| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.574 | 1.166 |
|
Retracted Output
|
-0.578 | 0.051 |
|
Institutional Self-Citation
|
-1.525 | -0.204 |
|
Discontinued Journals Output
|
-0.022 | -0.165 |
|
Hyperauthored Output
|
-1.125 | -0.671 |
|
Leadership Impact Gap
|
-0.120 | -0.559 |
|
Hyperprolific Authors
|
-1.413 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-1.186 | -0.176 |
The National Taipei College of Nursing demonstrates a robust and commendable scientific integrity profile, marked by a low overall risk score (-0.386) and exceptional performance in critical areas of research ethics. The institution's primary strengths lie in its extremely low rates of retracted output and hyperprolific authorship, effectively insulating it from medium-risk trends observed at the national level in Taiwan. This strong foundation of quality control and responsible authorship directly supports its mission to "enhance healthcare quality" and "pursue excellence." The College's recognized academic standing, evidenced by its SCImago Institutions Rankings in Medicine, Psychology, and Social Sciences, is built upon this solid ethical footing. However, to ensure sustainable development, attention is warranted for the Rate of Multiple Affiliations, which shows higher exposure than the national average. Proactively managing this and other minor vulnerabilities will be key to ensuring that collaborative growth aligns with the core values of excellence and social responsibility, thereby safeguarding and enhancing the institution's esteemed reputation.
The institution presents a Z-score of 1.574, which is elevated compared to the national average of 1.166. This result suggests that the College is more prone than its national peers to practices involving multiple institutional affiliations. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this heightened signal indicates a high exposure to potential risks. It is crucial to ensure these affiliations are the product of genuine collaboration and not strategic attempts to inflate institutional credit or "affiliation shopping," a practice that could dilute the institution's unique contribution and reputation.
With a Z-score of -0.578, the institution demonstrates an exceptionally low rate of retracted publications, positioning it as a model of preventive isolation from the risk dynamics observed nationally (Z-score of 0.051). This significant positive deviation indicates that the College's quality control and supervision mechanisms are not only effective but also far more robust than the country's average. This absence of risk signals suggests a strong integrity culture where potential methodological errors are caught prior to publication, preventing the systemic failures that can lead to a higher retraction rate and protecting the institution's scientific credibility.
The institution's Z-score of -1.525 is significantly lower than the national average of -0.204, indicating a very low and healthy rate of institutional self-citation. This low-profile consistency demonstrates a strong alignment with national standards for research integrity. The data suggests the College's work is validated by the broader scientific community, avoiding the "echo chambers" that can arise from excessive self-referencing. This practice reinforces the external recognition of its academic influence, ensuring its impact is based on global community engagement rather than inflated by internal dynamics.
The institution's Z-score for this indicator is -0.022, while the national average is -0.165. Although both scores reflect a low overall risk, the College shows a slightly higher tendency to publish in such journals than its national counterparts, signaling an incipient vulnerability. This suggests a need to review and reinforce due diligence in the selection of dissemination channels. A consistent presence in journals that fail to meet international ethical or quality standards, even if minor, can expose the institution to reputational risks and indicates a need for enhanced information literacy to avoid channeling resources into predatory or low-quality outlets.
The institution shows a Z-score of -1.125, well below the national average of -0.671. This result reflects low-profile consistency and an absence of risk signals in authorship practices, in line with the national standard. The data indicates that the College maintains a healthy approach to co-authorship, effectively distinguishing between necessary collaboration and potential author list inflation. This commitment to transparent and accountable authorship practices reinforces the integrity of its research contributions by ensuring that credit is assigned appropriately.
With a Z-score of -0.120, the institution's gap is smaller than the national average of -0.559, but its higher score points to an incipient vulnerability. This suggests that the institution's scientific prestige may be more dependent on external collaborations where it does not hold intellectual leadership compared to the national trend. While leveraging partnerships for impact is a valid strategy, this signal invites reflection on the sustainability of its research excellence. It highlights an opportunity to strengthen internal capacity and foster homegrown leadership to ensure that its high impact is structural and endogenous, not primarily reliant on its positioning in external networks.
The institution's Z-score of -1.413 is exceptionally low, especially when contrasted with the national average of 0.005, which indicates a medium-risk environment. This demonstrates a clear preventive isolation, where the College does not replicate the risk dynamics prevalent in the country. This strong negative signal suggests a culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. By avoiding the pressures that can lead to hyperprolificity, the institution mitigates risks such as coercive authorship or "salami slicing," thereby protecting the integrity of its scientific record.
The institution has a Z-score of -0.268, which is well below the national average of -0.075. This low-profile consistency indicates a healthy and minimal reliance on its own journals for dissemination, aligning perfectly with a low-risk national environment. This practice demonstrates a strong commitment to seeking independent external peer review for its research. By prioritizing publication in external, competitive channels, the College avoids potential conflicts of interest and academic endogamy, enhancing the global visibility and validation of its scientific output.
With a Z-score of -1.186, far below the national average of -0.176, the institution demonstrates low-profile consistency and a robust defense against redundant publication practices. This very low score indicates that its researchers focus on producing coherent, significant studies rather than artificially inflating productivity by fragmenting data into "minimal publishable units." This approach upholds the integrity of the scientific record and shows respect for the academic review system by prioritizing the generation of new knowledge over the pursuit of volume.