| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.200 | -0.062 |
|
Retracted Output
|
0.155 | -0.050 |
|
Institutional Self-Citation
|
-1.167 | 0.045 |
|
Discontinued Journals Output
|
0.412 | -0.024 |
|
Hyperauthored Output
|
-0.265 | -0.721 |
|
Leadership Impact Gap
|
0.090 | -0.809 |
|
Hyperprolific Authors
|
-1.004 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.888 | -0.515 |
Shanxi Medical University presents a robust scientific integrity profile, with an overall score of -0.230 that indicates a performance aligned with expected standards, yet with specific areas requiring strategic attention. The institution demonstrates exceptional strengths in maintaining very low rates of Multiple Affiliations, Institutional Self-Citation, Hyperprolific Authorship, and Redundant Output, suggesting a solid foundation in ethical research practices and a culture that prioritizes external validation over internal metrics. These strengths are particularly relevant given the university's prominent positioning in key thematic areas, as evidenced by SCImago Institutions Rankings data, which highlights its leadership in Dentistry, Medicine, and Pharmacology, Toxicology and Pharmaceutics. However, moderate risk signals in Retracted Output, publications in Discontinued Journals, and a notable gap in impact leadership (Ni_difference) present vulnerabilities. These indicators suggest that while the institution's core research practices are sound, its quality control mechanisms for publication and its capacity for independent intellectual leadership may be underdeveloped. Such risks could challenge the universal academic mission of pursuing excellence and maintaining social responsibility, as they touch upon the reliability and sustainability of its scientific contributions. A proactive approach to strengthening publication vetting processes and fostering internal research leadership will be crucial to solidifying its reputation and ensuring its long-term strategic success.
The institution demonstrates an exemplary approach to author affiliations, with a Z-score of -1.200, which is significantly lower than the national average of -0.062. This result indicates a clear and consistent policy regarding institutional representation, fully aligning with national standards while showing even greater rigor. The absence of risk signals suggests that the university's practices are transparent and do not show any signs of strategic attempts to inflate institutional credit through "affiliation shopping," reinforcing a culture of straightforward academic collaboration.
The university shows a moderate deviation from the national trend in this area, with a Z-score of 0.155 compared to the country's average of -0.050. This indicates a greater sensitivity to risk factors than its peers, suggesting that the institution's pre-publication quality control mechanisms may be facing systemic challenges. While retractions can sometimes reflect responsible error correction, a rate notably higher than the national standard serves as an alert. It points to a potential vulnerability in the institution's integrity culture, signaling possible recurring malpractice or a lack of methodological rigor that warrants immediate qualitative verification by management to prevent reputational damage.
Shanxi Medical University effectively insulates itself from national trends in this indicator, showing a Z-score of -1.167 against a country average of 0.045. This preventive isolation demonstrates that the institution does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but the university's very low rate indicates that it successfully avoids the "echo chambers" that can lead to endogamous impact inflation. This commitment to external validation suggests that the institution's academic influence is genuinely recognized by the global community rather than being oversized by internal dynamics.
The institution's rate of publication in discontinued journals (Z-score: 0.412) shows a moderate deviation from the national average (Z-score: -0.024), indicating a greater exposure to this risk than its peers. This pattern constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A higher-than-average score suggests that a portion of the university's scientific output is being channeled through media that fail to meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy among its researchers to avoid wasting resources on "predatory" or low-quality practices.
In the context of hyper-authorship, the university's Z-score of -0.265, while low, is slightly higher than the national average of -0.721, signaling an incipient vulnerability. This suggests that while the institution generally maintains appropriate authorship practices, it shows early signals that warrant review before they escalate. Outside of "Big Science" contexts where large author lists are normal, this trend could indicate early signs of author list inflation. It serves as a prompt to ensure that all collaborations are legitimate and that authorship is not being diluted by "honorary" or political practices, which can compromise individual accountability.
A monitoring alert is triggered for this indicator, as the institution's Z-score of 0.090 is unusually high for the national standard, where the average is -0.809. This significant gap suggests that while the university's overall impact is notable, its scientific prestige may be heavily dependent on external partners and collaborations where it does not exercise intellectual leadership. This signals a sustainability risk, indicating that its high-impact performance might be more exogenous than a reflection of its own structural capacity. This finding invites a strategic reflection on how to build and showcase genuine internal research excellence to ensure long-term autonomy and recognition.
The university demonstrates a strong preventive isolation from national risk dynamics in this area, with a Z-score of -1.004, in stark contrast to the country's medium-risk average of 0.425. This indicates that the institution does not replicate the vulnerabilities observed elsewhere in the country. The extremely low rate of hyperprolific authors suggests a healthy institutional culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. This effectively mitigates risks such as coercive authorship or the assignment of credit without real participation, reinforcing the integrity of its scientific record.
The institution's practices show low-profile consistency with the national standard, with a Z-score of -0.268 compared to the country average of -0.010. The absence of risk signals in this area is a positive sign, indicating that the university does not excessively rely on its own journals for dissemination. This approach avoids potential conflicts of interest where the institution might act as both judge and party. By favoring external, independent peer review, the university ensures its research undergoes standard competitive validation, thereby enhancing its global visibility and steering clear of academic endogamy.
In this indicator, the institution exhibits total operational silence, with a Z-score of -0.888 that is even lower than the country's already low average of -0.515. This exemplary performance demonstrates an absence of risk signals related to data fragmentation or "salami slicing." It strongly suggests that the university's researchers are focused on producing coherent, significant studies rather than artificially inflating their productivity by dividing work into minimal publishable units. This commitment to substance over volume strengthens the reliability of its scientific contributions and reflects a mature and responsible research culture.
