| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.533 | -0.062 |
|
Retracted Output
|
0.145 | -0.050 |
|
Institutional Self-Citation
|
-0.023 | 0.045 |
|
Discontinued Journals Output
|
0.080 | -0.024 |
|
Hyperauthored Output
|
-0.598 | -0.721 |
|
Leadership Impact Gap
|
-0.866 | -0.809 |
|
Hyperprolific Authors
|
0.017 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.684 | -0.515 |
Jilin University presents a robust scientific integrity profile, reflected in a global risk score of -0.127, which indicates a performance slightly superior to the international baseline. The institution demonstrates significant strengths in maintaining the structural integrity of its research, with exceptionally low-risk indicators for redundant output, publication in institutional journals, and a minimal gap between its overall impact and the impact of research under its direct leadership. These results suggest a strong internal capacity and a commitment to external validation. However, areas requiring strategic attention include a moderate rate of retracted output and publications in discontinued journals, which deviate from the lower-risk national trends. According to SCImago Institutions Rankings data, the university's strong integrity framework supports its world-class research performance, particularly in key areas such as Pharmacology, Toxicology and Pharmaceutics (ranked 20th globally), Chemistry (26th), Physics and Astronomy (32nd), and Engineering (36th). While the institution's specific mission was not available for this analysis, the identified risks related to post-publication corrections and selection of publication venues could challenge any mission predicated on research excellence and social trust. To further solidify its position as a global leader, it is recommended that the university leverages its foundational strengths to implement targeted improvements in pre-publication quality assurance and journal selection protocols.
The institution's Z-score of -0.533 is notably lower than the national average of -0.062. This demonstrates a prudent and well-managed approach to academic collaboration. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate suggests its collaborative practices are robust and do not show signs of being used for strategic inflation of institutional credit. By maintaining a more rigorous standard than the national norm, the institution reinforces the transparency and legitimacy of its research partnerships.
With a Z-score of 0.145, the institution presents a moderate risk level that deviates from the low-risk national average of -0.050. This suggests a greater institutional sensitivity to factors leading to post-publication corrections. Retractions are complex events, but a rate significantly higher than its peers alerts to a potential vulnerability in the institution's integrity culture. This discrepancy suggests that quality control mechanisms prior to publication may be failing more frequently than in the rest of the country, indicating a possible need for a qualitative verification by management to address any recurring methodological or ethical issues.
The institution exhibits strong resilience against a risk that is more prevalent nationally, with a low-risk Z-score of -0.023 compared to the country's medium-risk score of 0.045. This indicates that the university's internal control mechanisms are effectively mitigating the systemic tendency towards self-citation observed in its environment. A certain level of self-citation is natural, but the university successfully avoids the creation of 'echo chambers' or endogamous impact inflation. This result suggests that the institution's academic influence is validated by the global community rather than being oversized by internal dynamics.
The university's Z-score of 0.080 signifies a moderate risk level, showing a greater sensitivity to this issue than the national standard, which has a low-risk score of -0.024. This deviation constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -0.598, the institution's risk profile is low, though it signals a slight, incipient vulnerability when compared to the national average of -0.721. While both the university and the country operate within a low-risk range, this subtle difference warrants a review to ensure practices do not escalate. A high rate of hyper-authorship can indicate author list inflation, diluting individual accountability. This signal, though minor, serves as a reminder to proactively distinguish between necessary massive collaboration and any potential for 'honorary' authorship practices.
The institution demonstrates an exceptionally strong performance in this area, with a Z-score of -0.866, indicating a complete absence of risk signals and surpassing the already excellent national average of -0.809. This result points to a healthy and sustainable research ecosystem. It suggests that the institution's scientific prestige is structural and derived from its own internal capacity, rather than being dependent on collaborations where it does not exercise intellectual leadership. This balance confirms that its high-impact research is a direct result of its own strategic direction and talent.
The institution's Z-score of 0.017, while categorized as a medium risk, reflects differentiated management compared to the much higher national average of 0.425. This suggests that the university effectively moderates a risk that appears to be more common across the country. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or a focus on quantity over quality. The university's ability to contain this indicator below the national trend demonstrates a more balanced approach that prioritizes the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a complete absence of risk, a profile that is consistent with, and even stronger than, the low-risk national environment (Z-score of -0.010). This exemplary performance indicates a firm commitment to external validation and global visibility. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and ensures its scientific production bypasses any perception of academic endogamy. This practice confirms that its research is consistently subjected to independent, external peer review through competitive international channels.
The institution exhibits total operational silence in this indicator, with a Z-score of -0.684 that is even lower than the very low-risk national average of -0.515. This outstanding result signals a strong institutional culture that prioritizes substantive scientific contributions over artificial productivity metrics. A high value in this area typically alerts to the practice of dividing a coherent study into minimal publishable units. The university's performance demonstrates a clear commitment to publishing complete and significant new knowledge, thereby upholding the integrity of scientific evidence and respecting the academic review system.
