| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.924 | -0.062 |
|
Retracted Output
|
0.483 | -0.050 |
|
Institutional Self-Citation
|
-1.318 | 0.045 |
|
Discontinued Journals Output
|
0.555 | -0.024 |
|
Hyperauthored Output
|
-0.403 | -0.721 |
|
Leadership Impact Gap
|
0.773 | -0.809 |
|
Hyperprolific Authors
|
-0.760 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.649 | -0.515 |
Shandong First Medical University presents a balanced scientific integrity profile, with an overall risk score of -0.019 that indicates general alignment with expected standards. The institution demonstrates significant strengths and robust control in several key areas, including an exceptionally low rate of institutional self-citation, minimal redundant output (salami slicing), and well-managed multiple affiliations and institutional journal usage. However, this solid foundation is contrasted by three areas requiring strategic attention: a medium risk level for retracted output, a notable rate of publications in discontinued journals, and a significant gap between its overall research impact and the impact of work where it holds intellectual leadership. These vulnerabilities, particularly the reliance on external leadership for impact, could pose a long-term risk to the sustainability of its reputation. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Medicine, Biochemistry, Genetics and Molecular Biology, and Pharmacology, Toxicology and Pharmaceutics. The identified risks, especially concerning retractions and publication in low-quality journals, directly challenge the pursuit of academic excellence and social responsibility inherent in any university's mission, as they can undermine the reliability of its scientific contributions. A proactive approach to strengthening pre-publication quality controls and fostering internal research leadership will be crucial to safeguarding its reputation and ensuring its scientific output is both impactful and unimpeachable.
The institution exhibits a very low-risk Z-score of -0.924, positioning it favorably against the national low-risk average of -0.062. This demonstrates a healthy and controlled approach to academic collaborations, aligning with the national standard while showing even greater prudence. The clear absence of risk signals suggests that affiliations are managed with transparency and integrity, effectively avoiding strategic attempts to inflate institutional credit or engage in “affiliation shopping.”
With a medium-risk Z-score of 0.483, the institution shows a moderate deviation from the country's low-risk average of -0.050, indicating a greater sensitivity to factors leading to retractions than its national peers. A rate significantly higher than the global average alerts to a vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution's Z-score of -1.318 is exceptionally low, representing a clear preventive isolation from the medium-risk dynamics observed in the national environment (Z-score: 0.045). This result indicates that the institution does not replicate the risk patterns seen across the country. A certain level of self-citation is natural, but the university's extremely low rate confirms its work is validated by the global community, not within an internal 'echo chamber,' and that its academic influence is driven by external recognition rather than endogamous impact inflation.
The institution's medium-risk Z-score of 0.555 marks a moderate deviation from the low-risk national average of -0.024, suggesting it is more sensitive than its peers to publishing in questionable venues. This constitutes a critical alert regarding due diligence in selecting dissemination channels. The score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution's low-risk Z-score of -0.403 is statistically similar to the national average of -0.721, but its slightly higher value points to an incipient vulnerability. This suggests that while authorship practices are generally appropriate, there are signals that warrant review before escalating. This serves as a signal to distinguish between necessary massive collaboration and potential 'honorary' or political authorship practices that can dilute individual accountability and transparency.
A medium-risk Z-score of 0.773 creates a monitoring alert, as this level is highly unusual compared to the very low-risk national standard of -0.809. This wide positive gap signals a sustainability risk, suggesting that the institution's scientific prestige is heavily dependent on collaborations where it does not exercise intellectual leadership. This finding invites deep reflection on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in partnerships where its role is secondary, making its prestige potentially exogenous and not structural.
The institution demonstrates notable resilience with a low-risk Z-score of -0.760, contrasting sharply with the medium-risk national average of 0.425. This indicates that its internal control mechanisms are effectively mitigating the systemic risks prevalent in the country. By maintaining this low rate, the institution successfully avoids the potential imbalances between quantity and quality, steering clear of risks such as coercive authorship or assigning credit without real participation, thereby prioritizing the integrity of the scientific record over inflated metrics.
With a very low-risk Z-score of -0.268, which is well below the country's low-risk average of -0.010, the institution shows a consistent and healthy approach to its own publishing outlets. This absence of risk signals confirms that the institution is not overly dependent on its in-house journals, thereby avoiding potential conflicts of interest and academic endogamy. This practice ensures its scientific production seeks independent external peer review, which is essential for achieving global visibility and competitive validation.
The institution demonstrates total operational silence in this indicator, with a Z-score of -0.649 that is even more favorable than the country's already very low average of -0.515. This complete absence of risk signals, even below the national baseline, points to an exemplary publication strategy. It confirms a culture that actively discourages data fragmentation or 'salami slicing,' prioritizing the generation of significant new knowledge over the artificial inflation of productivity metrics.
