| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.480 | -0.062 |
|
Retracted Output
|
2.484 | -0.050 |
|
Institutional Self-Citation
|
-1.513 | 0.045 |
|
Discontinued Journals Output
|
0.595 | -0.024 |
|
Hyperauthored Output
|
-0.672 | -0.721 |
|
Leadership Impact Gap
|
0.502 | -0.809 |
|
Hyperprolific Authors
|
-1.146 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.032 | -0.515 |
Jining Medical University presents a complex scientific integrity profile, marked by significant strengths in research ethics alongside critical areas requiring immediate attention. With an overall score of 0.539, the institution demonstrates exceptional performance in preventing academic endogamy and questionable productivity practices, as evidenced by very low-risk levels in Institutional Self-Citation, Hyperprolific Authors, and Redundant Output. These strengths provide a solid foundation of responsible research conduct. However, this positive landscape is contrasted by a significant-risk Z-score in Retracted Output and medium-risk signals in publications within Discontinued Journals and a dependency on external collaborations for impact. These vulnerabilities could undermine the institution's strong reputation, particularly in its leading thematic areas as identified by SCImago Institutions Rankings data, which include Psychology, Pharmacology, Toxicology and Pharmaceutics, and Medicine. While a specific mission statement was not available for this analysis, these integrity risks pose a direct challenge to the universal academic goals of achieving research excellence and upholding social responsibility. By leveraging its clear strengths in authorship and citation practices, Jining Medical University has the opportunity to develop targeted interventions to fortify its quality control mechanisms, thereby ensuring its scientific contributions are both impactful and unimpeachably sound.
The institution demonstrates a prudent profile in managing researcher affiliations, with a Z-score of -0.480, which indicates more rigorous control than the national standard of -0.062. This low-risk signal suggests that the university's policies effectively govern collaborations and appointments. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate indicates a low probability of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting clear and well-managed administrative processes.
A severe discrepancy exists between the institution's performance and the national context, with its Z-score of 2.484 signaling significant risk, in stark contrast to the country's low-risk average of -0.050. This atypical level of risk activity requires a deep integrity assessment. Retractions are complex events, but a rate this far above the norm suggests that quality control mechanisms prior to publication may be failing systemically. This indicator is a critical alert to a vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution shows a clear preventive isolation from national trends, with a Z-score of -1.513 placing it in the very low-risk category, while the country average sits at a medium-risk level of 0.045. This result indicates that the university does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but this exceptionally low rate signals a strong reliance on external validation and a healthy integration into the global scientific conversation, effectively avoiding the 'echo chambers' that can lead to endogamous impact inflation. This suggests the institution's academic influence is genuinely recognized by the international community.
A moderate deviation is observed in the institution's publication practices, with a Z-score of 0.595 (medium risk) compared to the country's low-risk average of -0.024. This indicates that the center shows a greater sensitivity to this particular risk factor than its national peers. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score 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 and suggesting an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution's approach to co-authorship aligns with national norms, showing a Z-score of -0.672, which is statistically normal when compared to the country average of -0.721. This indicates that the risk level is as expected for its context and size. The data does not suggest widespread author list inflation or practices of 'honorary' authorship. Instead, it reflects a standard pattern of collaboration that is consistent with the practices of its peers across the country, indicating transparency and appropriate accountability in authorship attribution.
The institution's Z-score of 0.502 (medium risk) represents a monitoring alert, as this is an unusual risk level compared to the very low-risk national standard of -0.809. This wide positive gap, where overall impact is significantly higher than the impact of research led by the institution, signals a potential sustainability risk. It suggests that a notable portion of the university's scientific prestige may be dependent and exogenous, derived from collaborations where it does not exercise intellectual leadership. This invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from a positioning that relies heavily on external partners.
With a very low Z-score of -1.146, the institution demonstrates a preventive isolation from the medium-risk trend observed nationally (Z-score: 0.425). This strong performance indicates a healthy research environment that prioritizes substance over sheer volume. The absence of extreme individual publication volumes suggests that the institution effectively mitigates risks such as coercive authorship or the assignment of credit without real participation, fostering a culture where the integrity of the scientific record is valued over the inflation of productivity metrics.
The institution exhibits low-profile consistency in its publication strategy, with a very low-risk Z-score of -0.268 that aligns well with the low-risk national standard (-0.010). The absence of risk signals in this area is a positive indicator of the university's commitment to external validation. This demonstrates that the institution avoids potential conflicts of interest and academic endogamy by not relying on in-house journals, ensuring its scientific production bypasses internal 'fast tracks' and is instead subjected to independent, competitive peer review on a global scale.
In this indicator, the institution shows total operational silence, with an exceptionally low Z-score of -1.032, which is even more robust than the country's very low-risk average of -0.515. This complete absence of risk signals strongly indicates that the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity, known as 'salami slicing,' is not a concern. This reflects a commendable focus on producing research with significant new knowledge rather than prioritizing publication volume, thereby strengthening the integrity of the scientific evidence it contributes.
