| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.160 | -0.615 |
|
Retracted Output
|
1.188 | 0.777 |
|
Institutional Self-Citation
|
1.482 | -0.262 |
|
Discontinued Journals Output
|
-0.426 | 0.094 |
|
Hyperauthored Output
|
-1.382 | -0.952 |
|
Leadership Impact Gap
|
-1.238 | 0.445 |
|
Hyperprolific Authors
|
-0.515 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
0.148 | -0.390 |
Sahand University of Technology demonstrates a robust overall scientific integrity profile, marked by a low aggregate risk score of 0.027. The institution exhibits significant strengths in maintaining very low-risk levels for multiple affiliations, hyper-authorship, publication in discontinued journals, and reliance on institutional journals, indicating strong internal governance and a commitment to transparent collaboration. However, this solid foundation is contrasted by critical vulnerabilities that require immediate attention: a significant rate of retracted output and medium-risk levels for institutional self-citation and redundant publications. Thematically, the university excels in several key areas according to SCImago Institutions Rankings data, with top national rankings in Earth and Planetary Sciences, Energy, Biochemistry, Genetics and Molecular Biology, and Mathematics. While a specific mission statement was not available for analysis, the identified risks—particularly concerning retractions and self-validation—could undermine the universal academic goals of excellence and social responsibility by potentially compromising the reliability of its research and eroding public trust. To fully align its operational integrity with its clear thematic strengths, the university is advised to implement targeted quality assurance and peer-review protocols, thereby safeguarding its scientific reputation and ensuring its contributions are both impactful and unimpeachable.
With a Z-score of -1.160, the institution demonstrates a very low rate of multiple affiliations, positioning it favorably below the national average of -0.615. This result reflects a commendable absence of risk signals, aligning the university's practices with the national standard for collaborative transparency. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the institution's low score indicates no evidence of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of clear and unambiguous attribution in its research collaborations.
The institution presents a Z-score of 1.188 in this area, a figure that is significantly higher than the national average of 0.777. This suggests that the university is not only reflecting a national trend of medium risk but is amplifying these vulnerabilities within its own system. Retractions are complex events, but a rate significantly higher than the global average serves as a critical alert to a potential vulnerability in the institution's integrity culture. This high Z-score suggests that quality control 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 protect its scientific reputation.
The university's Z-score for institutional self-citation is 1.482, showing a moderate deviation from the national context, which has a low-risk average of -0.262. This indicates that the institution is more sensitive to risk factors related to academic endogamy than its national peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate signals a potential 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution shows a Z-score of -0.426, indicating a very low rate of publication in discontinued journals, in stark contrast to the national medium-risk average of 0.094. This demonstrates a clear preventive isolation, where the university successfully avoids the risk dynamics observed elsewhere in the country. This strong performance constitutes a critical safeguard for its reputation, as it indicates that its researchers are effectively conducting due diligence in selecting dissemination channels. The data confirms that the institution is not channeling its scientific production through media that fail to meet international ethical or quality standards, thereby avoiding the reputational damage associated with 'predatory' practices.
With a Z-score of -1.382, the institution's rate of hyper-authored output is very low, falling well below the national average of -0.952. This excellent result shows a low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. The data suggests that the university's authorship practices are transparent and accountable. There is no indication of author list inflation or the prevalence of 'honorary' authorships, confirming that author credits are likely reserved for those with genuine intellectual contributions, which reinforces individual accountability.
The institution has a Z-score of -1.238 in this indicator, which is exceptionally low compared to the national medium-risk average of 0.445. This result demonstrates a state of preventive isolation, where the center does not replicate the dependency risks observed in its environment. A low score indicates that the institution's scientific prestige is not overly dependent on external partners but is instead structural and generated by its own intellectual leadership. This reflects a high degree of scientific autonomy and confirms that its excellence metrics are the result of genuine internal capacity, which is a key marker of research sustainability.
The institution's Z-score for hyperprolific authors is -0.515, a low-risk value that is more favorable than the national average of -0.247. This prudent profile suggests that the university manages its publication processes with more rigor than the national standard. While high productivity can evidence leadership, extreme volumes can challenge the limits of meaningful intellectual contribution. The institution's controlled rate indicates a healthy balance between quantity and quality, with no signs of systemic issues like coercive authorship or authorship assignment without real participation, thereby upholding the integrity of its scientific record.
With a Z-score of -0.268, the institution maintains a very low rate of publication in its own journals, a figure that stands in sharp contrast to the national medium-risk average of 1.432. This demonstrates a clear preventive isolation from a common national practice, showcasing the university's commitment to external validation. This low dependence on in-house journals mitigates potential conflicts of interest and the risk of academic endogamy. It confirms that the institution's scientific production is consistently subjected to independent external peer review, which enhances its global visibility and credibility by avoiding the use of internal channels as 'fast tracks' for publication.
The institution's Z-score for redundant output is 0.148, a medium-risk level that represents a moderate deviation from the national low-risk average of -0.390. This suggests the center is more sensitive than its peers to practices that artificially inflate publication counts. Massive and recurring bibliographic overlap between publications often indicates data fragmentation or 'salami slicing.' This elevated value serves as an alert to the potential practice of dividing coherent studies into minimal publishable units. Such a dynamic not only overburdens the peer-review system but also prioritizes volume over the generation of significant new knowledge, distorting the available scientific evidence.