| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.171 | 2.187 |
|
Retracted Output
|
4.099 | 0.849 |
|
Institutional Self-Citation
|
0.183 | 0.822 |
|
Discontinued Journals Output
|
0.280 | 0.680 |
|
Hyperauthored Output
|
-0.951 | -0.618 |
|
Leadership Impact Gap
|
-0.316 | -0.159 |
|
Hyperprolific Authors
|
1.700 | 0.153 |
|
Institutional Journal Output
|
-0.268 | -0.130 |
|
Redundant Output
|
-0.148 | 0.214 |
Damanhour University presents a complex integrity profile, marked by significant strengths in research independence and notable vulnerabilities in quality control. With an overall risk score of 1.484, the institution demonstrates commendable performance in areas such as avoiding academic endogamy and ensuring intellectual leadership in its publications. However, this is critically undermined by a significant rate of retracted output and a high incidence of hyperprolific authorship, which directly challenge the core of its mission to "create knowledge" and establish itself as a "competitive institution in... pure scientific research." The university's strong reputation, evidenced by its SCImago Institutions Rankings in key thematic areas like Veterinary, Earth and Planetary Sciences, Agricultural and Biological Sciences, and Medicine, is at risk if these integrity gaps are not addressed. The detected vulnerabilities suggest a potential disconnect between the pursuit of high-volume output and the foundational principles of scientific rigor. To safeguard its mission and competitive standing, it is recommended that the university leverage its strengths in external validation to implement robust, institution-wide quality assurance and authorship policies that realign its research practices with its stated commitment to excellence and knowledge creation.
The institution's Z-score of 1.171 is notably lower than the national average of 2.187, indicating a more controlled approach to a practice that is common within the country. This suggests that Damanhour University manages its collaborative affiliations with greater moderation than its national peers. While multiple affiliations can be a legitimate outcome of partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's differentiated management in this area points to a reduced risk of "affiliation shopping," reflecting a more organic and less metric-driven collaboration strategy compared to the broader national context.
With a Z-score of 4.099, the institution displays a critical alert level that significantly exceeds the country's medium-risk average of 0.849. This finding suggests the university is not merely reflecting a national trend but is amplifying a systemic vulnerability. Retractions are complex, but a rate this far above the norm indicates that quality control mechanisms prior to publication may be failing systemically. This is more than a series of isolated incidents; it points to a potential weakness in the institution's integrity culture, suggesting possible recurring malpractice or a lack of methodological rigor that requires immediate and thorough qualitative verification by management to protect its scientific reputation.
The university demonstrates a Z-score of 0.183, which, while in the medium-risk band, is substantially healthier than the national average of 0.822. This indicates that the institution moderates a risk that appears more common across the country. A certain level of self-citation is natural, reflecting ongoing research lines. However, the university's lower rate suggests it is less susceptible to creating scientific "echo chambers" or engaging in endogamous impact inflation. This is a positive signal that the institution's academic influence is more likely validated by the global community rather than being oversized by internal dynamics.
The institution's Z-score of 0.280 is considerably lower than the national average of 0.680, showcasing more effective management of a risk prevalent in its environment. This suggests that the university's researchers exercise greater due diligence in selecting dissemination channels. A high proportion of publications in such journals constitutes a critical alert, indicating that scientific output is channeled through media lacking international ethical or quality standards. Damanhour University's ability to moderate this risk relative to its peers points to a stronger culture of information literacy and a reduced exposure to the reputational damage associated with "predatory" practices.
With a Z-score of -0.951, the institution exhibits a prudent profile that is even more rigorous than the national standard of -0.618. This low-risk signal indicates a healthy approach to authorship attribution. While extensive author lists are legitimate in "Big Science," their appearance elsewhere can signal author list inflation, which dilutes accountability. The university's negative score suggests its authorship practices are well-aligned with disciplinary norms, effectively distinguishing between necessary massive collaboration and potentially problematic "honorary" authorship.
The institution's Z-score of -0.316 is lower than the national average of -0.159, reflecting a prudent and sustainable profile of scientific impact. A wide positive gap in this indicator can signal that an institution's prestige is dependent on external partners rather than its own structural capacity. Damanhour University's score indicates the opposite: its scientific excellence is the result of real internal capacity and intellectual leadership. This demonstrates a robust and self-sufficient research ecosystem, a key strength for long-term competitiveness.
The university's Z-score of 1.700 indicates high exposure to this risk, standing in sharp contrast to the much lower national average of 0.153. This suggests the institution is significantly more prone to hosting authors with extreme publication volumes. While high productivity can reflect leadership, volumes exceeding 50 articles a year challenge the limits of meaningful intellectual contribution. This indicator raises a serious alert for potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, which is even lower than the country's very low average of -0.130, the institution demonstrates a total absence of risk signals in this area. This is a clear indicator of operational strength. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy, where production bypasses independent external peer review. The university's exceptionally low score reflects a strong commitment to global validation and competitive review, enhancing the credibility and visibility of its research output.
The institution's Z-score of -0.148 places it in the low-risk category, a positive contrast to the country's medium-risk average of 0.214. This demonstrates institutional resilience, suggesting that internal control mechanisms are effectively mitigating a risk that is more prevalent at the national level. A high rate of bibliographic overlap often indicates data fragmentation or "salami slicing" to artificially inflate productivity. The university's low score indicates that its research culture likely prioritizes the publication of coherent, significant studies over the distortion of scientific evidence for metric gain.