| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.348 | -0.565 |
|
Retracted Output
|
-0.202 | -0.149 |
|
Institutional Self-Citation
|
0.248 | 0.169 |
|
Discontinued Journals Output
|
-0.306 | -0.070 |
|
Hyperauthored Output
|
1.025 | -0.127 |
|
Leadership Impact Gap
|
0.520 | 0.479 |
|
Hyperprolific Authors
|
-0.221 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
0.011 | -0.016 |
The Centro de Investigacion y de Estudios Avanzados del IPN demonstrates a solid and generally low-risk integrity profile, with an overall score of -0.115 that reflects robust internal governance. The institution exhibits notable strengths in its minimal reliance on institutional journals for publication and its prudent management of retractions and selection of publication venues. This strong foundation supports its leadership in key thematic areas, as evidenced by its high national rankings in Computer Science (6th), Agricultural and Biological Sciences (7th), and Medicine (7th) according to SCImago Institutions Rankings data. However, to fully align with its mission of making an "outstanding contribution" through "high-quality" research, attention is required for indicators showing medium-risk exposure, such as Institutional Self-Citation, Hyper-Authored Output, and Redundant Output. These practices, if left unmonitored, could undermine the perceived quality and external validation of its scientific contributions. By proactively addressing these vulnerabilities, the institution can further secure its reputation for excellence and ensure its research practices are as cutting-edge as its scientific discoveries.
The institution presents a Z-score of -0.348, slightly higher than the national average of -0.565. This score indicates an incipient vulnerability. Although the overall rate of multiple affiliations is low and within an acceptable range, the institution shows slightly more activity in this area than the national norm. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this subtle upward trend warrants a review to ensure that these practices are driven by genuine collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping," thereby safeguarding the transparency of its partnerships.
With a Z-score of -0.202, the institution demonstrates a more prudent profile than the national average of -0.149. This favorable position suggests that the center manages its pre-publication quality control processes with greater rigor than the national standard. Retractions can result from honest error correction, but a lower-than-average rate points towards effective and responsible supervision. This indicator reinforces the institution's commitment to methodological rigor and a culture of integrity, minimizing the risk of systemic failures in its quality assurance mechanisms.
The institution's Z-score of 0.248 is higher than the national average of 0.169, indicating high exposure to this risk. This suggests the center is more prone than its national peers to practices that could lead to concerning scientific isolation. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this elevated rate warns of potential 'echo chambers' where work is validated internally without sufficient external scrutiny. This dynamic risks creating an endogamous impact, where the institution's academic influence may be oversized by internal citation patterns rather than by broader recognition from the global scientific community.
The institution's Z-score of -0.306 is significantly lower than the national average of -0.070, reflecting a prudent and well-managed profile. This indicates that the center exercises more rigorous due diligence in selecting dissemination channels than the national standard. By effectively avoiding journals that fail to meet international ethical or quality standards, the institution protects itself from severe reputational risks. This strong performance suggests a high level of information literacy among its researchers, preventing the waste of resources on 'predatory' or low-quality publication practices.
With a Z-score of 1.025, the institution shows a moderate deviation from the national context, which has a low-risk score of -0.127. This discrepancy reveals a greater sensitivity to risk factors related to authorship. While extensive author lists are legitimate in 'Big Science' fields, a medium-risk score outside these contexts can indicate author list inflation, a practice that dilutes individual accountability and transparency. This signal suggests a need to analyze authorship patterns to distinguish between necessary massive collaboration and potentially 'honorary' or political authorship practices that could compromise research integrity.
The institution's Z-score of 0.520 is nearly identical to the national average of 0.479, pointing to a systemic pattern. This risk level reflects shared practices at a national level where institutional impact is often bolstered by external collaborations. A significant positive gap, where overall impact is high but the impact of institution-led research is lower, signals a sustainability risk. It suggests that scientific prestige may be dependent and exogenous rather than structurally rooted in internal capacity. This invites a strategic reflection on whether excellence metrics are the result of genuine internal capabilities or positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of -0.221, while in the low-risk category, is higher than the national average of -0.701, signaling an incipient vulnerability. Although the overall rate is not alarming, the center shows signals that warrant review before they escalate. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This slight upward trend compared to the national context serves as an alert to monitor for potential imbalances between quantity and quality, and to preempt risks such as coercive authorship or the assignment of authorship without real participation, which prioritize metrics over the integrity of the scientific record.
The institution exhibits a Z-score of -0.268, placing it in the very low-risk category and demonstrating a clear case of preventive isolation from the national trend (Z-score of 1.054). While its peers show a medium-risk reliance on in-house journals, the center does not replicate these risk dynamics. This excellent practice avoids the conflicts of interest that arise when an institution acts as both judge and party in the publication process. By prioritizing external, independent peer review, the institution enhances its global visibility and effectively sidesteps the risk of academic endogamy or the use of internal channels as 'fast tracks' to inflate productivity without standard competitive validation.
The institution's Z-score of 0.011 represents a moderate deviation from the national standard, which sits at a low-risk score of -0.016. This indicates that the center shows a greater sensitivity to this risk factor than its peers. While citing previous work is essential, this score alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity metrics. Such data fragmentation, or 'salami slicing,' can distort the available scientific evidence and overburden the peer-review system, signaling a need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.
