| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.228 | -0.615 |
|
Retracted Output
|
0.258 | 0.777 |
|
Institutional Self-Citation
|
-0.626 | -0.262 |
|
Discontinued Journals Output
|
0.177 | 0.094 |
|
Hyperauthored Output
|
-0.998 | -0.952 |
|
Leadership Impact Gap
|
0.566 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
0.198 | -0.390 |
Torbat Heydarieh University of Medical Sciences presents a balanced integrity profile, with an overall score of -0.076 that indicates a general alignment with expected scientific conduct, though with specific areas requiring strategic attention. The institution demonstrates notable strengths in maintaining low rates of hyperprolific authorship, institutional self-citation, and publication in its own journals, showcasing a commitment to external validation and responsible authorship practices. These strengths provide a solid foundation for its research activities, which, according to SCImago Institutions Rankings data, are particularly prominent in the fields of Medicine and Pharmacology, Toxicology and Pharmaceutics. However, medium-risk signals in areas such as publication in discontinued journals, redundant output, and a dependency on external collaboration for impact pose a direct challenge to its mission of promoting the "highest standards of medical education and research." Addressing these vulnerabilities is crucial to ensure that the institution's pursuit of excellence is built upon a foundation of robust and sustainable scientific integrity. A proactive approach, leveraging its clear strengths to mitigate identified risks, will be key to fully realizing its commitment to societal health and scientific leadership.
The institution's Z-score of 0.228 for the Rate of Multiple Affiliations marks a moderate deviation from the national average of -0.615. This suggests that the university displays a greater sensitivity to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a review of internal policies. It is important to ensure that these affiliations reflect genuine, substantive collaborations rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby safeguarding the transparency of the university's research network.
With a Z-score of 0.258, the institution's Rate of Retracted Output is notably lower than the national average of 0.777, despite both falling within a medium-risk context. This indicates a form of differentiated management, where the university appears to moderate a risk that is more pronounced across the country. A rate significantly higher than the global average can alert to a vulnerability in the institution's integrity culture, suggesting that quality control mechanisms prior to publication may be failing systemically. In this case, the university's relatively better performance suggests its pre-publication controls are more effective than the national standard, though the persistence of a medium-level signal calls for continued vigilance to uphold its mission.
The university demonstrates a prudent profile in its Rate of Institutional Self-Citation, with a Z-score of -0.626 that is well below the national average of -0.262. This strong performance indicates that the institution manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural and reflects the continuity of established research lines, but this low value confirms that the university actively avoids the 'echo chambers' that can arise from excessive self-validation. This commitment to external scrutiny reinforces the credibility of its academic influence, showing it is built on global community recognition rather than endogamous dynamics.
The institution's Z-score of 0.177 for Rate of Output in Discontinued Journals reveals a high exposure to this risk, as it is more pronounced than the national average of 0.094. This pattern suggests the university is more prone than its peers to channeling research into outlets that do not meet international ethical or quality standards. A high proportion of publications in such journals constitutes a critical alert regarding due diligence, exposing the institution to severe reputational risks. This suggests an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices and to protect the integrity of its scientific output.
The university's Z-score of -0.998 for Rate of Hyper-Authored Output reflects statistical normality, aligning closely with the national average of -0.952. This low-risk level is as expected for its context and indicates that authorship practices are consistent with national norms. The data does not suggest a pattern of author list inflation or the presence of 'honorary' authorships, confirming that the institution maintains appropriate standards of accountability and transparency in assigning credit for its research contributions, distinguishing its practices from potentially problematic behaviors.
With a Z-score of 0.566, the Gap between the impact of total output and the impact of output with leadership shows high exposure, exceeding the national average of 0.445. This wider gap signals a potential sustainability risk, suggesting that the institution's scientific prestige is more dependent on external collaborations where it does not exercise intellectual leadership. This invites a strategic reflection on whether its high-impact metrics are the result of genuine internal capacity or a reliance on partnerships. Strengthening internal research leadership is crucial to ensure that its reputation for excellence is structural and self-sufficient.
The institution exhibits low-profile consistency regarding the Rate of Hyperprolific Authors, with a Z-score of -1.413 indicating a virtual absence of risk, which aligns well with the low-risk national standard (-0.247). This excellent result shows that the university's environment does not foster the extreme publication volumes that can challenge the limits of meaningful intellectual contribution. By avoiding the pressures that can lead to coercive authorship or data fragmentation, the institution demonstrates a healthy balance between productivity and the integrity of the scientific record.
A Z-score of -0.268 for the Rate of Output in Institutional Journals signals a state of preventive isolation, as the university completely avoids the medium-risk dynamics observed at the national level (1.432). This is a significant strength, demonstrating a clear commitment to seeking independent, external peer review rather than relying on in-house journals. By sidestepping the potential conflicts of interest and academic endogamy associated with internal publishing, the institution enhances its global visibility and ensures its research is validated through standard competitive channels, avoiding the use of internal 'fast tracks' that could inflate productivity without proper scrutiny.
The university's Z-score of 0.198 for the Rate of Redundant Output indicates a moderate deviation from the national context, which shows a low risk (-0.390). This discrepancy suggests the institution is more sensitive to practices like 'salami slicing' than its peers. A high value in this indicator alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This trend warrants review, as it can distort the available scientific evidence and overburdens the review system by prioritizing volume over the generation of significant new knowledge.