| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.130 | -0.927 |
|
Retracted Output
|
-0.193 | 0.279 |
|
Institutional Self-Citation
|
-0.658 | 0.520 |
|
Discontinued Journals Output
|
0.191 | 1.099 |
|
Hyperauthored Output
|
-1.249 | -1.024 |
|
Leadership Impact Gap
|
-0.041 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Guru Ghasidas Vishwavidyalaya demonstrates a robust scientific integrity profile, with an overall score of -0.457 that indicates a performance well above the baseline. The institution's primary strengths lie in its exceptionally low rates of redundant output, hyperprolific authorship, and multiple affiliations, alongside its effective mitigation of national trends in retractions and self-citation. These results are foundational to the credibility of its research, particularly in its strongest thematic areas as identified by SCImago Institutions Rankings data, which include Mathematics, Earth and Planetary Sciences, Environmental Science, and Medicine. Although a specific mission statement was not available for this analysis, this strong integrity posture is intrinsically aligned with the universal academic mission of pursuing excellence and social responsibility. A low-risk research environment ensures that contributions are trustworthy and impactful, directly supporting these core values. The institution is advised to leverage this solid integrity framework as a strategic asset, formalizing its successful practices to sustain its high standards and continue building its reputation on a foundation of scientific rigor.
The institution's Z-score of -1.130 is even lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This operational silence suggests that the university's affiliation practices are exceptionally clear and transparent, falling below the already low-risk national benchmark. While multiple affiliations can be legitimate, the data confirms that the institution is not exposed to risks associated with strategic attempts to inflate institutional credit or "affiliation shopping," reflecting a well-governed and unambiguous representation of its collaborative research footprint.
With a Z-score of -0.193, the institution maintains a low rate of retractions, in contrast to the moderate risk level seen in the national average of 0.279. This demonstrates significant institutional resilience, suggesting that internal control mechanisms are successfully mitigating the systemic risks present in the wider environment. A high rate of retractions can signal systemic failures in quality control, but the university's low score indicates that its supervision and methodological rigor are effective, and any retractions are more likely the result of responsible correction of honest errors rather than recurring malpractice.
The institution exhibits a Z-score of -0.658, which is considerably lower than the national average of 0.520. This disparity highlights the university's resilience against the risk of academic insularity. While a certain level of self-citation is normal, the institution's low rate suggests it effectively avoids creating 'echo chambers' where work is validated without sufficient external scrutiny. This indicates that its academic influence is genuinely recognized by the global community rather than being artificially inflated by endogamous internal dynamics.
The institution's Z-score of 0.191, while indicating a moderate risk, is substantially lower than the national average of 1.099. This suggests a differentiated management approach, where the university is actively moderating a risk that is far more common across the country. A high proportion of publications in such journals can signal a failure in due diligence and expose an institution to severe reputational harm. Although a moderate risk remains, the university's better-than-average performance indicates a more discerning selection of dissemination channels, reducing its exposure to 'predatory' or low-quality publishing practices.
With a Z-score of -1.249, the institution shows a near-zero incidence of hyper-authored publications, a rate even lower than the national average of -1.024. This low-profile consistency demonstrates an environment where authorship practices are well-defined and transparent. Outside of 'Big Science' contexts, high rates of hyper-authorship can indicate author list inflation or the inclusion of 'honorary' authors, which dilutes accountability. The institution's data confirms an absence of these risks, reinforcing the integrity of its collaborative attributions.
The institution's Z-score of -0.041 is within the low-risk range, but it is slightly higher than the national average of -0.292. This subtle difference points to an incipient vulnerability that warrants review. A wide positive gap can signal that an institution's prestige is overly dependent on external partners rather than its own structural capacity. While the current risk is low, this signal suggests that the university's scientific prestige is slightly more reliant on collaborations where it does not exercise intellectual leadership compared to its national peers, inviting reflection on strategies to bolster internal research capacity for long-term sustainability.
The institution's Z-score of -1.413 is exceptionally low, contrasting sharply with the national average of -0.067. This demonstrates a strong, low-risk profile and a healthy balance between productivity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or the assignment of credit without real participation. The virtual absence of this phenomenon at the institution suggests its research culture prioritizes the integrity of the scientific record over the inflation of quantitative metrics.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, reflecting total alignment with a national environment of maximum scientific security in this domain. This integrity synchrony demonstrates that the university's research output consistently undergoes independent, external peer review. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, but the data confirms the institution avoids these risks, ensuring its scientific production is validated through competitive, global channels.
With a Z-score of -1.186, the institution shows a complete absence of redundant output, standing in stark contrast to the moderate risk level observed at the national level (0.720). This signifies a state of preventive isolation, where the university does not replicate the risk dynamics prevalent in its environment. 'Salami slicing'—the practice of fragmenting a study into minimal publishable units to inflate productivity—distorts scientific evidence. The institution's extremely low score indicates a robust research culture that prioritizes the generation of significant new knowledge over the pursuit of volume.
