Guangmin Zhou

56.3k total citations · 69 hit papers
390 papers, 48.5k citations indexed

About

Guangmin Zhou is a scholar working on Electrical and Electronic Engineering, Automotive Engineering and Mechanical Engineering. According to data from OpenAlex, Guangmin Zhou has authored 390 papers receiving a total of 48.5k indexed citations (citations by other indexed papers that have themselves been cited), including 357 papers in Electrical and Electronic Engineering, 111 papers in Automotive Engineering and 73 papers in Mechanical Engineering. Recurrent topics in Guangmin Zhou's work include Advancements in Battery Materials (291 papers), Advanced Battery Materials and Technologies (237 papers) and Advanced Battery Technologies Research (110 papers). Guangmin Zhou is often cited by papers focused on Advancements in Battery Materials (291 papers), Advanced Battery Materials and Technologies (237 papers) and Advanced Battery Technologies Research (110 papers). Guangmin Zhou collaborates with scholars based in China, United States and Australia. Guangmin Zhou's co-authors include Hui–Ming Cheng, Feng Li, Yi Cui, Dawei Wang, Zhong‐Shuai Wu, Lichang Yin, Wencai Ren, Wei Lv, Quan‐Hong Yang and Arumugam Manthiram and has published in prestigious journals such as Nature, Chemical Reviews and Proceedings of the National Academy of Sciences.

In The Last Decade

Guangmin Zhou

373 papers receiving 47.9k citations

Hit Papers

Graphene Anchored with Co3O4 Nanoparticles as Anode of Li... 2010 2026 2015 2020 2010 2010 2011 2013 2016 500 1000 1.5k 2.0k
What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

  1. Graphene Anchored with Co3O4 Nanoparticles as Anode of Lithium Ion Batteries with Enhanced Reversible Capacity and Cyclic Performance
    2010 2.2k citations Guangmin Zhou, Hui–Ming Cheng et al. profile →
  2. Graphene-Wrapped Fe3O4 Anode Material with Improved Reversible Capacity and Cyclic Stability for Lithium Ion Batteries
    2010 1.7k citations Guangmin Zhou, Hui–Ming Cheng et al. profile →
  3. Graphene/metal oxide composite electrode materials for energy storage
    2011 1.6k citations Guangmin Zhou, Hui–Ming Cheng et al. profile →
  4. Progress in flexible lithium batteries and future prospects
    2013 1.4k citations Guangmin Zhou, Hui–Ming Cheng et al. Energy & Environmental Science profile →
  5. Balancing surface adsorption and diffusion of lithium-polysulfides on nonconductive oxides for lithium–sulfur battery design
    2016 1.3k citations Guangmin Zhou et al. Nature Communications profile →
  6. Catalytic oxidation of Li 2 S on the surface of metal sulfides for Li−S batteries
    2017 1.2k citations Guangmin Zhou et al. profile →
  7. Anchoring Hydrous RuO2 on Graphene Sheets for High‐Performance Electrochemical Capacitors
    2010 1.0k citations Guangmin Zhou, Hui–Ming Cheng et al. profile →
  8. Oxygen Bridges between NiO Nanosheets and Graphene for Improvement of Lithium Storage
    2012 1.0k citations Guangmin Zhou, Hui–Ming Cheng et al. profile →
  9. Twinborn TiO2–TiN heterostructures enabling smooth trapping–diffusion–conversion of polysulfides towards ultralong life lithium–sulfur batteries
    2017 992 citations Guangmin Zhou, Feiyu Kang et al. Energy & Environmental Science profile →
  10. Long-life Li/polysulphide batteries with high sulphur loading enabled by lightweight three-dimensional nitrogen/sulphur-codoped graphene sponge
    2015 970 citations Guangmin Zhou et al. Nature Communications profile →
  11. A Graphene–Pure‐Sulfur Sandwich Structure for Ultrafast, Long‐Life Lithium–Sulfur Batteries
    2013 934 citations Guangmin Zhou, Shaogang Wang et al. Advanced Materials profile →
  12. Catalytic Effects in Lithium–Sulfur Batteries: Promoted Sulfur Transformation and Reduced Shuttle Effect
    2017 882 citations Guangmin Zhou et al. profile →
  13. Formulating energy density for designing practical lithium–sulfur batteries
    2022 756 citations Guangmin Zhou et al. profile →
  14. Carbon–sulfur composites for Li–S batteries: status and prospects
    2013 743 citations Guangmin Zhou, Hui–Ming Cheng et al. Journal of Materials Chemistry A profile →
  15. Fibrous Hybrid of Graphene and Sulfur Nanocrystals for High-Performance Lithium–Sulfur Batteries
    2013 711 citations Guangmin Zhou, Hui–Ming Cheng et al. profile →
  16. Capture and Catalytic Conversion of Polysulfides by In Situ Built TiO2‐MXene Heterostructures for Lithium–Sulfur Batteries
    2019 571 citations Guangmin Zhou et al. profile →
  17. A Flexible Sulfur‐Graphene‐Polypropylene Separator Integrated Electrode for Advanced Li–S Batteries
    2014 559 citations Guangmin Zhou, Hui–Ming Cheng et al. Advanced Materials profile →
  18. Theoretical Calculation Guided Design of Single-Atom Catalysts toward Fast Kinetic and Long-Life Li–S Batteries
    2019 525 citations Guangmin Zhou, Tianshuai Wang et al. profile →
  19. A graphene foam electrode with high sulfur loading for flexible and high energy Li-S batteries
    2014 524 citations Guangmin Zhou, Shaogang Wang et al. profile →
  20. Nanoporous polyethylene microfibres for large-scale radiative cooling fabric
    2018 515 citations Guangmin Zhou et al. profile →
  21. Entrapment of Polysulfides by a Black‐Phosphorus‐Modified Separator for Lithium–Sulfur Batteries
    2016 481 citations Guangmin Zhou et al. Advanced Materials profile →
  22. A flexible nanostructured sulphur–carbon nanotube cathode with high rate performance for Li-S batteries
    2012 480 citations Guangmin Zhou, Hui–Ming Cheng et al. Energy & Environmental Science profile →
  23. Self-healing SEI enables full-cell cycling of a silicon-majority anode with a coulombic efficiency exceeding 99.9%
    2017 475 citations Guangmin Zhou et al. Energy & Environmental Science profile →
  24. Dual‐Confined Flexible Sulfur Cathodes Encapsulated in Nitrogen‐Doped Double‐Shelled Hollow Carbon Spheres and Wrapped with Graphene for Li–S Batteries
    2015 474 citations Guangmin Zhou et al. profile →
  25. Surface Fluorination of Reactive Battery Anode Materials for Enhanced Stability
    2017 455 citations Guangmin Zhou, Zheng Liang et al. profile →
  26. Conformal Lithium Fluoride Protection Layer on Three-Dimensional Lithium by Nonhazardous Gaseous Reagent Freon
    2017 428 citations Guangmin Zhou et al. profile →
  27. Air-stable and freestanding lithium alloy/graphene foil as an alternative to lithium metal anodes
    2017 425 citations Guangmin Zhou, Hui–Ming Cheng et al. profile →
  28. Solid-State Lithium–Sulfur Batteries Operated at 37 °C with Composites of Nanostructured Li7La3Zr2O12/Carbon Foam and Polymer
    2017 417 citations Guangmin Zhou et al. profile →
  29. Bidirectional Catalysts for Liquid–Solid Redox Conversion in Lithium–Sulfur Batteries
    2020 397 citations Tianshuai Wang, Guangmin Zhou et al. Advanced Materials profile →
  30. Direct regeneration of degraded lithium-ion battery cathodes with a multifunctional organic lithium salt
    2023 371 citations Guanjun Ji, Junxiong Wang et al. Nature Communications profile →
  31. Engineering d‐p Orbital Hybridization in Single‐Atom Metal‐Embedded Three‐Dimensional Electrodes for Li–S Batteries
    2021 365 citations Zhiyuan Han, Guangmin Zhou et al. Advanced Materials profile →
  32. Nanowires for Electrochemical Energy Storage
    2019 363 citations Guangmin Zhou et al. profile →
  33. Optimized Catalytic WS2–WO3 Heterostructure Design for Accelerated Polysulfide Conversion in Lithium–Sulfur Batteries
    2020 289 citations Guangmin Zhou, Feiyu Kang et al. profile →
  34. Highly Dispersed Cobalt Clusters in Nitrogen‐Doped Porous Carbon Enable Multiple Effects for High‐Performance Li–S Battery
    2020 285 citations Guangmin Zhou et al. profile →
  35. Constructing a Stable Interface Layer by Tailoring Solvation Chemistry in Carbonate Electrolytes for High‐Performance Lithium‐Metal Batteries
    2021 281 citations Zhihong Piao, Runhua Gao et al. Advanced Materials profile →
  36. Insights into the solvation chemistry in liquid electrolytes for lithium-based rechargeable batteries
    2023 256 citations Guangmin Zhou et al. profile →
  37. Toward Direct Regeneration of Spent Lithium-Ion Batteries: A Next-Generation Recycling Method
    2024 232 citations Junxiong Wang, Jun Ma et al. profile →
  38. Machine-learning-assisted design of a binary descriptor to decipher electronic and structural effects on sulfur reduction kinetics
    2023 229 citations Zhiyuan Han, Runhua Gao et al. profile →
  39. Fundamentals, status and challenges of direct recycling technologies for lithium ion batteries
    2023 217 citations Haocheng Ji, Junxiong Wang et al. profile →
  40. A nonflammable electrolyte for ultrahigh-voltage (4.8 V-class) Li||NCM811 cells with a wide temperature range of 100 °C
    2022 214 citations Zhihong Piao, Guangmin Zhou et al. Energy & Environmental Science profile →
  41. Sustainable upcycling of spent LiCoO2 to an ultra-stable battery cathode at high voltage
    2023 213 citations Junxiong Wang, Jun Ma et al. profile →
  42. A recyclable biomass electrolyte towards green zinc-ion batteries
    2023 204 citations Xijun Wei, Guangmin Zhou et al. Nature Communications profile →
  43. Adaptable Eutectic Salt for the Direct Recycling of Highly Degraded Layer Cathodes
    2022 198 citations Jun Ma, Junxiong Wang et al. profile →
  44. A Review on Regulating Li+Solvation Structures in Carbonate Electrolytes for Lithium Metal Batteries
    2022 190 citations Zhihong Piao, Runhua Gao et al. Advanced Materials profile →
  45. Direct and green repairing of degraded LiCoO2 for reuse in lithium-ion batteries
    2022 172 citations Junxiong Wang, Zheng Liang et al. profile →
  46. Recycling spent LiNi 1-x-y Mn x Co y O 2 cathodes to bifunctional NiMnCo catalysts for zinc-air batteries
    2022 164 citations Junxiong Wang, Chuang Li et al. profile →
  47. Long‐Life Regenerated LiFePO4 from Spent Cathode by Elevating the d‐Band Center of Fe
    2022 160 citations Junxiong Wang, Zheng Liang et al. Advanced Materials profile →
  48. Rational Design of Flexible Zn-Based Batteries for Wearable Electronic Devices
    2023 159 citations Runhua Gao, Zhihong Piao et al. profile →
  49. Ultrahigh‐Voltage LiCoO2 at 4.7 V by Interface Stabilization and Band Structure Modification
    2023 156 citations Junxiong Wang, Guanjun Ji et al. Advanced Materials profile →
  50. Flexible Zinc–Air Batteries with Ampere‐Hour Capacities and Wide‐Temperature Adaptabilities
    2023 148 citations Mengtian Zhang, Hui–Ming Cheng et al. Advanced Materials profile →
  51. An extended substrate screening strategy enabling a low lattice mismatch for highly reversible zinc anodes
    2024 146 citations Mengtian Zhang, Guangmin Zhou et al. Nature Communications profile →
  52. Regulating the Spin State Configuration in Bimetallic Phosphorus Trisulfides for Promoting Sulfur Redox Kinetics
    2023 138 citations Biao Chen, Chuang Li et al. profile →
  53. A Semisolvated Sole-Solvent Electrolyte for High-Voltage Lithium Metal Batteries
    2023 136 citations Zhihong Piao, Xinru Wu et al. profile →
  54. Dual‐Functional V2C MXene Assembly in Facilitating Sulfur Evolution Kinetics and Li‐Ion Sieving toward Practical Lithium–Sulfur Batteries
    2023 136 citations Xijun Wei, Guangmin Zhou et al. Advanced Materials profile →
  55. Topotactic Transformation of Surface Structure Enabling Direct Regeneration of Spent Lithium-Ion Battery Cathodes
    2023 122 citations Junxiong Wang, Zhihong Piao et al. profile →
  56. Fe3O4-doped mesoporous carbon cathode with a plumber’s nightmare structure for high-performance Li-S batteries
    2024 121 citations Mengtian Zhang, Xinru Wu et al. Nature Communications profile →
  57. Degradation Mechanisms of Electrodes Promotes Direct Regeneration of Spent Li‐Ion Batteries: A Review
    2024 101 citations Zhihong Piao, Junxiong Wang et al. Advanced Materials profile →
  58. Chlorine bridge bond-enabled binuclear copper complex for electrocatalyzing lithium–sulfur reactions
    2024 93 citations Runhua Gao, Zhiyuan Han et al. Nature Communications profile →
  59. A locally solvent-tethered polymer electrolyte for long-life lithium metal batteries
    2024 90 citations Mengtian Zhang, Xiao Xiao et al. Nature Communications profile →
  60. Energy-saving hydrogen production by seawater electrolysis coupling tip-enhanced electric field promoted electrocatalytic sulfion oxidation
    2024 89 citations Zhexuan Liu, Shaogang Wang et al. Nature Communications profile →
  61. Sustainable upcycling of mixed spent cathodes to a high-voltage polyanionic cathode material
    2024 85 citations Guanjun Ji, Junxiong Wang et al. Nature Communications profile →
  62. Pathway decisions for reuse and recycling of retired lithium-ion batteries considering economic and environmental functions
    2024 79 citations Guanjun Ji, Guangmin Zhou et al. Nature Communications profile →
  63. A review of direct recycling methods for spent lithium-ion batteries
    2024 66 citations Yang Cao, Junfeng Li et al. Energy storage materials profile →
  64. An ultraflexible energy harvesting-storage system for wearable applications
    2024 66 citations Xiao Xiao, Simin Cheng et al. Nature Communications profile →
  65. Li2ZrF6-based electrolytes for durable lithium metal batteries
    2025 64 citations Geoffrey I. N. Waterhouse, Guangmin Zhou et al. profile →
  66. Toward Circular Energy: Exploring Direct Regeneration for Lithium‐Ion Battery Sustainability
    2024 62 citations Xiaoxue Wu, Junxiong Wang et al. Advanced Materials profile →
  67. Direct recycling of spent cathode material at ambient conditions via spontaneous lithiation
    2024 62 citations Junxiong Wang, Haocheng Ji et al. profile →
  68. 2D Nanochannel Interlayer Realizing High‐Performance Lithium–Sulfur Batteries
    2025 38 citations Jiao‐Jing Shao, Tianshuai Wang et al. Advanced Materials profile →
  69. Efficient and Scalable Direct Regeneration of Spent Layered Cathode Materials via Advanced Oxidation
    2025 27 citations Junfeng Li, Haocheng Ji et al. Advanced Materials profile →

Peers

Guangmin Zhou
Comparison fields: 5 of 147
  • Electrical and Electronic Engineering 42.7k
  • Materials Chemistry 11.9k
  • Electronic, Optical and Magnetic Materials 11.7k
  • Automotive Engineering 11.5k
  • Mechanical Engineering 5.0k
Replace Xiaobo Ji with:
Xiaobo Ji China
Shulei Chou China
Yu‐Guo Guo China
Renjie Chen China
Xing‐Long Wu China
Feng Wu China
Jia‐Qi Huang China
Yuping Wu China
Quan‐Hong Yang China
Yongyao Xia China
Xiaobo Ji China View profile →
Citations per field, relative to Guangmin Zhou
Guangmin Zhou · 1×
Citations per year, relative to Guangmin Zhou
Guangmin Zhou · 1×

Countries citing papers authored by Guangmin Zhou

Since Specialization
Citations

This map shows the geographic impact of Guangmin Zhou's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Guangmin Zhou with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Guangmin Zhou more than expected).

Fields of papers citing papers by Guangmin Zhou

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Guangmin Zhou. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Guangmin Zhou. The network helps show where Guangmin Zhou may publish in the future.

Co-authorship network of co-authors of Guangmin Zhou

This figure shows the co-authorship network connecting the top 25 collaborators of Guangmin Zhou. A scholar is included among the top collaborators of Guangmin Zhou based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Guangmin Zhou. Guangmin Zhou is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
# Work Indexed citations
1
Intraparticle alloying-plating reaction for high-performing lithium metal batteries with low volume expansion
2025 ·Materials Today ·Zidong Chen, Yiteng Luo, Dongsheng Yang, Yuhang Hu, Huaiyu Hou, Nikhil Koratkar, Guangmin Zhou, Wei Liu
5
2
Scalable ultrathin solid electrolyte from recycled Antheraea pernyi silk with regulated ion transport for solid-state Li–S batteries
2025 ·eScience ·Lu Nie, Li Yang, Xiaoyan Wu, Mengtian Zhang, Xinru Wu, Xiao Xiao, Runhua Gao, Zhihong Piao, Xian Wu, (unknown), Shaojie Chen, Yanfei Zhu, Yi Yu, Shengjie Ling, Ke Zheng, Guangmin Zhou
6
3
Redox‐Mediated Lithium Recovery From Spent LiFePO 4 Stabilizes Ferricyanide Catholyte for Durable Zinc‐Ferricyanide Flow Batteries
2025 ·Angewandte Chemie ·Junqiang Wang, Zhexuan Liu, Zhizhao Xu, Mei Ding, Bo Lü, Chuankun Jia, Guangmin Zhou
0
4
Redox‐Mediated Lithium Recovery From Spent LiFePO 4 Stabilizes Ferricyanide Catholyte for Durable Zinc‐Ferricyanide Flow Batteries
2025 ·Angewandte Chemie International Edition ·Junqiang Wang, Zhexuan Liu, Zhizhao Xu, Mei Ding, Bo Lü, Chuankun Jia, Guangmin Zhou
2
5
Impact of electric vehicle battery recycling on reducing raw material demand and battery life-cycle carbon emissions in China
2025 ·Scientific Reports ·Rui Jiang, Chengke Wu, (unknown), Kairui You, Jian Liu, Guangmin Zhou, (unknown), Hui–Ming Cheng
17
6
A flexible and potassiphilic porous interconnected mediator for dendrite-free and stable potassium metal anodes
2024 ·Energy storage materials ·Lili Song, Ren‐Ke Li, Wenjing Liao, Jianlu Sun, Xiaodong Li, Yifan Xu, Guangmin Zhou, Xiaosi Zhou
14
7
In situ constructing a porous organic component-zincophilic Cu clusters layer on zinc anode for high performance aqueous zinc ion batteries
2024 ·Chemical Engineering Journal ·(unknown), (unknown), (unknown), Xingfu Yang, Jie Lei, Yan Shi, Xiaohu Chen, Jiao‐Jing Shao, (unknown), Guangmin Zhou
15
8
A review of direct recycling methods for spent lithium-ion batteries breakdown →
2024 ·Energy storage materials ·Yang Cao, Junfeng Li, Haocheng Ji, Xijun Wei, Guangmin Zhou, Hui–Ming Cheng
66
9
Intrinsic carbon structure modification overcomes the challenge of potassium bond chemistry
2024 ·Energy & Environmental Science ·Xijun Wei, Yuyang Yi, (unknown), (unknown), Qi Wan, Guangjun Gou, Yunhuai Zhang, Guangmin Zhou, Yingze Song
28
10
A high-current initiated formation strategy for improved cycling stability of anode-free lithium metal batteries
2024 ·Journal of Materials Chemistry A ·(unknown), Mengtian Zhang, Geng Zhong, (unknown), Jie Biao, Chuang Li, Yanru Liu, Guangmin Zhou, Feiyu Kang, Yidan Cao
10
11
A Large‐Scale Fabrication of Flexible, Ultrathin, and Robust Solid Electrolyte for Solid‐State Lithium‐Sulfur Batteries
2024 ·Advanced Materials ·Lu Nie, (unknown), Xiaoyan Wu, Mengtian Zhang, Xiao Xiao, Runhua Gao, Xinru Wu, Yanfei Zhu, Shaojie Chen, Zhiyuan Han, Yi Yu, Shaogang Wang, Shengjie Ling, Guangmin Zhou
31
12
Highly Reversible Sodium‐ion Storage in A Bifunctional Nanoreactor Based on Single‐atom Mn Supported on N‐doped Carbon over MoS2 Nanosheets
2024 ·Angewandte Chemie International Edition ·Simi Sui, Haonan Xie, Biao Chen, Tianshuai Wang, (unknown), Jingyi Wang, Junwei Sha, Enzuo Liu, Shan Zhu, Kaixiang Lei, Shijian Zheng, Guangmin Zhou, Chunnian He, Wenbin Hu, Fang He, Naiqin Zhao
12
13
An ultraflexible energy harvesting-storage system for wearable applications breakdown →
2024 ·Nature Communications ·(unknown), Xiao Xiao, Simin Cheng, Haotian Guo, Jinsheng Zhang, Peter Müller‐Buschbaum, Guangmin Zhou, Xiaomin Xu, Hui–Ming Cheng
66
14
Alkaline Zn-Mn aqueous flow batteries with ultrahigh voltage and energy density
2023 ·Energy storage materials ·(unknown), Minghui Yang, Mei Ding, (unknown), Jinlong Liu, Guangmin Zhou, Chuankun Jia, Geoffrey I. N. Waterhouse
39
15
A perpendicular micro-hole array for efficient ion transport in a thick, dense MoS2-based capacitive electrode
2023 ·Energy storage materials ·Chuang Yang, Peiyao Wang, Zhiyuan Xiong, Xin Wu, Hui Chen, Jing Xiao, Guangmin Zhou, Lixin Liang, Guangjin Hou, Dan Li, Jefferson Zhe Liu, Hui–Ming Cheng, Ling Qiu
7
16
MnFe Prussian blue analogue-derived P3-K0.5Mn0.67Fe0.33O1.95N0.05 cathode material for high-performance potassium-ion batteries
2023 ·Energy storage materials ·Liping Duan, Haowei Tang, (unknown), Jiaying Liao, Xiaodong Li, Guangmin Zhou, Xiaosi Zhou
35
17
Engineering the interfacial doping of 2D heterostructures with good bidirectional reaction kinetics for durably reversible sodium-ion batteries
2023 ·Energy storage materials ·Haonan Xie, Biao Chen, Chunyang Liu, (unknown), Simi Sui, Enzuo Liu, Guangmin Zhou, Chunnian He, Wenbin Hu, Naiqin Zhao
47
18
Air-stable high-PLQY cesium lead halide perovskites for laser-patterned displays
2023 ·Journal of Materials Chemistry C ·Ping Liu, (unknown), Wanqing Cai, (unknown), Kai Chang, Xinyan Zhao, Zhichun Si, Weiwei Deng, Yuanyuan Zhou, Guangmin Zhou, Guodan Wei
9
19
Homogeneous Repair of Highly Degraded Ni‐Rich Cathode Material with Spent Lithium Anode
2023 ·Advanced Materials ·Ruyu Shi, (unknown), Haocheng Ji, Mengtian Zhang, Xiao Xiao, Jun Ma, Wen Chen, Junxiong Wang, Hui–Ming Cheng, Guangmin Zhou
42
20
Toward Sustainable All Solid‐State Li–Metal Batteries: Perspectives on Battery Technology and Recycling Processes
2023 ·Advanced Materials ·Xiaoxue Wu, Guanjun Ji, Junxiong Wang, Guangmin Zhou, Zheng Liang
61

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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