| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.363 | -0.615 |
|
Retracted Output
|
0.220 | 0.777 |
|
Institutional Self-Citation
|
-0.458 | -0.262 |
|
Discontinued Journals Output
|
0.353 | 0.094 |
|
Hyperauthored Output
|
-0.856 | -0.952 |
|
Leadership Impact Gap
|
0.934 | 0.445 |
|
Hyperprolific Authors
|
1.128 | -0.247 |
|
Institutional Journal Output
|
1.259 | 1.432 |
|
Redundant Output
|
-0.510 | -0.390 |
Shahid Beheshti University of Medical Sciences and Health Services presents a moderate overall risk profile (Z-score: 0.294), demonstrating a performance that is largely aligned with national trends but with distinct areas of both strength and vulnerability. The institution shows commendable integrity in areas such as the Rate of Redundant Output, which is exceptionally low, and maintains a prudent approach to institutional self-citation. However, areas requiring strategic attention include a high exposure to a dependency on external partners for research impact, a notable rate of hyperprolific authorship, and a higher-than-average use of discontinued journals. These indicators stand in contrast to the university's outstanding thematic strengths, where SCImago Institutions Rankings data confirms its leadership position, particularly in Dentistry (ranked 2nd in Iran, 4th in the Middle East), Medicine (2nd in Iran, 4th in the Middle East), and Pharmacology, Toxicology and Pharmaceutics (4th in Iran, 9th in the Middle East). While the institution's specific mission was not available for this analysis, the identified risks could challenge the universal academic goals of fostering sustainable excellence and upholding social responsibility. Addressing these vulnerabilities is crucial to ensure that the university's impressive research output is built upon a foundation of unquestionable scientific integrity. A proactive focus on strengthening authorship policies and promoting independent research leadership will be key to solidifying its status as a premier medical sciences institution.
The institution's Z-score for this indicator is -0.363, slightly higher than the national average of -0.615. This suggests the emergence of a minor vulnerability compared to the national baseline. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, and the current level is low, the slight upward trend warrants observation. It is important to ensure that this pattern reflects genuine collaboration rather than early signals of strategic attempts to inflate institutional credit through "affiliation shopping," which could dilute the university's distinct research identity over time.
With a Z-score of 0.220, the university demonstrates a more controlled environment regarding retracted publications compared to the national average of 0.777. This indicates a differentiated and effective management of post-publication quality control. Retractions can be complex, sometimes resulting from honest corrections. However, the institution's ability to maintain a lower rate than its national peers suggests that its pre-publication quality control mechanisms are more robust, mitigating the systemic failures or recurring malpractice that a higher score might imply and reinforcing its commitment to a culture of integrity.
The institution exhibits a prudent profile with a Z-score of -0.458, which is significantly lower than the national average of -0.262. This indicates that the university manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, but the institution's low rate demonstrates a healthy integration with the global scientific community, avoiding the "echo chambers" that can arise from excessive self-validation. This performance suggests that the institution's academic influence is genuinely driven by external recognition rather than being inflated by endogamous internal dynamics.
The university's Z-score of 0.353 is notably higher than the national average of 0.094, indicating a high level of exposure to this risk factor. This suggests that the institution is more prone than its national counterparts to publishing in channels that fail to meet international ethical or quality standards. A high proportion of output in such journals is a critical alert regarding due diligence in dissemination. This pattern exposes the institution to severe reputational risks and signals an urgent need to enhance information literacy among researchers to prevent the misallocation of resources into "predatory" or low-impact publishing practices.
The institution's Z-score of -0.856 is slightly elevated compared to the national average of -0.952, pointing to an incipient vulnerability. While the overall rate is low and extensive author lists can be legitimate in "Big Science," this subtle increase warrants review. It serves as a signal to proactively ensure that authorship practices remain transparent and accountable across all disciplines, distinguishing necessary massive collaboration from any potential trend towards "honorary" or political authorship, which can dilute individual responsibility.
With a Z-score of 0.934, the institution shows a significantly higher dependency on external collaboration for impact than the national average of 0.445. This high exposure suggests that a substantial portion of the university's scientific prestige is contingent on partnerships where it does not exercise primary intellectual leadership. While collaboration is vital, such a wide gap signals a sustainability risk, as it raises questions about whether the institution's high-impact metrics are derived from genuine internal capacity or from strategic positioning in research led by others. This invites a strategic reflection on fostering more homegrown, high-impact research.
The institution's Z-score of 1.128 marks a moderate deviation from the national standard, where the average is -0.247. This indicates a greater sensitivity to the risks associated with hyperprolificity. Extreme individual publication volumes, often exceeding 50 articles a year, challenge the plausible limits of meaningful intellectual contribution. This elevated indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or honorary authorship—dynamics that prioritize metric inflation over the integrity of the scientific record and require a review of institutional policies.
The university's Z-score of 1.259 is lower than the national average of 1.432, indicating a more moderate use of its own journals for publication. This reflects a differentiated management approach that helps mitigate some of the risks common in the country. While in-house journals can be valuable, excessive dependence on them creates conflicts of interest. The institution's relative restraint helps reduce the risk of academic endogamy and ensures that more of its scientific production undergoes independent external peer review, thereby enhancing its global visibility and credibility.
With a Z-score of -0.510, the institution demonstrates an exceptionally low rate of redundant output, a figure that is well below the already low national average of -0.390. This near-total absence of risk signals is a strong indicator of research integrity and aligns perfectly with national standards. The data confirms that researchers are not engaging in "salami slicing"—the practice of fragmenting studies into minimal publishable units to inflate publication counts. This reflects a commendable institutional culture that prioritizes the generation of significant, coherent knowledge over the pursuit of volume.