| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.621 | -0.062 |
|
Retracted Output
|
-0.663 | -0.050 |
|
Institutional Self-Citation
|
1.097 | 0.045 |
|
Discontinued Journals Output
|
-0.139 | -0.024 |
|
Hyperauthored Output
|
-1.289 | -0.721 |
|
Leadership Impact Gap
|
-1.877 | -0.809 |
|
Hyperprolific Authors
|
2.357 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.868 | -0.515 |
Dalian Polytechnic University presents a balanced scientific integrity profile, with an overall risk score near the global average (-0.002), indicating a solid operational foundation punctuated by specific areas requiring strategic attention. The institution demonstrates remarkable strengths in core research practices, showing very low risk in areas such as retracted output, hyper-authorship, leadership impact, and redundant publications. However, this robust base is contrasted by significant vulnerabilities in authorship and citation patterns, particularly a high rate of hyperprolific authors and elevated levels of multiple affiliations and institutional self-citation. According to SCImago Institutions Rankings data, the university's key academic strengths lie in Agricultural and Biological Sciences, Social Sciences, Medicine, and Chemistry. While a specific mission statement was not available for analysis, these identified risks, especially the emphasis on publication volume suggested by hyperprolificity, could challenge the universal academic mission of pursuing excellence and social responsibility through high-quality, impactful research. To secure its reputation and align its practices with its clear thematic strengths, the university is advised to leverage its solid procedural integrity to develop targeted policies that foster a culture of responsible authorship and collaborative transparency.
The institution exhibits a Z-score of 1.621 in this indicator, a notable contrast to the national average of -0.062. This moderate deviation suggests the university is more sensitive to risk factors related to affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's higher rate could signal strategic attempts to inflate institutional credit or engage in “affiliation shopping.” This pattern warrants a review to ensure that all declared affiliations correspond to substantive collaborative work and do not merely serve to maximize institutional metrics.
With a Z-score of -0.663, the institution demonstrates an exceptionally low incidence of retracted publications, a figure that aligns positively with the low-risk national standard (Z-score of -0.050). This low-profile consistency is a strong indicator of institutional health. Retractions can be complex, but such a minimal rate suggests that the university's quality control mechanisms prior to publication are functioning effectively. This reflects a robust culture of integrity and methodological rigor, where potential errors are likely identified and corrected before dissemination, safeguarding the scientific record and the institution's reputation.
The university's Z-score for institutional self-citation is 1.097, which is considerably higher than the national average of 0.045. Although a medium risk level is a systemic pattern within the country, the institution's heightened value indicates a greater exposure to the associated risks. A certain level of self-citation is natural and reflects the continuity of research lines; however, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers.' This value warns of a potential for endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than validated by broader global community recognition.
The institution maintains a Z-score of -0.139, demonstrating a more rigorous approach than the national standard (Z-score of -0.024). This prudent profile indicates that the university manages its publication processes with greater care than its peers. A low proportion of output in discontinued journals is a positive sign of due diligence in selecting dissemination channels. This practice effectively mitigates severe reputational risks and shows a commitment to channeling scientific production through media that meet international ethical and quality standards, avoiding the pitfalls of 'predatory' or low-quality publishing.
With a Z-score of -1.289, the institution shows a near-absence of risk signals related to hyper-authorship, a profile that is consistent with and even improves upon the low-risk national environment (Z-score of -0.721). This finding suggests that authorship practices at the university are generally transparent and accountable. The data indicates a clear distinction between necessary, large-scale collaboration and the questionable practice of 'honorary' or political authorship, thereby upholding individual accountability and the integrity of authorship credit.
The institution's Z-score of -1.877 signifies a total operational silence in this risk area, performing exceptionally well even when compared to the strong national average of -0.809. This near-absence of risk is a powerful indicator of scientific autonomy and strength. It demonstrates that there is no significant gap between the impact of the university's overall output and the research it leads. This suggests that its scientific prestige is structural and derived from real internal capacity, rather than being dependent on strategic positioning in collaborations where it does not exercise intellectual leadership.
This indicator presents a critical alert, with the institution's Z-score of 2.357 marking a significant risk level that amplifies a vulnerability already present in the national system (Z-score of 0.425). Extreme individual publication volumes challenge the limits of human capacity for meaningful intellectual contribution. This high indicator points to potential imbalances between quantity and quality and alerts to risks such as coercive authorship, 'salami slicing,' or the assignment of authorship without real participation. These dynamics prioritize metrics over the integrity of the scientific record and signal an urgent need for a qualitative review of authorship and productivity policies.
The institution's Z-score of -0.268 is a very low value that aligns well with the low-risk national context (Z-score of -0.010). This low-profile consistency indicates a healthy approach to dissemination. By not relying excessively on its in-house journals, the university effectively avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production overwhelmingly passes through independent external peer review, which is essential for achieving global visibility and reinforcing the credibility of its research findings.
With a Z-score of -0.868, the institution demonstrates a near-total absence of risk signals for redundant output, outperforming the already very low-risk national average of -0.515. This exemplary performance indicates a strong institutional culture focused on substance over volume. The data suggests a commitment to publishing coherent, significant studies rather than artificially inflating productivity metrics through data fragmentation or 'salami slicing.' This practice not only upholds the integrity of the scientific record but also shows respect for the academic review system by prioritizing the generation of meaningful new knowledge.
