| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.123 | -0.927 |
|
Retracted Output
|
-0.428 | 0.279 |
|
Institutional Self-Citation
|
2.749 | 0.520 |
|
Discontinued Journals Output
|
-0.545 | 1.099 |
|
Hyperauthored Output
|
-1.229 | -1.024 |
|
Leadership Impact Gap
|
-2.228 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.004 | 0.720 |
The All India Institute of Speech and Hearing demonstrates a strong overall scientific integrity profile, with a composite score of -0.553 indicating robust and responsible research practices. The institution exhibits exceptional strengths in maintaining very low-risk levels across the majority of indicators, particularly in avoiding retractions, publication in discontinued journals, and questionable authorship practices, where it significantly outperforms the national context. This operational excellence, however, is contrasted by a single critical vulnerability: a significant rate of institutional self-citation, which requires immediate strategic attention. According to SCImago Institutions Rankings data, the institution holds a solid position in the field of Medicine. This strong thematic focus aligns with its mission to provide "quality education" and "original research." However, the high self-citation rate could undermine the mission's goal of being "globally-competitive" and "ethically sound," as it suggests an internal focus that may not reflect broad external validation. To fully leverage its otherwise outstanding integrity framework, the institution is advised to review its citation practices to ensure its perceived impact is aligned with genuine global influence and recognition.
The institution presents a Z-score of -1.123, which is even lower than the national average of -0.927. This indicates a state of total operational silence regarding this risk, with an absence of questionable affiliation signals that is even more pronounced than the already low national standard. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal attempts to inflate institutional credit. The institution's extremely low score suggests a clear and transparent policy on authorship and affiliation, reflecting a commendable focus on genuine collaboration over strategic credit maximization.
With a Z-score of -0.428, the institution shows a very low incidence of retracted publications, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score: 0.279). This demonstrates a successful preventive stance, suggesting that the institution's internal quality controls are robust enough to avoid the systemic issues present in the wider environment. A high rate of retractions can alert to a vulnerability in an institution's integrity culture or a failure in pre-publication quality control. In this case, the institution’s excellent performance indicates that its methodological rigor and supervision mechanisms are effectively safeguarding the reliability of its scientific output.
The institution's Z-score for this indicator is 2.749, a significant value that sharply contrasts with the country's medium-risk average of 0.520. This finding suggests that the institution is not merely reflecting a national trend but is actively amplifying a vulnerability present in the system. While a certain level of self-citation is natural, this disproportionately high rate signals a concerning scientific isolation or an 'echo chamber' where work is validated without sufficient external scrutiny. This high value warns of a critical risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than recognition from the global scientific community, a practice that requires urgent review.
The institution maintains a Z-score of -0.545, indicating a very low-risk profile that stands in stark contrast to the medium-risk national average of 1.099. This demonstrates a clear preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The institution's strong performance here indicates that its researchers are effectively navigating the publishing landscape, avoiding predatory or low-quality venues and thereby protecting the institution's resources and reputation.
With a Z-score of -1.229, the institution shows a very low rate of hyper-authored publications, consistent with the low-risk national standard (Z-score: -1.024). This low-profile consistency demonstrates that the institution's collaborative practices align with national norms and do not present signals of concern. Outside of "Big Science" contexts, high rates of hyper-authorship can indicate author list inflation, which dilutes accountability. The institution's score suggests that its authorship practices are transparent and appropriately reflect genuine contributions, avoiding the risk of honorary or political authorship.
The institution's Z-score of -2.228 is exceptionally low, aligning with the low-risk national context (Z-score: -0.292) and indicating an absence of dependency on external partners for impact. This low-profile consistency suggests a healthy and sustainable research model. A wide positive gap in this indicator can signal that an institution's prestige is dependent on collaborations where it does not exercise intellectual leadership. The institution's very low score is a positive sign of its strong internal capacity, demonstrating that its scientific impact is generated structurally from research led by its own teams.
The institution records a very low Z-score of -1.413, a figure that is well-aligned with the low-risk national standard (Z-score: -0.067). This low-profile consistency shows an absence of risk signals related to extreme individual publication volumes. While high productivity can be legitimate, hyperprolificacy often challenges the limits of meaningful intellectual contribution and can point to risks like coercive authorship or salami slicing. The institution’s score indicates a balanced approach to productivity, prioritizing the quality and integrity of the scientific record over sheer volume.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, both of which are in the very low-risk category. This reflects an integrity synchrony, showing total alignment with an environment of maximum scientific security in this area. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy, where production bypasses independent peer review. The institution's minimal use of such channels demonstrates a commitment to external validation and global visibility, reinforcing the credibility of its research output.
With a Z-score of -0.004, the institution exhibits a low rate of redundant output, showcasing resilience against the medium-risk trend observed nationally (Z-score: 0.720). This suggests that the institution's internal control mechanisms are effectively mitigating the systemic risks of data fragmentation prevalent in its environment. A high rate of redundant output, or 'salami slicing,' points to the practice of dividing studies into minimal units to artificially inflate productivity. The institution's low score indicates a focus on publishing significant, coherent bodies of work, thereby contributing meaningfully to the scientific record rather than distorting it.
