| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.597 | -0.615 |
|
Retracted Output
|
3.385 | 0.777 |
|
Institutional Self-Citation
|
-1.373 | -0.262 |
|
Discontinued Journals Output
|
0.592 | 0.094 |
|
Hyperauthored Output
|
-0.570 | -0.952 |
|
Leadership Impact Gap
|
2.953 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-0.140 | -0.390 |
Gonabad University of Medical Sciences demonstrates a robust overall integrity profile with a score of 0.950, underpinned by significant strengths in key areas of research practice. The institution exhibits exemplary performance with very low risk in Institutional Self-Citation, Hyperprolific Authorship, and Output in Institutional Journals, indicating a culture that values external validation and prioritizes scientific quality over internal metrics. However, this strong foundation is contrasted by critical vulnerabilities that require immediate strategic attention. The Rate of Retracted Output presents a significant risk, while the Rate of Output in Discontinued Journals and the Gap between overall and led-research impact are areas of medium concern. These weaknesses directly challenge the institution's mission to advance the "internationalization of higher and medical education," as a high retraction rate and association with low-quality journals can severely damage global reputation and trust. According to SCImago Institutions Rankings data, the university's thematic strengths are concentrated in:
To protect and enhance its standing in these competitive fields, it is imperative that the institution addresses its integrity vulnerabilities. By reinforcing pre-publication quality controls and promoting greater intellectual leadership in collaborations, Gonabad University of Medical Sciences can ensure its scientific excellence is both sustainable and internationally recognized, fully aligning its practices with its global aspirations.
The institution's Z-score of -0.597 is statistically normal and in close alignment with the national average of -0.615. This indicates that the university's collaborative patterns are consistent with the expected context for its size and environment. The data does not suggest any unusual activity in this area, confirming that multiple affiliations at the institution reflect legitimate researcher mobility and partnerships rather than strategic attempts to artificially inflate institutional credit.
With a Z-score of 3.385, the institution shows a rate of retractions that is significantly higher than the national average of 0.777, amplifying a vulnerability already present in the national system. This is a critical finding, as a rate significantly higher than the global average alerts to a potential weakness in the institution's integrity culture. While some retractions result from honest error correction, such a high score suggests that quality control and supervision mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation.
The institution demonstrates an exemplary profile with a Z-score of -1.373, indicating a very low risk and a performance significantly stronger than the national average of -0.262. This absence of risk signals aligns with a national environment that is already low-risk, showcasing a commitment to external validation. This practice effectively avoids the creation of scientific 'echo chambers,' confirming that the institution's academic influence is driven by recognition from the global community rather than being inflated by internal dynamics.
The institution's Z-score of 0.592 places it in a medium-risk category, similar to the national context (Z-score 0.094), but its higher score indicates a greater exposure to this particular risk. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern suggests that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to avoid 'predatory' practices.
The institution's Z-score of -0.570 is in the low-risk category, but it is slightly higher than the national average of -0.952, suggesting an incipient vulnerability that warrants review. While the current level is not alarming, this subtle signal indicates a potential for author list inflation to emerge in fields outside of 'Big Science' where extensive author lists are not the norm. This serves as a timely reminder to ensure that authorship practices remain transparent and that all contributions are substantive, thereby preventing the dilution of individual accountability.
With a Z-score of 2.953, the institution shows a significantly wider impact gap compared to the national average of 0.445, indicating a high exposure to dependency risk. Although both are in a medium-risk tier, the institution's score points to a notable reliance on external partners for achieving high-impact publications. This suggests that its scientific prestige may be largely exogenous and dependent, rather than structural. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own internal capacity or from its positioning in collaborations where it does not exercise primary intellectual leadership.
The institution maintains a very low-risk profile with a Z-score of -1.413, performing considerably better than the national low-risk average of -0.247. This absence of risk signals is consistent with a healthy research environment where productivity is balanced with quality. The data suggests the institution is effectively avoiding dynamics where extreme publication volumes might challenge the limits of meaningful intellectual contribution, thereby upholding the integrity of its scientific record and steering clear of risks like coercive or honorary authorship.
The institution distinguishes itself positively from the national trend, with a very low-risk Z-score of -0.268 compared to the country's medium-risk score of 1.432. This demonstrates a clear preventive isolation from the risk of academic endogamy observed elsewhere in the country. By not relying on its in-house journals, the institution avoids potential conflicts of interest and ensures its scientific production undergoes independent external peer review. This commitment to competitive validation enhances its global visibility and credibility, preventing the use of internal channels as 'fast tracks' to inflate publication records.
The institution's Z-score of -0.140, while in the low-risk category, indicates an incipient vulnerability as it is slightly higher than the national average of -0.390. This subtle difference warrants attention to prevent the potential growth of 'salami slicing,' the practice of fragmenting a single study into multiple minimal publications. While not currently a significant issue, monitoring this indicator is important to ensure that the institutional focus remains on producing coherent, significant new knowledge rather than artificially inflating productivity metrics, a practice that can distort the scientific evidence base.
