| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.613 | -0.927 |
|
Retracted Output
|
-0.381 | 0.279 |
|
Institutional Self-Citation
|
-1.963 | 0.520 |
|
Discontinued Journals Output
|
0.976 | 1.099 |
|
Hyperauthored Output
|
-0.039 | -1.024 |
|
Leadership Impact Gap
|
1.567 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences presents a robust profile of scientific integrity, with an overall risk score of -0.329 that indicates a performance significantly healthier than the national average. The institution's primary strengths lie in its exceptional control over authorship and citation practices, demonstrating very low risk in the rates of multiple affiliations, institutional self-citation, hyperprolific authors, and redundant output. This robust internal governance effectively insulates the institution from several medium-risk trends prevalent at the national level. These strengths are foundational to its notable research performance, as evidenced by its SCImago Institutions Rankings in key medical fields such as Dentistry, Medicine, and Pharmacology, Toxicology and Pharmaceutics. However, areas requiring strategic attention include a medium-risk exposure to publication in discontinued journals and a notable gap in impact between its collaborative and institution-led research. While a specific mission statement was not available, any mission centered on academic excellence and societal contribution is fundamentally threatened by risks that compromise research quality and sustainability. To fully align its operational integrity with its clear thematic expertise, the institution is encouraged to focus on enhancing its publication channel selection policies and fostering greater intellectual leadership in its collaborations, thereby securing its long-term scientific prestige.
The institution's Z-score of -1.613 is substantially lower than the national average of -0.927, indicating a complete absence of risk signals in this area, even when compared to an already low-risk national environment. This total operational silence suggests that authorship and affiliation practices are managed with exceptional clarity and transparency. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The institution's extremely low score confirms that its collaborative framework is well-defined, avoiding any ambiguity or strategic manipulation of affiliations and setting a standard of integrity that surpasses the national benchmark.
With a Z-score of -0.381, the institution shows a very low rate of retracted publications, starkly contrasting with the medium-risk national average of 0.279. This demonstrates a successful preventive isolation, where the institution does not replicate the systemic vulnerabilities observed in its environment. Retractions are complex events, but a rate significantly below the norm suggests that the institution's quality control mechanisms and pre-publication supervision are highly effective. This performance points to a strong culture of integrity and methodological rigor, successfully mitigating the risk of recurring malpractice or systemic errors that can elevate retraction rates.
The institution exhibits a Z-score of -1.963, which signals a virtually non-existent risk of problematic self-citation, especially when compared to the national average of 0.520, which falls within the medium-risk category. This result indicates a successful preventive isolation from national trends, showcasing that the institution's work is validated by the broader scientific community rather than an internal 'echo chamber'. A certain level of self-citation is natural, but the institution's exceptionally low rate confirms its research is not at risk of endogamous impact inflation and that its academic influence is driven by genuine external recognition, not internal dynamics.
The institution's Z-score of 0.976 places it in the medium-risk category, though it reflects a slightly better performance than the national average of 1.099. This suggests a differentiated management approach, where the institution is moderating a risk that appears to be common nationwide. Nonetheless, a medium-risk score constitutes a critical alert regarding due diligence in selecting publication channels. It indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks. This highlights a need for improved information literacy among researchers to avoid channeling valuable work into 'predatory' or low-quality journals.
With a Z-score of -0.039, the institution's risk level is low but slightly higher than the national average of -1.024. This score points to an incipient vulnerability, suggesting the presence of minor signals that warrant review before they potentially escalate. While extensive author lists are legitimate in 'Big Science', their appearance in other contexts can indicate author list inflation, which dilutes individual accountability. The institution's score, though low, suggests a need to ensure that authorship practices remain transparent and that all credited authors meet the criteria for meaningful contribution, distinguishing necessary collaboration from honorary authorship.
The institution presents a Z-score of 1.567, a medium-risk value that marks a moderate deviation from the low-risk national average of -0.292. This indicates that the institution is more sensitive to this particular risk factor than its national peers. A very wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential sustainability risk. This score suggests that the institution's scientific prestige may be significantly dependent on external partners rather than being structurally generated from within. It invites a strategic reflection on whether its excellence metrics result from its own core capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is in the very low-risk range, demonstrating a healthy and consistent profile when compared to the national average of -0.067, which sits at a low-risk level. This absence of risk signals aligns well with the national standard, indicating that the institution's research environment does not foster problematic levels of individual productivity. Extreme publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or 'salami slicing'. The institution's very low score confirms a sound balance between quantity and quality, reinforcing the integrity of its scientific record.
With a Z-score of -0.268, the institution's rate of publication in its own journals is almost identical to the national average of -0.250, placing both in the very low-risk category. This reflects an integrity synchrony, showing total alignment with a national environment of maximum scientific security in this regard. While in-house journals can be valuable, excessive dependence on them raises conflict-of-interest concerns. The institution's negligible score confirms that its researchers are not bypassing independent external peer review, ensuring their work is validated through standard competitive channels and maintaining global visibility.
The institution's Z-score of -1.186 indicates a very low risk of redundant publication, a figure that stands in stark contrast to the medium-risk national average of 0.720. This performance suggests a successful preventive isolation, whereby the institution's internal controls and academic culture effectively prevent the risk dynamics prevalent in the wider national system. A high rate of bibliographic overlap can indicate 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity. The institution's very low score demonstrates a commitment to publishing significant, coherent new knowledge rather than prioritizing volume, thereby upholding the integrity of the scientific record.