| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.111 | -0.021 |
|
Retracted Output
|
0.061 | 1.173 |
|
Institutional Self-Citation
|
-1.094 | -0.059 |
|
Discontinued Journals Output
|
0.323 | 0.812 |
|
Hyperauthored Output
|
-0.563 | -0.681 |
|
Leadership Impact Gap
|
3.348 | 0.218 |
|
Hyperprolific Authors
|
-0.591 | 0.267 |
|
Institutional Journal Output
|
-0.268 | -0.157 |
|
Redundant Output
|
1.407 | -0.339 |
Gomal University presents a composite risk profile with an overall score of 0.141, indicating a landscape of notable strengths in research integrity alongside specific, critical vulnerabilities that require strategic attention. The institution demonstrates exceptional control over practices related to academic endogamy, with very low risk signals in Institutional Self-Citation and Output in Institutional Journals. However, this is contrasted by a significant risk in the dependency on external collaborations for impact, and medium-level alerts concerning publication quality control and research fragmentation. According to SCImago Institutions Rankings data, the university's key thematic strengths are concentrated in areas such as Pharmacology, Toxicology and Pharmaceutics, Medicine, and Environmental Science. While a specific mission statement was not available for analysis, these identified risks, particularly the gap in leadership impact, pose a challenge to any institutional ambition for achieving sustainable, self-driven academic excellence and fulfilling its social responsibility with robust, high-quality research. A focused strategy to bolster internal research capacity and enhance publication vetting processes will be crucial for aligning its operational reality with its strategic potential.
The institution exhibits a Z-score of -0.111, which is more favorable than the national average of -0.021. This suggests a prudent and rigorous approach to managing author affiliations, showing more control than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's lower-than-average score indicates that it is effectively avoiding practices that could be perceived as strategic attempts to inflate institutional credit or "affiliation shopping," thereby maintaining clarity and transparency in its collaborative footprint.
With a Z-score of 0.061, the institution shows a medium risk level that, while warranting attention, demonstrates relative containment compared to the significant risk level seen nationally (1.173). This suggests that although some issues may exist, Gomal University operates with more order than the national average. Retractions are complex events, and a rate higher than the global average can alert to a vulnerability in the institution's integrity culture. The current score suggests that while quality control mechanisms prior to publication may not be infallible, the institution is successfully avoiding the systemic issues that appear to be more widespread across the country, though a qualitative review of existing cases is advisable.
Gomal University's Z-score of -1.094 is in the very low-risk category, contrasting with the country's low-risk average of -0.059. This low-profile consistency demonstrates an absence of risk signals that aligns well with the national standard, indicating a healthy integration with the broader scientific community. A certain level of self-citation is natural, but the institution's exceptionally low rate confirms it is not operating within a scientific 'echo chamber.' This result strongly suggests that the institution's academic influence is validated by external scrutiny rather than being inflated by endogamous or internal dynamics.
The institution's Z-score of 0.323 places it at a medium risk level, which is notably lower than the national average of 0.812. This indicates a differentiated management approach, where the university moderates risks related to publication channels that appear more common across the country. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence. While the university's score signals a need for improvement, it also shows a greater capacity to avoid channeling its scientific production into media that may not meet international ethical or quality standards, thereby better protecting its reputational standing compared to its national peers.
The university's Z-score of -0.563 is slightly higher than the national average of -0.681, though both fall within the low-risk category. This minor difference points to an incipient vulnerability, suggesting the institution shows signals that warrant review before they escalate. While extensive author lists are legitimate in 'Big Science,' their appearance in other contexts can indicate author list inflation, which dilutes individual accountability. The university's score, while low, suggests a need to remain vigilant in distinguishing between necessary massive collaboration and the potential for 'honorary' authorship practices.
The institution displays a Z-score of 3.348, a significant risk level that starkly accentuates the medium-risk vulnerability present in the national system (0.218). This extremely wide positive gap—where the institution's global impact is high but the impact of research it leads is low—signals a critical sustainability risk. This high value strongly suggests that the university's scientific prestige is dependent and exogenous, not structural. It demands urgent reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership, a dynamic that could undermine its long-term autonomy and development.
With a Z-score of -0.591, the institution maintains a low-risk profile, demonstrating institutional resilience against the medium-risk trends observed at the national level (0.267). This suggests that the university's control mechanisms are effectively mitigating systemic risks related to extreme publication volumes. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The university's low score indicates it is successfully preventing potential imbalances between quantity and quality, and avoiding risks such as coercive authorship or the assignment of authorship without real participation.
The university's Z-score of -0.268 is well within the very low-risk range and is even lower than the national average of -0.157. This signifies a state of total operational silence in this area, with an absence of risk signals that is even more pronounced than the national baseline. In-house journals can be valuable, but excessive dependence on them raises conflicts of interest. Gomal University's negligible rate in this indicator is a clear strength, demonstrating that its scientific production consistently undergoes independent external peer review and is not at risk of academic endogamy or using internal channels to bypass standard competitive validation.
The institution's Z-score of 1.407 indicates a medium risk level, representing a moderate deviation from the low-risk national average of -0.339. This suggests the university shows a greater sensitivity to risk factors associated with data fragmentation than its national peers. Massive bibliographic overlap between publications often indicates 'salami slicing,' the practice of dividing a study into minimal units to artificially inflate productivity. This value serves as an alert that the institution may be more prone to practices that prioritize publication volume over the generation of significant new knowledge, a trend that warrants a review of research and publication ethics guidelines.