| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.542 | -0.567 |
|
Retracted Output
|
-0.165 | -0.207 |
|
Institutional Self-Citation
|
-0.420 | -0.676 |
|
Discontinued Journals Output
|
1.286 | 1.400 |
|
Hyperauthored Output
|
-0.442 | -0.348 |
|
Leadership Impact Gap
|
2.149 | 2.037 |
|
Hyperprolific Authors
|
-0.520 | -0.801 |
|
Institutional Journal Output
|
-0.268 | 0.409 |
|
Redundant Output
|
-0.486 | -0.756 |
Tribhuvan University demonstrates a robust overall integrity profile, reflected in a low aggregate risk score of 0.115. The institution's primary strengths lie in its clear commitment to external validation, with exceptionally low rates of output in institutional journals and minimal evidence of redundant publications. However, areas requiring strategic attention have been identified, particularly a medium-risk exposure to publication in discontinued journals and a significant gap between its overall research impact and the impact of work where it holds intellectual leadership. These vulnerabilities stand in contrast to the university's dominant position in the national academic landscape, as evidenced by its top national rankings in diverse fields such as Pharmacology, Toxicology and Pharmaceutics; Arts and Humanities; Medicine; and Social Sciences, according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, these findings highlight a potential tension: the risk of dependency on external collaborators and publication in low-quality channels could undermine the sovereign excellence and societal impact expected of a leading national university. A proactive strategy to enhance researcher literacy on publication venues and to foster internal research leadership would solidify its strong foundation and ensure its long-term scientific autonomy and prestige.
The institution presents a Z-score of -0.542, a value that is statistically aligned with the national average of -0.567. This alignment indicates that the university's practices regarding researcher affiliations are in sync with the national context, reflecting a normal and expected level of collaboration. The data shows no evidence of disproportionately high rates that might signal strategic attempts to inflate institutional credit or engage in “affiliation shopping,” suggesting that current collaborative patterns are organic and legitimate.
With a Z-score of -0.165, the university's rate of retracted publications is consistent with the national benchmark of -0.207. This correspondence suggests that the institution's pre-publication quality control mechanisms are functioning at a level comparable to its peers across the country. The low score indicates the absence of systemic failures or recurring malpractice that would lead to an unusually high number of retractions, reflecting a standard and responsible approach to correcting the scientific record.
The university's Z-score for this indicator is -0.420, which, while in the low-risk category, is slightly higher than the national average of -0.676. This minor deviation points to an incipient vulnerability that warrants observation. Although a certain level of self-citation is natural, this signal suggests a need to ensure that research lines do not become insular 'echo chambers.' It is important to verify that the institution's academic influence is being validated by the broader global community rather than being disproportionately sustained by internal citation dynamics.
The institution's Z-score of 1.286, while indicating a medium risk, is notably lower than the national average of 1.400. This suggests that the university exercises more effective management and due diligence in selecting publication channels than many of its national peers. Nevertheless, the medium-risk score remains a critical alert, indicating that a portion of its scientific output is being channeled through media that fail to meet international ethical or quality standards. This exposes the institution to reputational risks and highlights an urgent need to enhance information literacy among researchers to avoid channeling valuable work into 'predatory' or low-impact venues.
With a Z-score of -0.442, the university demonstrates a more prudent approach to authorship than the national standard, which has a score of -0.348. This favorable position indicates that the institution manages its collaborative processes with greater rigor. The low rate suggests a healthy culture that effectively distinguishes between necessary, large-scale collaboration and practices like 'honorary' or political authorship, thereby preserving individual accountability and transparency in its scientific contributions.
The institution exhibits a Z-score of 2.149 in this area, a medium-risk value that is higher than the national average of 2.037. This indicates a high exposure to dependency risk, as the gap between its overall impact and the impact of research it leads is more pronounced than in the rest of the country. This wide positive gap signals a potential sustainability issue, suggesting that a significant portion of its scientific prestige is dependent and exogenous, not structural. This finding invites a strategic reflection on whether its excellence metrics stem from genuine internal capacity or from a supporting role in collaborations where it does not exercise primary intellectual leadership.
The university's Z-score of -0.520 is in the low-risk range but is higher than the national average of -0.801, signaling an incipient vulnerability. While high productivity is not inherently negative, this score suggests the presence of authorship patterns that warrant a closer look. It serves as a prompt to ensure a healthy balance between quantity and quality, and to monitor for potential risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, which can prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 places it in the very low-risk category, a stark and positive contrast to the country's medium-risk average of 0.409. This demonstrates a clear institutional policy, formal or informal, that avoids the risk dynamics common in its environment. By prioritizing external, independent peer review over in-house journals, the university effectively mitigates the risks of academic endogamy and conflicts of interest. This approach enhances the global visibility and competitive validation of its research, steering clear of using internal channels as potential 'fast tracks' for publication.
With a Z-score of -0.486, the university's risk for this indicator is very low, though slightly more pronounced than the national average of -0.756. This suggests the existence of some residual noise in an otherwise healthy environment. While there is no evidence of a systemic issue, this minor signal indicates that the institution is the first to show faint signs of data fragmentation or 'salami slicing.' These isolated instances, where studies may be divided into minimal publishable units, are not a current threat but should be monitored to prevent the development of a practice that could distort the scientific evidence base.