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©The Author(s) 2025.
World J Methodol. Sep 20, 2025; 15(3): 99403
Published online Sep 20, 2025. doi: 10.5662/wjm.v15.i3.99403
Published online Sep 20, 2025. doi: 10.5662/wjm.v15.i3.99403
Table 1 Top ten authors of artificial intelligence articles in neurology disorders diagnosis
| Rank | Authors | Documents | Country | H-index | Institute |
| 1 | U Rajendra Acharya | 5 | Australia | 146 | University of Southern Queensland |
| 2 | Norlinah Mohamed Ibrahim | 3 | Malaysia | 39 | University Kebangsaan Malaysia |
| 3 | Khairiyah Mohamad | 3 | Malaysia | - | University Kebangsaan Malaysia |
| 4 | M Murugappan | 3 | Kuwait | 43 | Kuwait College of Science and Technology |
| 5 | Mohammad Iqbal Omar | 3 | Malaysia | 19 | MERCY Malaysia |
| 6 | Ramaswamy Palaniappan | 3 | United Kingdom | 39 | University of Kent |
| 7 | Kenneth Sundaraj | 3 | Malaysia | 30 | Technical University of Malaysia, Malacca |
| 8 | Rjamanickam Yuvaraj | 3 | Malaysia | 23 | University Malaysia Perlis |
| 9 | Islem Rekik | 3 | United Kingdom | 30 | Imperial College London |
| 10 | Hojjat Adeli | 2 | United States | 136 | The Ohio State University |
Table 2 Top ten institutions of artificial intelligence articles in neurology disorders diagnosis
| Rank | Institute | Country | Documents | Percentage (n = 276) | Citations |
| 1 | Johns Hopkins University | United States | 7 | 2.54% | 244 |
| 2 | King's College London | United Kingdom | 7 | 2.54% | 419 |
| 3 | Harvard Medical School | United States | 6 | 2.17% | 34 |
| 4 | Chinese Academy of Sciences | China | 5 | 1.81% | 131 |
| 5 | University of Oxford | United Kingdom | 5 | 1.81% | 73 |
| 6 | King Saudi University | Saudi Arabia | 4 | 1.45% | 40 |
| 7 | University of Pennsylvania | United States | 4 | 1.45% | 132 |
| 8 | University of Sao Paulo | Brazil | 4 | 1.45% | 37 |
| 9 | Zhejiang University | China | 4 | 1.45% | 23 |
| 10 | Boston Children's Hospital | United States | 3 | 1.09% | 4 |
Table 3 Top ten countries of artificial intelligence articles in neurology disorders diagnosis
| Rank | Country | Documents | Percentages (n = 276) |
| 1 | United States | 77 | 27.90% |
| 2 | India | 42 | 15.22% |
| 3 | China | 36 | 13.00% |
| 4 | United Kingdom | 31 | 11.23% |
| 5 | Germany | 22 | 7.97% |
| 6 | Italy | 22 | 7.97% |
| 7 | Canada | 15 | 5.43% |
| 8 | Australia | 13 | 4.71% |
| 9 | Brazil | 12 | 4.35% |
| 10 | Saudi Arabia | 11 | 3.99% |
Table 4 Top ten journals of artificial intelligence articles in neurology disorders diagnosis
| Rank | Journal | Documents | Total citations | IF (JCR, 2024) | Quartile in category (JCR, 2024) |
| 1 | IEEE Access | 12 | 78 | 3.4 | Q2 |
| 2 | Scientific Reports | 10 | 96 | 3.8 | Q1 |
| 3 | Sensors | 8 | 100 | 3.4 | Q2 |
| 4 | Applied Sciences-Basel | 7 | 64 | 2.5 | Q2 |
| 5 | Frontiers in Neuroscience | 7 | 151 | 3.2 | Q2 |
| 6 | Biomedical Signal Processing and Control | 5 | 62 | 4.9 | Q1 |
| 7 | Plos One | 5 | 137 | 2.9 | Q1 |
| 8 | Diagnostics | 4 | 20 | 3.0 | Q1 |
| 9 | Frontiers in Computational Neuroscience | 4 | 14 | 2.1 | Q3 |
| 10 | Frontiers in Neurology | 4 | 13 | 2.7 | Q3 |
Table 5 Top 20 keywords of artificial intelligence articles in neurology disorders diagnosis
| Rank | Keyword | Occurrence |
| 1 | Machine learning | 91 |
| 2 | Classification | 63 |
| 3 | EEG | 47 |
| 4 | Alzheimer’s-disease | 46 |
| 5 | Deep learning | 44 |
| 6 | Parkinsons-disease | 33 |
| 7 | Diagnosis | 32 |
| 8 | Artificial intelligence | 27 |
| 9 | Epilepsy | 26 |
| 10 | Neurological disorders | 23 |
| 11 | Brain | 16 |
| 12 | Disease | 16 |
| 13 | Children | 15 |
| 14 | Features | 15 |
| 15 | Functional connectivity | 15 |
| 16 | MRI | 15 |
| 17 | Prediction | 14 |
| 18 | Dementia | 12 |
| 19 | Feature extraction | 12 |
| 20 | Performance | 11 |
- Citation: Tarazi A, Aburrub A, Hijah M. Use of artificial intelligence in neurological disorders diagnosis: A scientometric study. World J Methodol 2025; 15(3): 99403
- URL: https://www.wjgnet.com/2222-0682/full/v15/i3/99403.htm
- DOI: https://dx.doi.org/10.5662/wjm.v15.i3.99403
