| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.498 | -0.062 |
|
Retracted Output
|
1.441 | -0.050 |
|
Institutional Self-Citation
|
-0.724 | 0.045 |
|
Discontinued Journals Output
|
0.721 | -0.024 |
|
Hyperauthored Output
|
-1.165 | -0.721 |
|
Leadership Impact Gap
|
1.003 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.024 | -0.515 |
Taishan University presents a dual profile in scientific integrity, with an overall score of 0.415 reflecting a combination of significant strengths and critical vulnerabilities. The institution demonstrates commendable internal governance in areas such as authorship and citation practices, effectively isolating itself from certain national risk trends by maintaining very low rates of hyper-prolific authors and hyper-authored output. However, this operational discipline is contrasted by severe challenges in its publication lifecycle, most notably a critically high Rate of Retracted Output and elevated indicators for publishing in discontinued journals and redundant output. These weaknesses suggest systemic gaps in pre-publication quality control and strategic oversight. According to SCImago Institutions Rankings data, the university's most prominent research areas include Earth and Planetary Sciences, Chemistry, and Energy. The identified integrity risks, particularly those related to retractions and questionable publication channels, directly undermine the pursuit of excellence and credibility in these and other fields, posing a threat to any mission centered on generating reliable knowledge and societal value. It is recommended that the university leverage its demonstrated strengths in authorship integrity to build a comprehensive framework for improving pre-publication review and strategic dissemination, thereby safeguarding its long-term reputation and impact.
The institution's Z-score of 0.498 moderately deviates from the national average of -0.062, indicating a greater sensitivity to this risk factor than its peers. This suggests that the university's researchers engage in multiple affiliations more frequently than is typical across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The observed deviation warrants a review to ensure that all affiliations are substantive and reflect genuine collaboration rather than a mechanism for metric optimization.
A Z-score of 1.441 represents a severe and atypical discrepancy when compared to the national average of -0.050. This value is a critical alert, suggesting that the institution's quality control mechanisms prior to publication may be failing systemically. Retractions are complex, but a rate so significantly higher than the national standard points towards a deep vulnerability in the institution's integrity culture. This is not merely about isolated incidents but indicates possible recurring malpractice or a fundamental lack of methodological rigor that requires an immediate and thorough qualitative verification by management to address the root causes and prevent further reputational damage.
With a Z-score of -0.724, the institution demonstrates a prudent profile that contrasts favorably with the national average of 0.045. This indicates a high degree of institutional resilience, as its control mechanisms appear to successfully mitigate the systemic risks of academic endogamy observed more broadly in the country. A certain level of self-citation is natural, but the university's low rate shows it avoids the 'echo chambers' where an institution validates its own work without sufficient external scrutiny. This suggests its academic influence is healthily validated by the global community rather than being inflated by internal dynamics.
The institution's Z-score of 0.721 shows a moderate deviation from the national average of -0.024, revealing a greater institutional tendency to publish in problematic venues. This constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. The score indicates that a significant portion of its scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy and guidance for researchers to avoid wasting resources on 'predatory' or low-quality journals.
The institution's Z-score of -1.165 is well below the national average of -0.721, demonstrating low-profile consistency in its authorship practices. The complete absence of risk signals in this area aligns with, and even improves upon, the national standard. This positive result indicates that the university's research culture successfully distinguishes between necessary massive collaboration and problematic 'honorary' or political authorship practices, thereby maintaining clear individual accountability and transparency in its scientific contributions.
A Z-score of 1.003 constitutes a monitoring alert, as this risk level is highly unusual compared to the national standard of -0.809. The wide positive gap suggests that the institution's overall scientific prestige is significantly dependent on external partners and is not reflective of its own structural capacity. This signals a sustainability risk, inviting reflection on whether its excellence metrics result from real internal capabilities or from strategic positioning in collaborations where the institution does not exercise intellectual leadership. A review of its collaborative strategy is needed to foster greater autonomy and build endogenous impact.
The institution's Z-score of -1.413 signifies a state of preventive isolation from the national trend, which stands at a Z-score of 0.425. This result is a clear strength, showing the center does not replicate the risk dynamics of hyper-productivity observed in its environment. By avoiding extreme individual publication volumes, the university fosters a healthy balance between quantity and quality. This suggests a culture that discourages practices such as coercive authorship or assigning credit without real participation, prioritizing the integrity of the scientific record over the inflation of metrics.
With a Z-score of -0.268, the institution's performance aligns with the national standard (-0.010), showing low-profile consistency and an absence of risk signals. This indicates that the university avoids excessive dependence on its own journals, thus mitigating potential conflicts of interest where the institution might act as both judge and party. By not using internal channels as potential 'fast tracks' for publication, the institution ensures its research undergoes independent external peer review, which is essential for achieving global visibility and competitive validation.
The institution's Z-score of 0.024 is a monitoring alert, as this risk level is highly unusual for the national standard, where the average is -0.515. This sharp contrast suggests that the practice of fragmenting data or 'salami slicing' is present at the university to a degree not seen elsewhere in the country. This value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. Such a strategy distorts the available scientific evidence and overburdens the review system, prioritizing volume over the generation of significant new knowledge and requiring a review of internal evaluation incentives.
