| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.122 | -0.927 |
|
Retracted Output
|
-0.362 | 0.279 |
|
Institutional Self-Citation
|
0.383 | 0.520 |
|
Discontinued Journals Output
|
0.787 | 1.099 |
|
Hyperauthored Output
|
-1.083 | -1.024 |
|
Leadership Impact Gap
|
-0.172 | -0.292 |
|
Hyperprolific Authors
|
-0.907 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.148 | 0.720 |
Gujarat University presents a robust and commendable scientific integrity profile, with an overall risk score of -0.232 indicating performance that is healthier and more controlled than the national average. The institution demonstrates significant strengths in maintaining very low-risk levels for multiple affiliations, hyperprolific authorship, and publication in its own journals. Furthermore, it shows remarkable resilience by effectively mitigating systemic national risks related to retracted publications and redundant output. Key areas for strategic attention include a medium-risk exposure to institutional self-citation and publication in discontinued journals, although even in these areas, the university's management appears more prudent than its national peers. This strong integrity foundation supports its outstanding research performance in key thematic areas, as evidenced by its SCImago Institutions Rankings, particularly in Energy (ranked 67th in India), Medicine (89th), and Pharmacology, Toxicology and Pharmaceutics (161st). This performance directly aligns with its mission to achieve "Quality Improvement to Enhance Global Competitiveness." However, the identified medium-risk indicators, if left unmonitored, could subtly undermine this mission by fostering academic insularity or associating research with low-quality channels, thereby conflicting with the goal of benefiting society through globally recognized excellence. By proactively strengthening its publication strategies and fostering broader external validation, Gujarat University can fully align its operational practices with its ambitious vision, solidifying its position as a leader in responsible and impactful research.
The institution's Z-score is -1.122, while the country's Z-score is -0.927. This result signifies a state of total operational silence regarding this risk indicator, with the university demonstrating an absence of problematic signals that is even more pronounced than the already low national average. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. Gujarat University's exceptionally low score confirms that its affiliation practices are transparent and free from any patterns that might suggest "affiliation shopping," reflecting a clear and unambiguous assignment of institutional credit.
The institution's Z-score is -0.362, compared to the country's Z-score of 0.279. This contrast highlights the university's institutional resilience, as its internal control mechanisms appear to successfully mitigate the systemic risks for retractions that are more prevalent at the national level. Retractions are complex events; while some stem from malpractice, others signify responsible supervision and the correction of honest errors. A high rate suggests that quality control mechanisms may be failing. Gujarat University's low-risk score, in a medium-risk environment, indicates that its pre-publication review processes are robust, effectively protecting its integrity culture from the vulnerabilities observed nationwide.
The institution's Z-score is 0.383, while the country's Z-score is 0.520. This comparison suggests a pattern of differentiated management, where the university moderates a risk that appears to be more common across the country. Although the institution operates at a medium-risk level, its score is significantly lower than the national benchmark. A certain level of self-citation is natural, reflecting ongoing research lines. However, high rates can create 'echo chambers' and inflate impact through endogamous validation. Gujarat University's more contained score indicates it is less susceptible to these dynamics, striking a better balance between building on internal work and seeking validation from the global scientific community.
The institution's Z-score is 0.787, compared to the country's Z-score of 1.099. The university demonstrates differentiated management in this area, moderating a risk that is common within the national system. While the medium-risk level warrants attention, the institution's score is notably lower than the country average. 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. The university's relative control suggests a more discerning approach to journal selection than its peers, though continued vigilance and information literacy are necessary to further reduce this risk.
The institution's Z-score is -1.083, while the country's Z-score is -1.024. The university maintains a prudent profile, managing its authorship practices with slightly more rigor than the national standard. Both scores are in the low-risk category, but the university's is lower, indicating a healthy and controlled environment. In fields outside of 'Big Science,' high rates of hyper-authorship can signal author list inflation, which dilutes individual accountability. Gujarat University's low score suggests its authorship norms are well-aligned with legitimate collaborative needs, effectively distinguishing between necessary teamwork and questionable 'honorary' authorship practices.
The institution's Z-score is -0.172, compared to the country's Z-score of -0.292. This metric reveals an incipient vulnerability, as the university shows signals that warrant review before they escalate. While both the institution and the country have low-risk scores, the university's score is slightly higher, indicating a greater gap. A wide positive gap suggests that scientific prestige may be dependent on external partners rather than being structurally generated from within. The university's score invites reflection on whether its high-impact publications result from its own intellectual leadership or from strategic positioning in collaborations, signaling a potential risk to the long-term sustainability of its research excellence.
The institution's Z-score is -0.907, while the country's Z-score is -0.067. The university exhibits low-profile consistency, with a near-total absence of risk signals that aligns with the broader national standard of low-risk activity. The institution's very low score, compared to the country's low score, reinforces this positive finding. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or 'salami slicing.' Gujarat University's excellent result indicates a healthy balance between productivity and quality, suggesting that authorship is granted for real participation and the integrity of the scientific record is prioritized over sheer volume.
The institution's Z-score is -0.268, compared to the country's Z-score of -0.250. This indicator shows total operational silence, with an absence of risk signals that is even slightly below the very low national average. While in-house journals can be valuable, excessive dependence on them creates conflicts of interest and risks academic endogamy by bypassing independent external peer review. Gujarat University's negligible score demonstrates a strong commitment to global dissemination and external validation, ensuring its research competes on the international stage rather than relying on internal channels that might serve as 'fast tracks' for publication.
The institution's Z-score is -0.148, while the country's Z-score is 0.720. This stark difference highlights the university's institutional resilience, as its control mechanisms appear highly effective in mitigating a risk that is systemic at the national level. A high value in this indicator alerts to the practice of 'salami slicing,' where a study is fragmented into minimal units to artificially inflate productivity, thereby distorting scientific evidence. Gujarat University's low-risk score, in contrast to the country's medium-risk environment, indicates a strong institutional culture that prioritizes the publication of significant, coherent new knowledge over the artificial inflation of output metrics.
