| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.225 | 2.744 |
|
Retracted Output
|
-0.071 | 0.105 |
|
Institutional Self-Citation
|
-0.879 | 2.529 |
|
Discontinued Journals Output
|
1.247 | 1.776 |
|
Hyperauthored Output
|
-0.475 | -0.980 |
|
Leadership Impact Gap
|
2.954 | 0.270 |
|
Hyperprolific Authors
|
-1.413 | -0.150 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.108 | 1.739 |
Azerbaycan Tibb Universiteti presents a strong scientific integrity profile, reflected in an overall risk score of 0.023, indicating a robust foundation with specific areas for strategic enhancement. The institution demonstrates exceptional performance in maintaining very low-risk levels for Multiple Affiliations, Institutional Self-Citation, Hyperprolific Authorship, and publishing in its own journals, effectively insulating itself from national trends of concern. These strengths are complemented by a solid performance in managing Retracted Output. However, areas requiring strategic attention include a medium-risk exposure to publishing in Discontinued Journals, a significant gap between its overall research impact and the impact of work where it holds leadership, and a moderate rate of Redundant Output. These findings are particularly relevant given the university's prominent standing, as evidenced by SCImago Institutions Rankings data, which places it first in Azerbaijan for Medicine, third for Agricultural and Biological Sciences, and fifth for Chemistry. To fully align with its mission "to become an advanced research university," it is crucial to address the identified vulnerabilities. The reliance on external partners for impact and the use of low-quality publication channels could undermine the development of genuine internal capacity and contradict the core values of nurturing "professionally and culturally mature individuals." By focusing on strengthening its intellectual leadership and reinforcing due diligence in publication strategies, the university can protect its reputation and solidify its role as a national and regional leader in medical education and research.
The institution exhibits a Z-score of -1.225, a very low-risk value that contrasts sharply with the country's medium-risk average of 2.744. This demonstrates a case of preventive isolation, where the university successfully avoids replicating problematic risk dynamics prevalent in its national environment. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's exceptionally low score indicates strong internal governance and a clear policy on affiliations, ensuring that institutional credit is claimed appropriately and transparently, a practice that sets it apart from the national trend.
With a Z-score of -0.071, the institution maintains a low-risk profile, which is notably better than the national average of 0.105, situated in the medium-risk category. This suggests a high degree of institutional resilience, as internal control mechanisms appear to be effectively mitigating the systemic risks observed across the country. A high rate of retractions can indicate that quality control mechanisms prior to publication may be failing. The university's ability to keep this indicator low, despite the surrounding environment, points to a robust culture of integrity and effective pre-publication supervision, ensuring methodological rigor and protecting the scientific record.
The institution's Z-score of -0.879 places it in the very low-risk category, a result that signifies a profound disconnection from the national context, which shows a significant-risk Z-score of 2.529. This demonstrates that the institution maintains its own standards of governance, independent of the country's situation. High rates of self-citation can create scientific 'echo chambers' and artificially inflate an institution's impact. By contrast, the university's very low score is a clear indicator of its commitment to external validation and global academic dialogue, ensuring its influence is earned through recognition by the international community rather than internal dynamics.
The institution has a Z-score of 1.247, a medium-risk value that indicates a need for attention, though it reflects a more controlled situation than the national average of 1.776. This suggests a differentiated management approach, where the university moderates a risk that is common throughout the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels, as it may expose the institution to reputational damage from 'predatory' or low-quality practices. While the university is not immune to this issue, its lower score indicates a comparatively better, albeit still imperfect, process for vetting publication venues, highlighting an opportunity to strengthen information literacy among its researchers.
With a Z-score of -0.475, the institution is in the low-risk category, but its score is slightly higher than the national average of -0.980. This subtle difference points to an incipient vulnerability, suggesting the center shows signals that warrant review before they escalate. Outside of 'Big Science' contexts where large author lists are normal, a high rate of hyper-authorship can indicate inflation of author lists, which dilutes individual accountability. The university's score, while well within a safe range, suggests a need for proactive monitoring to ensure that all authorship attributions are meaningful and that transparency is maintained in collaborative projects.
The institution's Z-score of 2.954 is in the medium-risk range and reveals high exposure to this particular vulnerability, as it is significantly higher than the national average of 0.270. This gap signals a potential sustainability risk, suggesting that the institution's scientific prestige may be dependent and exogenous rather than structural. A high value indicates that while the university participates in high-impact research, its own intellectual leadership in these collaborations is limited. This finding invites critical reflection on whether its excellence metrics are derived from genuine internal capacity or from strategic positioning in partnerships where it plays a secondary role.
The institution's Z-score of -1.413 is in the very low-risk category, a strong performance that is even better than the country's low-risk average of -0.150. This demonstrates low-profile consistency, where the absence of risk signals is in harmony with the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or a focus on quantity over quality. The university's very low score in this area is a positive signal of a healthy research environment that prioritizes the integrity of the scientific record and a sustainable balance between productivity and quality.
With a Z-score of -0.268, identical to the national average, the institution demonstrates perfect integrity synchrony in a very low-risk area. This total alignment with an environment of maximum scientific security is a positive indicator. Over-reliance on in-house journals can create conflicts of interest and academic endogamy by bypassing independent external peer review. The university's score confirms that its researchers primarily seek validation through competitive, international channels, which enhances global visibility and reinforces a commitment to objective, external evaluation of its scientific output.
The institution's Z-score of 0.108 places it in the medium-risk category, but it reflects differentiated management, as it is substantially lower than the national average of 1.739. This indicates the university is effectively moderating a risk that is more pronounced across the country. A high rate of redundant output, or 'salami slicing,' involves fragmenting a single study into multiple publications to artificially inflate productivity, a practice that distorts scientific evidence. The university's comparatively low score suggests a stronger institutional focus on producing complete and significant contributions to knowledge, rather than prioritizing publication volume.
