| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.927 | -0.021 |
|
Retracted Output
|
1.141 | 1.173 |
|
Institutional Self-Citation
|
-0.707 | -0.059 |
|
Discontinued Journals Output
|
0.563 | 0.812 |
|
Hyperauthored Output
|
-0.851 | -0.681 |
|
Leadership Impact Gap
|
-0.287 | 0.218 |
|
Hyperprolific Authors
|
-1.413 | 0.267 |
|
Institutional Journal Output
|
-0.268 | -0.157 |
|
Redundant Output
|
-1.186 | -0.339 |
Government College Women University Sialkot demonstrates a robust overall scientific integrity profile, reflected in a very low global risk score of 0.042. The institution's primary strengths lie in its exceptional control over authorship practices and publication channels, with minimal to non-existent risk signals in areas such as Hyperprolific Authors, Redundant Output, and use of Institutional Journals. However, this strong foundation is critically challenged by a significant risk level in Retracted Output, which aligns with a broader national trend, and a medium risk concerning publications in Discontinued Journals. Thematically, the institution showcases notable national standing in specific fields, with SCImago Institutions Rankings placing it in the Top 10 for Chemistry and Top 15 for Business, Management and Accounting in Pakistan. These achievements are directly threatened by the identified integrity risks. The university's mission to "Create" and "Disseminate" knowledge to foster a "highly skilled" workforce is fundamentally compromised when the quality and permanence of its scientific record are at risk. A high rate of retractions contradicts the very essence of reliable knowledge creation. To fully align its operational practices with its strategic vision, the institution should leverage its clear strengths in research culture to urgently implement enhanced quality assurance and due diligence protocols, particularly in its pre-publication review processes.
The institution exhibits an exemplary profile in this area, with a Z-score of -0.927, which is significantly lower than the already low national average of -0.021. This demonstrates a clear and consistent approach to authorship affiliation that aligns with the national standard while showing even greater prudence. The complete absence of risk signals indicates that affiliations are managed transparently, avoiding any strategic attempts to inflate institutional credit or engage in "affiliation shopping," thereby reinforcing the credibility of its collaborative network.
With a Z-score of 1.141, the institution is immersed in a critical and generalized risk dynamic that mirrors the national situation (Z-score of 1.173). This high value is a serious alert, suggesting that quality control mechanisms prior to publication may be failing systemically. While some retractions can result from honest error correction, a rate at this level points towards a significant vulnerability in the institution's integrity culture. It indicates a potential for recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the university's scientific reputation.
The institution maintains a prudent profile with a Z-score of -0.707, indicating more rigorous control over citation practices than the national standard (Z-score of -0.059). This low rate of self-citation is a positive sign, suggesting that the university's work is validated by the broader scientific community rather than within an internal 'echo chamber.' By avoiding the risk of endogamous impact inflation, the institution ensures that its academic influence is a reflection of genuine external recognition and not an artifact of internal dynamics.
The institution shows differentiated management in this area, with a Z-score of 0.563, which is below the national average of 0.812. This indicates that it moderates a risk that appears to be more common across the country. However, a medium-level risk score still constitutes a critical alert regarding due diligence in selecting dissemination channels. It suggests 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 and highlighting a need for improved information literacy to avoid predatory practices.
With a Z-score of -0.851, the institution demonstrates a more rigorous and prudent approach to authorship than the national standard (Z-score of -0.681). This low incidence of hyper-authorship suggests a healthy culture of accountability and transparency in assigning credit. The data indicates that the institution effectively distinguishes between necessary large-scale collaboration and practices of 'honorary' or inflated authorship, thereby preserving the value of individual contributions to the scientific record.
The institution displays notable resilience, with a Z-score of -0.287, effectively mitigating a systemic risk observed at the national level (Z-score of 0.218). This low score signifies that the university's scientific prestige is not overly dependent on external partners but is instead driven by its own structural capacity and intellectual leadership. This healthy balance suggests a sustainable model of academic growth, where excellence metrics result from genuine internal capabilities rather than a strategic positioning in collaborations where it does not lead.
The institution demonstrates a clear preventive isolation from national risk dynamics, with a Z-score of -1.413 compared to the country's medium-risk score of 0.267. This near-total absence of hyperprolific authors is a strong indicator of a research environment that prioritizes quality over quantity. It suggests that the university's culture is not susceptible to practices like coercive authorship or assigning credit without real participation, thereby safeguarding the integrity of its scientific record from dynamics that prioritize metrics over meaningful intellectual contribution.
In this indicator, the institution shows total operational silence, with a Z-score of -0.268 that is even lower than the minimal national average of -0.157. This complete absence of risk signals demonstrates a firm commitment to independent, external peer review. By avoiding any reliance on in-house journals, the university eliminates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production is validated through standard competitive channels and achieves global visibility.
With a Z-score of -1.186, the institution maintains a low-profile consistency, as its absence of risk signals aligns with the low-risk national environment (Z-score of -0.339). This result indicates a healthy publication strategy focused on substance over volume. The data suggests that researchers are not engaging in the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity, but are instead contributing significant new knowledge to the scientific literature.
