| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.173 | -0.062 |
|
Retracted Output
|
-0.212 | -0.050 |
|
Institutional Self-Citation
|
-1.214 | 0.045 |
|
Discontinued Journals Output
|
0.822 | -0.024 |
|
Hyperauthored Output
|
-0.437 | -0.721 |
|
Leadership Impact Gap
|
-0.860 | -0.809 |
|
Hyperprolific Authors
|
-1.134 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.602 | -0.515 |
Dalian Medical University demonstrates a robust scientific integrity profile, with an overall score of -0.312 that indicates a performance significantly superior to the national average. This strong foundation is built upon exceptional control over key risk areas, particularly in Institutional Self-Citation, the management of Hyperprolific Authors, and the generation of impactful research under its own intellectual leadership. These strengths suggest a culture that prioritizes external validation and sustainable academic capacity over inflated metrics. This commitment to quality is reflected in the SCImago Institutions Rankings, where the university shows notable strength in specialized medical and scientific fields, including Dentistry (ranked 58th in China), Medicine, Pharmacology, Toxicology and Pharmaceutics, and Biochemistry, Genetics and Molecular Biology. While the institutional mission was not available for this analysis, the university's low-risk profile strongly aligns with the universal academic values of excellence and social responsibility. The primary area for strategic attention is the rate of publication in discontinued journals, which represents a moderate deviation from national trends and could pose a reputational risk. By addressing this specific vulnerability, Dalian Medical University can further solidify its position as a leader in responsible research practices, leveraging its high integrity as a strategic asset to enhance its global standing.
The institution exhibits a Z-score of -1.173, a figure that signals a near-total absence of risk and is markedly lower than the national average of -0.062. This result demonstrates a clear and consistent approach to authorship and institutional credit. The absence of risk signals, in contrast to the low but present activity at the national level, suggests that the university's affiliation practices are exceptionally transparent. While multiple affiliations can be a legitimate outcome of collaboration, the university's low rate indicates it effectively avoids strategic "affiliation shopping" or other practices designed to artificially inflate institutional credit, ensuring that its contributions are clearly and accurately represented.
With a Z-score of -0.212, the institution maintains a prudent profile that is more rigorous than the national standard (Z-score of -0.050). This indicates that the university's quality control mechanisms are functioning effectively. Retractions can be complex events, but a rate lower than the national average points towards strong pre-publication oversight and a responsible institutional culture. This performance suggests that potential methodological errors are likely identified and corrected internally, minimizing the incidence of systemic failures that could lead to retractions and safeguarding the university's reputation for reliable and rigorous research.
The university demonstrates a remarkable strength in this area, with a Z-score of -1.214, which contrasts sharply with the national average of 0.045. This significant difference indicates that the institution operates with a high degree of scientific openness, successfully avoiding the risk dynamics observed elsewhere in the country. A certain level of self-citation is natural, but the university's extremely low rate shows it is not reliant on internal "echo chambers" for validation. This performance is a strong indicator that the institution's academic influence is built on recognition from the global scientific community, not on endogamous impact inflation, reinforcing the external credibility of its research.
The institution's Z-score of 0.822 marks a moderate deviation from the national average of -0.024, indicating a greater sensitivity to this particular risk factor compared to its peers. This is a critical alert regarding the due diligence applied in selecting dissemination channels. A high proportion of publications in journals that do not meet international ethical or quality standards exposes the institution to severe reputational risks. This finding suggests an urgent need to strengthen information literacy and guidance for researchers to avoid channeling valuable scientific work into "predatory" or low-quality outlets, ensuring that institutional resources are invested in impactful and reputable publications.
The institution's Z-score of -0.437, while low, is slightly higher than the national average of -0.721, signaling an incipient vulnerability that warrants review. This subtle difference suggests that while the university's authorship practices are generally sound, there may be pockets of activity that could escalate if left unmonitored. Outside of "Big Science" contexts where large author lists are standard, this pattern can indicate author list inflation, which dilutes individual accountability. This signal serves as a prompt to ensure that all authorship is based on meaningful contributions, distinguishing legitimate collaboration from potentially "honorary" practices.
With a Z-score of -0.860, the institution shows a complete absence of risk signals, performing even better than the strong national average of -0.809. This exceptional result indicates that the university's scientific prestige is structural and generated from within. A low gap demonstrates that the impact of its research is driven by projects where its own researchers exercise intellectual leadership. This is a key indicator of sustainable excellence and robust internal capacity, confirming that the university's high-impact work is a direct result of its own capabilities rather than a dependency on external collaborators.
The institution shows outstanding performance with a Z-score of -1.134, indicating it does not replicate the risk dynamics present in the national environment (Z-score of 0.425). This stark contrast highlights a strong institutional culture that prioritizes quality over sheer volume of publications. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The university's very low rate in this area suggests it effectively mitigates risks such as coercive authorship or data fragmentation, fostering a research environment where the integrity of the scientific record is paramount.
The institution's Z-score of -0.268 is well within the very low-risk range and aligns with the low-risk national standard (Z-score of -0.010), demonstrating healthy publication practices. This indicates a clear preference for disseminating research through external, independent channels. By avoiding over-reliance on its own journals, the university mitigates potential conflicts of interest and the risk of academic endogamy, where production might bypass rigorous external peer review. This strategy enhances the global visibility and competitive validation of its research, reinforcing its commitment to international standards.
The institution's Z-score of -0.602 signifies a total absence of risk signals, a result that is even stronger than the already low national average of -0.515. This demonstrates an exemplary commitment to publishing complete and significant research. The near-zero incidence of massive bibliographic overlap between publications indicates that the university actively discourages the practice of fragmenting a single study into "minimal publishable units" to artificially inflate productivity. This focus on substantive contributions strengthens the scientific record and reflects a culture that values impactful knowledge over metric-driven output.
