| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.783 | -0.526 |
|
Retracted Output
|
-0.475 | -0.173 |
|
Institutional Self-Citation
|
0.697 | -0.119 |
|
Discontinued Journals Output
|
-0.006 | 0.179 |
|
Hyperauthored Output
|
3.247 | 0.074 |
|
Leadership Impact Gap
|
0.074 | -0.064 |
|
Hyperprolific Authors
|
0.895 | -0.430 |
|
Institutional Journal Output
|
-0.268 | 0.119 |
|
Redundant Output
|
-0.406 | -0.245 |
Bingol University presents a profile of notable thematic strengths combined with specific, significant vulnerabilities in its research integrity practices. With an overall integrity score of 0.178, the institution demonstrates robust control in key areas, such as a very low rate of retractions and minimal use of institutional journals, suggesting a solid foundation in quality assurance. However, this is contrasted by a critical alert in hyper-authorship and medium-risk signals in multiple affiliations, self-citation, and hyperprolific authors, which are notably higher than national averages. These indicators point to potential systemic pressures that prioritize publication volume and metric performance over individual accountability and external validation. According to SCImago Institutions Rankings data, the university excels in specialized fields, ranking nationally in the Top 10 for Energy (6th) and Pharmacology, Toxicology and Pharmaceutics (8th), and showing strong performance in Medicine (19th). This academic excellence directly aligns with its mission to raise a generation that "continually questions and researches." However, the identified integrity risks, particularly those related to authorship inflation and potential endogamy, could undermine this very mission by fostering a culture where metrics overshadow the genuine scientific inquiry and collaboration the institution strives for. To safeguard its growing reputation and fully align its practices with its aspirational mission, it is recommended that the university undertakes a strategic review of its authorship and affiliation policies, ensuring that its operational incentives fully support the principles of scientific rigor and transparency.
The institution presents a Z-score of 0.783, which deviates moderately from the national average of -0.526. This suggests the university shows a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The observed value warrants a review to ensure that all affiliations are substantive and reflect genuine collaboration, rather than being used primarily to enhance institutional metrics.
With a Z-score of -0.475, the institution demonstrates an exceptionally low rate of retracted publications, consistent with the low-risk national context (Z-score: -0.173). This absence of risk signals indicates that the university's quality control mechanisms prior to publication are robust and effective. A very low retraction rate is a positive sign of a healthy integrity culture, suggesting that issues of methodological rigor or potential malpractice are successfully identified and addressed before they compromise the scientific record, reflecting responsible supervision and a commitment to high-quality research.
The university's Z-score for institutional self-citation is 0.697, a moderate deviation from the national average of -0.119. This indicates a greater tendency toward internal citation patterns compared to other institutions in the country. While a certain level of self-citation is natural, reflecting the continuity of research lines, this higher rate could signal the formation of 'echo chambers' where work is validated internally without sufficient external scrutiny. This pattern warns of a potential risk of endogamous impact inflation, suggesting that the institution's academic influence may be amplified by internal dynamics rather than broader recognition from the global scientific community.
The institution shows a Z-score of -0.006, positioning it in a low-risk category, in contrast to the national average of 0.179, which falls into a medium-risk zone. This demonstrates institutional resilience, as the university's control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. This prudent approach to selecting publication venues indicates strong due diligence and protects the institution from the severe reputational risks associated with channeling research through media that fail to meet international ethical or quality standards. It suggests an effective information literacy framework that prevents the waste of resources on 'predatory' or low-quality practices.
With a Z-score of 3.247, the institution exhibits a significant risk level in hyper-authorship, a figure that dramatically accentuates the moderate vulnerability already present in the national system (Z-score: 0.074). This is a critical alert. Outside of "Big Science" disciplines where extensive author lists are standard, such a high rate strongly indicates a systemic issue with author list inflation, which dilutes individual accountability and transparency. This practice raises urgent questions about the potential for 'honorary' or political authorships and requires an immediate internal review to distinguish between necessary massive collaboration and practices that compromise the integrity of authorship.
The institution's Z-score of 0.074 reflects a medium-risk gap, diverging from the low-risk national average of -0.064. This suggests a greater sensitivity to this risk factor, pointing to a potential sustainability issue. A positive gap where overall impact is high but the impact of institution-led research is lower suggests that scientific prestige may be dependent on external partners rather than being structurally generated from within. This invites reflection on whether the university's excellence metrics result from its own internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The university's Z-score of 0.895 indicates a medium-risk level for hyperprolific authorship, showing a moderate deviation from the national average of -0.430. This suggests a higher concentration of authors with extreme publication volumes compared to its peers. While high productivity can reflect leadership, extreme output challenges the limits of meaningful intellectual contribution and can signal an imbalance between quantity and quality. This indicator alerts to potential risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric accumulation over the integrity of the scientific record.
With a Z-score of -0.268, the institution operates in a very low-risk environment regarding publication in its own journals, effectively isolating itself from a medium-risk trend observed at the national level (Z-score: 0.119). This preventive stance is a significant strength. By avoiding excessive dependence on in-house journals, the university circumvents potential conflicts of interest and academic endogamy, ensuring its research undergoes independent external peer review. This practice not only enhances the global visibility and credibility of its scientific output but also demonstrates a commitment to competitive validation over internal 'fast tracks' for publication.
The institution's Z-score of -0.406 places it in the low-risk category, reflecting a more prudent profile than the national standard, which also has a low-risk score of -0.245. This indicates that the university manages its publication processes with greater rigor than the national average. A low rate of redundant output suggests a focus on producing coherent, significant studies rather than engaging in 'salami slicing'—the practice of fragmenting a single study into minimal publishable units to artificially inflate productivity. This commitment to substance over volume aligns with responsible scientific conduct and strengthens the integrity of the available scientific evidence.
