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Knowledge Mapping Analysis of Livelihood Vulnerability Visualization Based on WoS and CNKI
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Zhendong LIN
Science Technology and Industry | 2025, 25(9) : 311 - 318
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Science Technology and Industry | 2025, 25(9): 311-318
Governance & Performance
Knowledge Mapping Analysis of Livelihood Vulnerability Visualization Based on WoS and CNKI
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Zhendong LIN
Affiliations
  • School of Public Administration & Law, Fujian Agriculture and Forestry University, Fuzhou 350002, China
Published: 2025-05-10
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Trough mapping the knowledge structure of livelihood vulnerability research, the current landscape was clarified, key research areas was highlighted, evolving trends was traced, and future research directions was proposed, offering valuable insights for advancing this field. Using CiteSpace visualization software, studies on livelihood vulnerability published from 2008 to 2024 in the Web of Science (WoS) and CNKI (China National Knowledge Network) databases were compared, their progression, core themes, and emerging trends were analyzed. The findings reveal the volume of research in this field has grown steadily, with France and the UK forming the core of an collaboration network, supported by strong partnerships among scholars and institutions. Early studies focused on climate change, natural disasters, and household livelihood dynamics, while recent research emphasizes regional and empirical analyses, livelihood capital, poverty-alleviated households, visualization techniques, rural revitalization, risk of poverty recurrence, and livelihood resilience. Future research on livelihood vulnerability should deepen efforts in collaboration, topics, and methodologies, while continuing to extract and refine China’s rural anti-poverty experiences to support the comprehensive advancement of the rural revitalization strategy.

livelihood vulnerability  /  CiteSpace  /  visualization analysis  /  farmers’ livelihoods  /  risk of poverty recurrence
Zhendong LIN. Knowledge Mapping Analysis of Livelihood Vulnerability Visualization Based on WoS and CNKI[J]. Science Technology and Industry, 2025 , 25 (9) : 311 -318 .
Year 2025 volume 25 Issue 9
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Article Info
  • Receive Date:2024-10-18
  • Online Date:2025-07-18
  • Published:2025-05-10
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  • Received:2024-10-18
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    School of Public Administration & Law, Fujian Agriculture and Forestry University, Fuzhou 350002, China
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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