| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.081 | -0.062 |
|
Retracted Output
|
-0.108 | -0.050 |
|
Institutional Self-Citation
|
-0.958 | 0.045 |
|
Discontinued Journals Output
|
1.407 | -0.024 |
|
Hyperauthored Output
|
-0.766 | -0.721 |
|
Leadership Impact Gap
|
-0.004 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Liaoning University of Traditional Chinese Medicine presents a robust scientific integrity profile, with an overall risk score of -0.173 indicating performance slightly better than the global average. The institution demonstrates remarkable strengths by maintaining very low-risk levels in areas such as the Rate of Hyperprolific Authors, Institutional Self-Citation, and Redundant Output, effectively insulating itself from vulnerabilities that are more prevalent at the national level. However, this strong foundation is contrasted by two key areas of concern: a medium-risk exposure to publishing in discontinued journals and a slight dependency on external collaborations for research impact. These findings are particularly relevant given the institution's notable academic positioning, with strong rankings in Agricultural and Biological Sciences, Pharmacology, Toxicology and Pharmaceutics, and Medicine, as per SCImago Institutions Rankings data. While the institutional mission was not available for direct comparison, any pursuit of academic excellence and social responsibility is fundamentally challenged by practices that could lead to reputational damage or compromise the perceived quality of its research. The university is encouraged to leverage its solid integrity framework to address these specific weaknesses, thereby ensuring its scientific output is not only impactful but also sustainable and ethically sound.
The institution's Z-score of -1.081, compared to the national average of -0.062, reflects a profile of low-risk consistency. The complete absence of risk signals in this area aligns with the low-risk national standard, indicating that the university's collaborative practices are transparent. This demonstrates that its approach to academic partnerships is straightforward and does not show any signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping.”
With a Z-score of -0.108 versus the country's -0.050, the institution exhibits a prudent profile, managing its quality control processes with slightly more rigor than the national standard. Retractions are complex events, but this favorable comparison suggests that the university's pre-publication review and supervision mechanisms are functioning effectively. This proactive stance helps minimize the occurrence of systemic errors or malpractice that would otherwise require corrective action after publication, reinforcing a culture of responsible research.
The university's Z-score of -0.958 stands in sharp contrast to the national average of 0.045, indicating a preventive isolation from the medium-risk dynamics observed across the country. This very low rate of self-citation demonstrates that the institution's research is validated by the broader scientific community, successfully avoiding the "echo chambers" that can arise from excessive self-referencing. This result signals a healthy integration into global research conversations and confirms that its academic influence is built on external recognition rather than endogamous impact inflation.
A moderate deviation from the national norm is observed in this indicator, with the institution's Z-score at 1.407 compared to the country's -0.024. This represents a significant area for improvement, as the university shows a greater sensitivity to this risk factor than its peers. This medium-risk score constitutes a critical alert regarding due diligence in selecting dissemination channels. It suggests that a notable portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the university to severe reputational risks and indicating an urgent need to enhance information literacy among its researchers to avoid predatory practices.
The institution's Z-score of -0.766 is nearly identical to the country's average of -0.721, indicating statistical normality. The risk level is low and as expected for its context, suggesting that authorship practices are consistent with disciplinary norms. This alignment confirms that there are no unusual patterns of author list inflation and that the institution's collaborative work does not show signs of diluted individual accountability or honorary authorship practices.
A slight divergence is noted here, with the institution's Z-score of -0.004 indicating a low-risk signal in an area where the country as a whole shows very low risk (Z-score: -0.809). This suggests that the university's scientific prestige may be more dependent on external partners than is typical nationally. While collaboration is essential, this gap signals a potential sustainability risk, inviting reflection on whether its excellence metrics are derived from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution shows an exemplary profile by effectively isolating itself from national risk dynamics, with a Z-score of -1.413 against the country's medium-risk score of 0.425. This very low score indicates a strong focus on the quality and integrity of the scientific record over sheer publication volume. It suggests the absence of practices such as coercive authorship or assigning credit without meaningful participation, reinforcing a culture that prioritizes significant intellectual contributions over inflated productivity metrics.
With a Z-score of -0.268 compared to the national average of -0.010, the institution demonstrates a low-profile consistency. Its very low rate of publication in its own journals aligns with the low-risk national environment, showing a commitment to seeking external validation and avoiding potential conflicts of interest. By not over-relying on in-house journals, the university ensures its research undergoes independent peer review, which enhances its global visibility and mitigates the risk of academic endogamy.
In this indicator, the institution demonstrates total operational silence, with a Z-score of -1.186 that is even lower than the country's already very low average of -0.515. This absence of risk signals is exceptionally pronounced, indicating a strong institutional policy against data fragmentation or "salami slicing." It reflects a commitment to publishing complete, coherent studies that offer significant new knowledge, rather than artificially inflating productivity metrics by dividing research into minimal publishable units.
