acknowledgments
This work was supported by the Natural Science Foundation of Guangdong Province, China (Grant Number 2023A1515011006).
References
Adams, D., and E. M. Hastings. 2001. “Urban renewal in Hong Kong: Transition from development corporation to renewal authority.” Land Use Policy 18 (3): 245–258. https://doi.org/10.1016/S0264-8377(01)00019-9.
Aljoufie, M., M. Zuidgeest, M. Brussel, and M. van Maarseveen. 2013. “Spatial–temporal analysis of urban growth and transportation in Jeddah City, Saudi Arabia.” Cities 31: 57–68. https://doi.org/10.1016/j.cities.2012.04.008.
Anselin, L. 2010. “Local indicators of spatial association-LISA.” Geogr. Anal. 27 (2): 93–115. https://doi.org/10.1111/j.1538-4632.1995.tb00338.x.
Arellano, M. 2003. Panel data econometrics. Oxford, UK: OUP.
Arifwidodo, S. D. 2012. “Exploring the effect of compact development policy to urban quality of life in Bandung, Indonesia.” City, Cult. Soc. 3 (4): 303–311. https://doi.org/10.1016/j.ccs.2012.11.007.
Bacot, H., and C. O’Dell. 2006. “Establishing indicators to evaluate brownfield redevelopment.” Econ. Dev. Q. 20 (2): 142–161. https://doi.org/10.1177/0891242405285749.
Bai, Z. 2010. “The specification of model, statistical tests and new progresses of panel data analysis.” Stat. Inf. Forum 25 (10): 3–12.
Bren d’Amour, C., F. Reitsma, G. Baiocchi, S. Barthel, B. Güneralp, K.-H. Erb, H. Haberl, F. Creutzig, and K. C. Seto. 2017. “Future urban land expansion and implications for global croplands.” Proc. Natl. Acad. Sci. U.S.A. 114 (34): 8939–8944. https://doi.org/10.1073/pnas.1606036114.
Chan, E., and G. K. L. Lee. 2007. “Critical factors for improving social sustainability of urban renewal projects.” Social Indic. Res. 85 (2): 243–256. https://doi.org/10.1007/s11205-007-9089-3.
Chen, L., X. Yang, L. Li, L. Chen, and Y. Zhang. 2021. “The natural and socioeconomic influences on land-use intensity: Evidence from China.” Land 10 (11): 1254. https://doi.org/10.3390/land10111254.
Chen, W., Z. Su, Y. Wang, Q. Wang, and G. Zhao. 2022. “Do the rank difference of industrial development zones affect land use efficiency? A regional analysis in China.” Socio-Econ. Plann. Sci. 80: 101168. https://doi.org/10.1016/j.seps.2021.101168.
Couch, C., O. Sykes, and W. Börstinghaus. 2011. “Thirty years of urban regeneration in Britain, Germany and France: The importance of context and path dependency.” Prog. Plann. 75 (1): 1–52. https://doi.org/10.1016/j.progress.2010.12.001.
Delphin, S., K. A. Snyder, S. Tanner, K. Musálem, S. E. Marsh, and J. R. Soto. 2022. “Obstacles to the development of integrated land-use planning in developing countries: The case of Paraguay.” Land 11 (8): 1339. https://doi.org/10.3390/land11081339.
Deng, X., J. Huang, S. Rozelle, and E. Uchida. 2008. “Growth, population and industrialization, and urban land expansion of China.” J. Urban Econ. 63 (1): 96–115. https://doi.org/10.1016/j.jue.2006.12.006.
Deng, X., J. Huang, S. Rozelle, J. Zhang, and Z. Li. 2015. “Impact of urbanization on cultivated land changes in China.” Land Use Policy 45: 1–7. https://doi.org/10.1016/j.landusepol.2015.01.007.
Ding, T., J. Yang, H. Wu, and L. Liang. 2022. “Land use efficiency and technology gaps of urban agglomerations in China: An extended non-radial meta-frontier approach.” Socio-Econo. Plann. Sci. 79: 101090. https://doi.org/10.1016/j.seps.2021.101090.
Eigenbrod, F., et al. 2020. “Identifying agricultural frontiers for modeling global cropland expansion.” One Earth 3 (4): 504–514. https://doi.org/10.1016/j.oneear.2020.09.006.
Erb, K.-H. 2012. “How a socio-ecological metabolism approach can help to advance our understanding of changes in land-use intensity.” Ecol. Econ. 76: 8–14. https://doi.org/10.1016/j.ecolecon.2012.02.005.
Foley, J. A., et al. 2005. “Global consequences of land use.” Science 309 (5734): 570–574. https://doi.org/10.1126/science.1111772.
Frantál, B., B. Greer-Wootten, P. Klusáček, T. Krejčí, J. Kunc, and S. Martinát. 2015. “Exploring spatial patterns of urban brownfields regeneration: The case of Brno, Czech Republic.” Cities 44: 9–18. https://doi.org/10.1016/j.cities.2014.12.007.
Gao, J., W. Chen, and F. Yuan. 2017. “Spatial restructuring and the logic of industrial land redevelopment in urban China: I. Theoretical considerations.” Land Use Policy 68: 604–613. https://doi.org/10.1016/j.landusepol.2017.07.021.
Guo, J., B. Sun, Z. Qin, S. W. Wong, M. S. Wong, C. W. Yeung, and Q. Shen. 2017. “A study of plot ratio/building height restrictions in high density cities using 3D spatial analysis technology: A case in Hong Kong.” Habitat Int. 65: 13–31. https://doi.org/10.1016/j.habitatint.2017.04.012.
Haaland, C., and C. K. van den Bosch. 2015. “Challenges and strategies for urban green-space planning in cities undergoing densification: A review.” Urban For. Urban Greening 14 (4): 760–771. https://doi.org/10.1016/j.ufug.2015.07.009.
Hackworth, J. 2016. “Demolition as urban policy in the American Rust Belt.” Environ. Plann. A 48 (11): 2201–2222. https://doi.org/10.1177/0308518X16654914.
Hao, P., P. Hooimeijer, R. Sliuzas, and S. Geertman. 2013. “What drives the spatial development of urban villages in China?” Urban Stud. 50 (16): 3394–3411. https://doi.org/10.1177/0042098013484534.
He, C., Y. Zhou, and Z. Huang. 2016. “Fiscal decentralization, political centralization, and land urbanization in China.” Urban Geogr. 37 (3): 436–457. https://doi.org/10.1080/02723638.2015.1063242.
Holcombe, R. G., and D. W. Williams. 2010. “Urban sprawl and transportation externalities.” Rev. Reg. Stud. 40 (3): 257–273, https://doi.org/10.52324/001c.8176.
Hsing, Y. T. 2010. The great urban transformation: Politics of land and property in China. New York: Oxford University Press.
Hu, Y., P. Hooimeijer, G. Bolt, and D. Sun. 2015. “Uneven compensation and relocation for displaced residents: The case of Nanjing.” Habitat Int. 47: 83–92. https://doi.org/10.1016/j.habitatint.2015.01.016.
Huang, Z., Y. D. Wei, C. He, and H. Li. 2015. “Urban land expansion under economic transition in China: A multi-level modeling analysis.” Habitat Int. 47: 69–82. https://doi.org/10.1016/j.habitatint.2015.01.007.
Jessop, B., and N.-L. Sum. 2000. “An entrepreneurial city in action: Hong Kong’s emerging strategies in and for (inter)urban competition.” Urban Stud. 37 (12): 2287–2313. https://doi.org/10.1080/00420980020002814.
Jokar Arsanjani, J., M. Helbich, and E. de Noronha Vaz. 2013. “Spatiotemporal simulation of urban growth patterns using agent-based modeling: The case of Tehran.” Cities 32: 33–42. https://doi.org/10.1016/j.cities.2013.01.005.
Kelly-Schwartz, A. C., J. Stockard, S. Doyle, and M. Schlossberg. 2004. “Is sprawl unhealthy?: A multilevel analysis of the relationship of metropolitan sprawl to the health of individuals.” J. Plann. Edu. Res. 24 (2): 184–196. https://doi.org/10.1177/0739456X04267713.
Kjærås, K. 2021. “Towards a relational conception of the compact city.” Urban Stud. 58 (6): 1176–1192. https://doi.org/10.1177/0042098020907281.
Lau, S. S. Y., R. Giridharan, and S. Ganesan. 2005. “Multiple and intensive land use: Case studies in Hong Kong.” Habitat Int. 29 (3): 527–546. https://doi.org/10.1016/j.habitatint.2004.04.007.
Lee, G. K. L., and E. H. W. Chan. 2008. “Factors affecting urban renewal in high-density city: Case study of Hong Kong.” J. Urban Plann. Dev. 134 (3): 140–148. https://doi.org/10.1061/(ASCE)0733-9488(2008)134:3(140).
Lefever, D. W. 1926. “Measuring geographic concentration by means of the standard deviational ellipse.” Am. J. Sociol. 32 (1): 88–94. https://doi.org/10.1086/214027.
Li, H., Y. D. Wei, and Y. Zhou. 2017. “Spatiotemporal analysis of land development in transitional China.” Habitat Int. 67: 79–95. https://doi.org/10.1016/j.habitatint.2017.07.003.
Li, J., and Z. Sun. 2020. “Urban function orientation based on spatiotemporal differences and driving factors of urban construction land.” J. Urban Plann. Dev. 146 (3): 05020011. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000587.
Liu, C., C. Deng, Z. Li, Y. Liu, and S. Wang. 2022. “Optimization of spatial pattern of land use: Progress, frontiers, and prospects.” IJERPH 19 (10): 5805. https://doi.org/10.3390/ijerph19105805.
Liu, J., X. Hou, Z. Wang, and Y. Shen. 2021. “Study the effect of industrial structure optimization on urban land-use efficiency in China.” Land Use Policy 105: 105390. https://doi.org/10.1016/j.landusepol.2021.105390.
Liu, L., and L. Meng. 2020. “Patterns of urban sprawl from a global perspective.” J. Urban Plann. Dev. 146 (2): 04020004. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000558.
Liu, R., Y. Xu, C. Xue, Z. Xia, G. Li, X. Gou, and S. Luo. 2023. “Simulation of early warning indicators of urban expansion derived from machine learning.” J. Urban Plann. Dev. 149 (1): 04022058. https://doi.org/10.1061/JUPDDM.UPENG-4127.
Liu, S., Y. Ye, and L. Li. 2019. “Spatial–temporal analysis of urban land-use efficiency: An analytical framework in terms of economic transition and spatiality.” Sustainability 11 (7): 1839. https://doi.org/10.3390/su11071839.
Liu, Y. 2018. “Introduction to land use and rural sustainability in China.” Land Use Policy 74: 1–4. https://doi.org/10.1016/j.landusepol.2018.01.032.
Liu, Y., Z. Zhang, and Y. Zhou. 2018. “Efficiency of construction land allocation in China: An econometric analysis of panel data.” Land Use Policy 74: 261–272. https://doi.org/10.1016/j.landusepol.2017.03.030.
Longhi, C., and A. Musolesi. 2007. “European cities in the process of economic integration: Towards structural convergence.” Ann. Reg. Sci. 41 (2): 333–351. https://doi.org/10.1007/s00168-006-0104-4.
López-Morales, E. 2016. “Assessing exclusionary displacement through rent gap analysis in the high-rise redevelopment of Santiago, Chile.” Hous. Stud. 31 (5): 540–559. https://doi.org/10.1080/02673037.2015.1100281.
Lu, Z., H. Wang, G. Liu, L. Yang, and C. Cai. 2020. “Optimization of the layout in land redevelopment based on the comparative advantage perspective.” J. Urban Plann. Dev. 146 (4): 05020018. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000607.
Luo, J., X. Zhang, Y. Wu, J. Shen, L. Shen, and X. Xing. 2018. “Urban land expansion and the floating population in China: For production or for living?” Cities 74: 219–228. https://doi.org/10.1016/j.cities.2017.12.007.
Marti, L., and R. Puertas. 2020. “Assessment of sustainability using a synthetic index.” Environ. Impact Assess. Rev. 84: 106375. https://doi.org/10.1016/j.eiar.2020.106375.
Martinez-Fernandez, C., T. Weyman, S. Fol, I. Audirac, E. Cunningham-Sabot, T. Wiechmann, and H. Yahagi. 2016. “Shrinking cities in Australia, Japan, Europe and the USA: From a global process to local policy responses.” Progr. Plann. 105: 1–48. https://doi.org/10.1016/j.progress.2014.10.001.
Melia, S., G. Parkhurst, and H. Barton. 2011. “The paradox of intensification.” Transp. Policy 18 (1): 46–52. https://doi.org/10.1016/j.tranpol.2010.05.007.
Monterroso-Rivas, O. 2009. “Institutions and public policies for rural development in Guatemala.” Cepal Rev. 97: 153–169. https://doi.org/10.18356/0e8020e6-en.
Morckel, V. C. 2013. “Design after decline: How America rebuilds shrinking cities.” J. Plann. Lit. 28 (1): 32–33. https://doi.org/10.1177/0885412212473943.
Munneke, H. J., and K. S. Womack. 2015. “Neighborhood renewal: The decision to renovate or tear down.” Reg. Sci. Urban Econo. 54: 99–115. https://doi.org/10.1016/j.regsciurbeco.2015.08.001.
O’Connell, L. 2009. “The impact of local supporters on smart growth policy adoption.” J. Am. Plann. Assoc. 75 (3): 281–291. https://doi.org/10.1080/01944360902885495.
Pan, W., and J. Du. 2021. “Towards sustainable urban transition: A critical review of strategies and policies of urban village renewal in Shenzhen, China.” Land Use Policy 111: 105744. https://doi.org/10.1016/j.landusepol.2021.105744.
Rădulescu, C., O. Ştefan, G. Rădulescu, A. Rădulescu, and M. Rădulescu. 2016. “Management of stakeholders in urban regeneration projects. Case study: Baia-Mare, Transylvania.” Sustainability 8 (3): 238. https://doi.org/10.3390/su8030238.
Rey, S. J. 2010. “Spatial empirics for economic growth and convergence.” Geogr. Anal. 33 (3): 195–214. https://doi.org/10.1111/j.1538-4632.2001.tb00444.x.
Rydin, Y. 1998. “Land use planning and environmental capacity: Reassessing the use of regulatory policy tools to achieve sustainable development.” J. Environ. Plann. Manage. 41 (6): 749–765. https://doi.org/10.1080/09640569811407.
Sannigrahi, S., et al. 2020. “Examining effects of climate change and land use dynamic on biophysical and economic values of ecosystem services of a natural reserve region.” J. Cleaner Prod. 257: 120424. https://doi.org/10.1016/j.jclepro.2020.120424.
Shao, Z., N. S. Sumari, A. Portnov, F. Ujoh, W. Musakwa, and P. J. Mandela. 2021. “Urban sprawl and its impact on sustainable urban development: A combination of remote sensing and social media data.” Geo-Spatial Inf. Sci. 24 (2): 241–255. https://doi.org/10.1080/10095020.2020.1787800.
Shi, S., Y. Han, W. Yu, Y. Cao, W. Cai, P. Yang, W. Wu, and Q. Yu. 2018. “Spatio-temporal differences and factors influencing intensive cropland use in the Huang-Huai-Hai Plain.” J. Geogr. Sci. 28 (11): 1626–1640. https://doi.org/10.1007/s11442-018-1533-6.
Shin, H. B. 2009. “Residential redevelopment and the entrepreneurial local state: The implications of Beijing’s shifting emphasis on urban redevelopment policies.” Urban Stud. 46 (13): 2815–2839. https://doi.org/10.1177/0042098009345540.
Shu, C., H. Xie, J. Jiang, and Q. Chen. 2018. “Is urban land development driven by economic development or fiscal revenue stimuli in China?” Land Use Policy 77: 107–115. https://doi.org/10.1016/j.landusepol.2018.05.031.
Smith, N. 2002. “New globalism, new urbanism: Gentrification as global urban strategy.” Antipode 34 (3): 427–450. https://doi.org/10.1111/1467-8330.00249.
Stevenson, M., et al. 2016. “Land use, transport, and population health: Estimating the health benefits of compact cities.” Lancet 388 (10062): 2925–2935. https://doi.org/10.1016/S0140-6736(16)30067-8.
Stock, J. H., and M. W. Watson. 2010. Introduction to econometrics. London: Pearson.
Su, Q., and X. Jiang. 2021. “Evaluate the economic and environmental efficiency of land use from the perspective of decision-makers’ subjective preferences.” Ecol. Indic. 129: 107984. https://doi.org/10.1016/j.ecolind.2021.107984.
Tang, J., H. Zhu, Z. Liu, F. Jia, and X. Zheng. 2019. “Urban sustainability evaluation under the modified TOPSIS based on grey relational analysis.” IJERPH 16 (2): 256. https://doi.org/10.3390/ijerph16020256.
Wanfu, J., Z. Chunshan, L. Tao, and Z. Guojun. 2019. “Exploring the factors affecting regional land development patterns at different developmental stages: Evidence from 289 Chinese cities.” Cities 91: 193–201. https://doi.org/10.1016/j.cities.2018.11.019.
Wang, J., Y. Lin, A. Glendinning, and Y. Xu. 2018. “Land-use changes and land policies evolution in China’s urbanization processes.” Land Use Policy 75: 375–387. https://doi.org/10.1016/j.landusepol.2018.04.011.
Wang, L., S. Zhang, L. Tang, Y. Lu, Y. Liu, and Y. Liu. 2022. “Optimizing distribution of urban land on the basis of urban land use intensity at prefectural city scale in mainland China.” Land Use Policy 115: 106037. https://doi.org/10.1016/j.landusepol.2022.106037.
Wang, X., R. Shi, and Y. Zhou. 2020. “Dynamics of urban sprawl and sustainable development in China.” Socio-Econo. Plann. Sci. 70: 100736. https://doi.org/10.1016/j.seps.2019.100736.
Wang, Y., J. Li, G. Zhang, Y. Li, and M. H. Asare. 2017. “Fuzzy evaluation of comprehensive benefit in urban renewal based on the perspective of core stakeholders.” Habitat Int. 66: 163–170. https://doi.org/10.1016/j.habitatint.2017.06.003.
Wei, Y. H. D. 2012. “Restructuring for growth in urban China: Transitional institutions, urban development, and spatial transformation.” Habitat Int. 36 (3): 396–405. https://doi.org/10.1016/j.habitatint.2011.12.023.
Wellmann, T., D. Haase, S. Knapp, C. Salbach, P. Selsam, and A. Lausch. 2018. “Urban land use intensity assessment: The potential of spatio-temporal spectral traits with remote sensing.” Ecol. Indic. 85: 190–203. https://doi.org/10.1016/j.ecolind.2017.10.029.
Wu, Y., X. Zheng, L. Sheng, and H. You. 2020. “Exploring the equity and spatial evidence of educational facilities in Hangzhou, China.” Social Indic. Res. 151 (3): 1075–1096. https://doi.org/10.1007/s11205-020-02417-5.
Xie, H., Q. Chen, F. Lu, Q. Wu, and W. Wang. 2018. “Spatial-temporal disparities, saving potential and influential factors of industrial land use efficiency: A case study in urban agglomeration in the middle reaches of the Yangtze River.” Land Use Policy 75: 518–529. https://doi.org/10.1016/j.landusepol.2018.04.027.
Xie, T., Y. Zhang, X. Zhang, and P. Nie. 2022. “Research on spatiotemporal evolution of new urbanization in the lower reaches of the Yellow River.” J. Urban Plann. Dev. 148 (4): 05022039. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000889.
Xie, X., B. Fang, H. Xu, S. He, and X. Li. 2021. “Study on the coordinated relationship between urban land use efficiency and ecosystem health in China.” Land Use Policy 102: 105235. https://doi.org/10.1016/j.landusepol.2020.105235.
Yang, H., and Q. Wu. 2019. “Land use eco-efficiency and its convergence characteristics under the constraint of carbon emissions in China.” IJERPH 16 (17): 3172. https://doi.org/10.3390/ijerph16173172.
Yu, J., K. Zhou, and S. Yang. 2019. “Land use efficiency and influencing factors of urban agglomerations in China.” Land Use Policy 88: 104143. https://doi.org/10.1016/j.landusepol.2019.104143.
Zeng, C., A. Zhang, L. Liu, and Y. Liu. 2017. “Administrative restructuring and land-use intensity—A spatial explicit perspective.” Land Use Policy 67: 190–199. https://doi.org/10.1016/j.landusepol.2017.05.034.
Zhang, N., K. Yu, and Z. Chen. 2017. “How does urbanization affect carbon dioxide emissions? A cross-country panel data analysis.” Energy Policy 107: 678–687. https://doi.org/10.1016/j.enpol.2017.03.072.
Zhang, P., D. Yang, M. Qin, and W. Jing. 2020. “Spatial heterogeneity analysis and driving forces exploring of built-up land development intensity in Chinese prefecture-level cities and implications for future urban land intensive use.” Land Use Policy 99: 104958. https://doi.org/10.1016/j.landusepol.2020.104958.
Zhao, J., D. Zhu, J. Cheng, X. Jiang, F. Lun, and Q. Zhang. 2021a. “Does regional economic integration promote urban land use efficiency? Evidence from the Yangtze River Delta, China.” Habitat Int. 116: 102404. https://doi.org/10.1016/j.habitatint.2021.102404.
Zhao, S., K. Zhao, Y. Yan, K. Zhu, and C. Guan. 2021b. “Spatio-temporal evolution characteristics and influencing factors of urban service-industry land in China.” Land 11 (1): 13. https://doi.org/10.3390/land11010013.
Zheng, H. W., G. Q. Shen, and H. Wang. 2014. “A review of recent studies on sustainable urban renewal.” Habitat Int. 41: 272–279. https://doi.org/10.1016/j.habitatint.2013.08.006.
Zheng, W., G. Q. Shen, H. Wang, J. Hong, and Z. Li. 2017. “Decision support for sustainable urban renewal: A multi-scale model.” Land Use Policy 69: 361–371. https://doi.org/10.1016/j.landusepol.2017.09.019.
Zhou, T., Y. Zhou, and G. Liu. 2017. “Key variables for decision-making on urban renewal in China: A case study of Chongqing.” Sustainability 9 (3): 370. https://doi.org/10.3390/su9030370.
Zhu, J., H. Pawson, H. Han, and B. Li. 2022. “How can spatial planning influence housing market dynamics in a pro-growth planning regime? A case study of Shanghai.” Land Use Policy 116: 106066. https://doi.org/10.1016/j.landusepol.2022.106066.
Zhu, T., G. Yang, and R. Wang. 2009. “Research progress in the domestic and foreign urban land intensive use quantitative evaluation.” Econo. Geogr. 29 (6): 977–983.
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Journal of Urban Planning and Development
Volume 150 • Issue 1 • March 2024
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© 2023 American Society of Civil Engineers.
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Received: Jan 24, 2023
Accepted: Aug 17, 2023
Published online: Oct 17, 2023
Published in print: Mar 1, 2024
Discussion open until: Mar 17, 2024
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