Submitted:
01 September 2025
Posted:
02 September 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Search Strategy and Selection Criteria
2.3. Data Extraction and Bias Assessment Framework
| Primary Bias Domains | Methodological Bias Domains |
| 1. Race/ethnicity data capture and analysis | 9. Assessment timing standardization |
| 2. Sex/gender distribution reporting and analysis | 10. Treatment effect controls |
| 3. Age-specific normative values utilization | 11. UPDRS ON/OFF state documentation |
| 4. Educational background adjustment | 12. Cognitive domain specification |
| 5. Geographic representation | 13. Institutional resource reporting |
| 6. Socioeconomic status consideration | 14. Underrepresented subgroup analysis |
| 7. Administrator training documentation | 15. Inclusion/exclusion criteria specification |
| 8. Digital literacy and technology access barriers | 16. Confounding variable control |
| 17. Sample size adequacy |
2.4. Bibliometric Analysis
- Publication trends over time
- Geographic distribution analysis
- Author collaboration networks
- Journal impact assessment
- Citation pattern analysis
- Keyword co-occurrence mapping
2.5. Statistical Analysis
3. Results
3.1. Publication Trends and Assessment Scale Development (1996-2024)
- Phase 1 (1996-2005) represents the establishment period with moderate UPDRS adoption and continued MMSE usage.
- Phase 2 (2006-2016) marks the innovation and validation period characterized by MoCA introduction and peak research activity across all scales.
- Phase 3 (2017-2024) shows the consolidation period with declining overall publication volumes, suggesting methodological maturity and established clinical utility.
3.2. Geographic Distribution Analysis
3.3. Authorship Patterns and Gender Distribution
3.4. Bias Domain Assessment


3.5. Journal and Citation Analysis
3.6. Temporal Trends
4. Discussion
4.1. Principal Findings
4.2. Geographic and Economic Disparities
4.3. Demographic Representation Gaps
4.4. Gender Disparities in Research Leadership
4.5. Methodological Bias Implications
4.6. Implications for Clinical Practice and Policy
4.7. Keyword Co-occurrence Network Analysis
4.8. Future Research Directions
- Inclusive validation studies: Large-scale validation studies specifically designed to assess scale performance across diverse demographic groups are urgently needed.
- Cultural adaptation research: Systematic investigation of cultural and linguistic factors affecting scale performance should be prioritized, particularly for global implementation.
- Digital equity research: As assessment tools increasingly incorporate digital components, research addressing digital literacy and access barriers becomes essential.
- Bias mitigation strategies: Development and testing of specific interventions to reduce bias in clinical assessment should be prioritized.
4.9. Limitations
5. Conclusions
| Characteristic | Value |
|---|---|
| Total papers analyzed | 109 |
| Publication period | 1996-2024 |
| Total authors examined | 655 |
| Countries represented | 34 |
| Journals represented | 47 |
| Most common assessment scales | UPDRS, MDS-UPDRS, MoCA, MMSE |
| JOURNAL TITLE | COUNTS | |
|---|---|---|
| 1. | Movement Disorders | 29 |
| 2. | Parkinsonism & Related Disorders | 11 |
| 3. | Movement Disorders Clinical Practice | 5 |
| 4. | Neurology | 5 |
| 5. | Neurological Sciences | 4 |
| 6. | Journal of Neurology | 4 |
| 7. | Journal of Parkinson’s Disease | 4 |
| 8. | International Journal of Geriatric Psychiatry | 2 |
| 9. | American Journal of Alzheimer's Disease & Othe... | 2 |
| 10. | European Journal of Neurology | 2 |
| 11. | Revue Neurologique | 2 |
| 12. | The Clinical Neuropsychologist | 2 |
| 13. | Parkinson's Disease | 2 |
| 14. | Neurología (English Edition) | 2 |
| 15. | Aging Clinical and Experimental Research | 1 |
| 16. | Health Informatics Journal | 1 |
| 17. | Frontiers in Neurology | 1 |
| 18. | Digital Biomarkers | 1 |
| 19. | Dementia and Geriatric Cognitive Disorders Extra | 1 |
| 20. | Clinical Parkinsonism & Related Disorders | 1 |
| 21. | Dementia & Neuropsychologia | 1 |
| 22. | Clinical Neuropharmacology | 1 |
| 23. | Brain and Cognition | 1 |
| 24. | Alzheimer Disease & Associated Disorders | 1 |
| 25. | Assessment | 1 |
| 26. | Archives of Clinical Neuropsychology | 1 |
| 27. | Applied Neuropsychology Adult | 1 |
| 28. | International Journal of Speech-Language Patho... | 1 |
| 29. | JAMA Neurology | 1 |
| 30. | IEEE Transactions on Neural Systems and Rehabi... | 1 |
| 31. | Health and Quality of Life Outcomes | 1 |
| 32. | Journal of the Neurological Sciences | 1 |
| 33. | Journal of the American Geriatrics Society | 1 |
| 34. | Journal of Neurology Neurosurgery & Psychiatry | 1 |
| 35. | Journal of Movement Disorders | 1 |
| 36. | Journal of Clinical Neurology | 1 |
| 37. | Journal of Clinical Neuroscience | 1 |
| 38. | Journal of Advanced Nursing | 1 |
| 39. | Journal of Clinical Medicine | 1 |
| 40. | Ideggyógyászati Szemle | 1 |
| 41. | Neurological Research | 1 |
| 42. | Medical Image Analysis | 1 |
| 43. | NeuroRehabilitation An International Interdisc... | 1 |
| 44. | Neurologia i Neurochirurgia Polska | 1 |
| 45. | Neurology India | 1 |
| 46. | PLOS ONE | 1 |
| 47. | Value in Health | 1 |
Author Contributions
Funding
Acknowledgements
Data Availability Statement
Ethics Statement
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| Region | Publications (n) | Percentage (%) | Income Level |
|---|---|---|---|
| Europe (HIC) | 48 | 44.0 | High |
| North America (HIC) | 39 | 35.8 | High |
| Asia (HIC) | 9 | 8.3 | High |
| Asia (LMIC) | 4 | 3.7 | LMIC |
| Oceania (HIC) | 3 | 2.8 | High |
| South America (LMIC) | 3 | 2.8 | LMIC |
| Africa (LMIC) | 2 | 1.8 | LMIC |
| North America (LMIC) | 1 | 0.9 | LMIC |
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