| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.399 | -0.615 |
|
Retracted Output
|
1.601 | 0.777 |
|
Institutional Self-Citation
|
0.372 | -0.262 |
|
Discontinued Journals Output
|
0.033 | 0.094 |
|
Hyperauthored Output
|
-1.017 | -0.952 |
|
Leadership Impact Gap
|
1.287 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-1.186 | -0.390 |
Hakim Sabzevari University presents a profile of solid scientific integrity, marked by significant strengths in research practices but also punctuated by critical areas requiring strategic intervention. With an overall score of 0.252, the institution demonstrates commendable control over authorship and publication channel selection, reflected in very low-risk indicators for hyperprolific authors, redundant output, and publication in institutional journals. These strengths provide a robust foundation for its academic mission. However, this positive landscape is contrasted by a significant-risk alert in the Rate of Retracted Output and medium-risk signals in Institutional Self-Citation and the Gap between its total and led-research impact. These vulnerabilities, particularly the high rate of retractions, could undermine the credibility of its notable research contributions. The university's academic strengths are evident in its SCImago Institutions Rankings, where it holds strong national positions in key areas such as Chemistry, Earth and Planetary Sciences, Social Sciences, and Computer Science. To fully align its operational integrity with its research excellence, it is crucial to address the identified risks. By leveraging its clear governance strengths to implement enhanced quality control and pre-publication review mechanisms, Hakim Sabzevari University can fortify its reputation and ensure its contributions to science and society are both impactful and unimpeachable.
The institution's Z-score of -0.399 is within the low-risk band, slightly higher than the national average of -0.615. This proximity to the national norm suggests statistical normality, but the minor upward deviation points to an incipient vulnerability that warrants observation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this indicator serves as a reminder to ensure that all affiliations are transparent and justified. Monitoring this trend will help prevent any potential drift towards strategic "affiliation shopping" aimed at inflating institutional credit, thereby maintaining the integrity of its collaborative footprint.
With a Z-score of 1.601, the institution exhibits a significant-risk level, starkly amplifying the medium-risk vulnerability already present in the national system (Z-score: 0.777). This finding is a critical alert, suggesting that the university's pre-publication quality control mechanisms may be failing more systemically than its national peers. Retractions are complex, but a rate this far above the average points to a potential weakness in the institution's integrity culture. It indicates that recurring malpractice or a lack of methodological rigor may be present, requiring immediate qualitative verification by management to protect its scientific reputation and ensure research reliability.
The university's Z-score of 0.372 places it at a medium-risk level, representing a moderate deviation from the low-risk national standard (Z-score: -0.262). This indicates a greater sensitivity to risk factors related to citation practices compared to its peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this elevated rate signals a potential for scientific isolation or "echo chambers," where the institution's work may not be receiving sufficient external scrutiny. This trend warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence could be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution registers a Z-score of 0.033, which, while categorized as a medium risk, demonstrates differentiated management compared to the national average of 0.094. Although operating within a context where publishing in such journals is a systemic issue, the university shows better control and moderates this risk more effectively than its peers. This performance indicates a more robust due diligence process in selecting dissemination channels. Continuing to strengthen information literacy for researchers is key to further mitigating this risk, avoiding the reputational damage and wasted resources associated with "predatory" or low-quality publication practices.
With a Z-score of -1.017, the institution maintains a prudent profile, managing its authorship processes with more rigor than the national standard (Z-score: -0.952). Both scores are in the low-risk category, but the university's even lower value is a positive signal. This indicates a healthy approach to authorship, effectively distinguishing between necessary massive collaboration, which is legitimate in certain fields, and questionable practices like "honorary" or political authorship. This control helps ensure that author lists accurately reflect meaningful contributions, reinforcing individual accountability and transparency in its research output.
The institution's Z-score of 1.287 indicates a high exposure to dependency risk, significantly surpassing the national medium-risk average of 0.445. This wide positive gap—where overall impact is notably higher than the impact of research led by the institution—signals a potential risk to long-term sustainability. It suggests that a substantial portion of the university's scientific prestige may be dependent and exogenous, rather than stemming from its own structural capacity. This metric invites a strategic reflection on whether its excellence is the result of strong internal capabilities or primarily a consequence of strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The university demonstrates exceptional control in this area, with a Z-score of -1.413 placing it in the very low-risk category, a stronger position than the already low-risk national average (Z-score: -0.247). This absence of risk signals is a clear indicator of a healthy research environment. It suggests a focus on the quality and substance of contributions over sheer volume, effectively avoiding the potential for imbalances that can lead to coercive authorship or the assignment of credit without real participation. This result reflects a culture that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
The institution shows a clear preventive isolation from national trends, with a Z-score of -0.268 (very low risk) in stark contrast to the country's medium-risk score of 1.432. This divergence is a significant strength, indicating that the university does not replicate the risk dynamics observed in its environment. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and academic endogamy. This practice ensures its scientific production largely undergoes independent external peer review, which enhances its global visibility and validates its research against international competitive standards.
With a Z-score of -1.186, the institution is firmly in the very low-risk category, outperforming the low-risk national average (Z-score: -0.390). This low-profile consistency demonstrates a strong commitment to producing substantive research. The data suggests that the university's authors prioritize the publication of significant new knowledge over the practice of data fragmentation or "salami slicing" to artificially inflate productivity metrics. This responsible approach strengthens the integrity of the available scientific evidence and shows respect for the academic review system.