| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.624 | -0.927 |
|
Retracted Output
|
-0.137 | 0.279 |
|
Institutional Self-Citation
|
0.439 | 0.520 |
|
Discontinued Journals Output
|
1.201 | 1.099 |
|
Hyperauthored Output
|
-1.225 | -1.024 |
|
Leadership Impact Gap
|
-2.115 | -0.292 |
|
Hyperprolific Authors
|
-0.046 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.339 | 0.720 |
Mangalore University presents a robust and well-balanced scientific integrity profile, with an overall risk score of -0.057 that indicates a strong alignment with best practices. The institution demonstrates significant strengths in maintaining intellectual leadership, with a minimal gap between its overall impact and the impact of its self-led research. Further areas of excellence include a near-total absence of output in institutional journals and a very low rate of hyper-authored publications, signaling a commitment to external validation and transparent authorship. Key areas for strategic monitoring include a medium-risk exposure to publishing in discontinued journals and a moderate rate of institutional self-citation. According to SCImago Institutions Rankings data, the university's strongest thematic areas are Engineering, Physics and Astronomy, and Pharmacology, Toxicology and Pharmaceutics. This strong research performance is well-supported by the institution's overall low-risk integrity profile. However, the identified vulnerabilities, particularly in publication channel selection, could subtly undermine the core mission to "Promote Quality and Excellence" and "Cultivate critical thinking." Addressing these areas will ensure that the university's pursuit of excellence is built upon a foundation of unquestionable scientific integrity, thereby reinforcing its contribution to a socially responsible and innovative society.
The institution's Z-score of -0.624 is in the low-risk range but shows a slight divergence from the national Z-score of -0.927, which is very low. This indicates the emergence of minor risk signals at the university that are not present in the broader national context. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight uptick suggests that a small but notable portion of affiliations could be aimed at strategically inflating institutional credit. It warrants a proactive review to ensure all declared affiliations correspond to substantive collaborative work and to prevent any potential for "affiliation shopping."
With a Z-score of -0.137, the institution demonstrates a low rate of retracted publications, showcasing institutional resilience when compared to the medium-risk national average of 0.279. This positive differential suggests that the university's internal quality control and supervision mechanisms are effectively mitigating a systemic risk prevalent in the country. Retractions are complex events, but a rate significantly below the national trend indicates that the institution's pre-publication review processes are robust, preventing the kind of recurring malpractice or lack of methodological rigor that may be affecting its peers and reinforcing its commitment to a culture of integrity.
The university's Z-score for this indicator is 0.439, placing it in the medium-risk category, although it performs slightly better than the national average of 0.520. This suggests a pattern of differentiated management, where the institution moderates a risk that is common across the country. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, a medium-risk score still warns of a potential 'echo chamber' where work is validated internally without sufficient external scrutiny. While the university shows more control than its peers, this dynamic could still lead to an endogamous inflation of impact, and monitoring is advised to encourage broader engagement with the global scientific community.
The institution registers a Z-score of 1.201, a medium-risk value that indicates high exposure, as it is slightly above the national average of 1.099. This finding suggests the university is more prone than its national peers to channeling its research into questionable publication venues. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of scientific production is being directed to media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
Mangalore University shows a Z-score of -1.225, a very low-risk value that is consistent with, and even improves upon, the low-risk national standard of -1.024. This absence of risk signals demonstrates that the institution's authorship practices are well-aligned with national norms. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. The university's excellent score suggests its authorship assignments are transparent and reflect genuine contributions, effectively distinguishing between necessary collaboration and questionable 'honorary' authorship practices.
The institution achieves an exceptionally low Z-score of -2.115, a result that signals robust internal capacity and contrasts sharply with the national Z-score of -0.292. This near-absence of a negative gap indicates that the university's scientific prestige is not dependent on external partners but is driven by research where it exercises intellectual leadership. A wide gap can suggest that an institution's excellence metrics are a result of strategic positioning in collaborations rather than its own structural capabilities. This outstanding score confirms that Mangalore University's impact is sustainable and rooted in its own strong research foundation.
With a Z-score of -0.046, the institution's rate of hyperprolific authors falls within the low-risk category, reflecting statistical normality when compared to the national average of -0.067. This alignment indicates that the university's productivity levels are as expected for its context and size. While extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship, the university's score suggests a healthy balance between quantity and quality, with no evidence of systemic practices that prioritize metrics over the integrity of the scientific record.
The university's Z-score of -0.268 is in the very low-risk range, indicating total operational silence on this front and performing even better than the already low national average of -0.250. This result is a clear strength, demonstrating a firm commitment to independent, external peer review. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. By avoiding this practice, the institution ensures its research is validated through standard competitive channels, maximizing its global visibility and steering clear of any perception that it uses internal publications as 'fast tracks' to inflate academic output.
The institution records a Z-score of -0.339, a low-risk value that highlights its resilience against a practice that is a medium-level risk nationally (Z-score of 0.720). This demonstrates that the university's control mechanisms are effective in preventing 'salami slicing.' This practice, which involves dividing a single study into minimal publishable units to inflate productivity, distorts scientific evidence and overburdens the review system. The university's low score indicates a commendable focus on publishing coherent, significant new knowledge rather than prioritizing volume, setting a positive example within its national context.