| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.312 | -0.130 |
|
Retracted Output
|
2.437 | 1.119 |
|
Institutional Self-Citation
|
-0.938 | -0.068 |
|
Discontinued Journals Output
|
0.981 | 0.714 |
|
Hyperauthored Output
|
0.501 | -0.230 |
|
Leadership Impact Gap
|
3.443 | 1.064 |
|
Hyperprolific Authors
|
-1.413 | -1.413 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-1.186 | -0.851 |
The Universidad de Panama presents a profile of notable contrasts, with an overall integrity score of 0.881. The institution demonstrates exceptional control over internal practices, showing very low risk in areas such as institutional self-citation, hyperprolific authorship, and redundant publication. However, this strength is counterbalanced by significant vulnerabilities in external-facing indicators, particularly a high rate of retracted publications and a critical dependency on external collaborations for scientific impact. According to SCImago Institutions Rankings data, the university holds a leadership position within Panama, ranking first in key areas such as Biochemistry, Genetics and Molecular Biology; Pharmacology, Toxicology and Pharmaceutics; and Medicine, showcasing its vital role in national scientific development. This dual profile presents a challenge to the university's mission to train professionals with "the highest quality standards" and "integrity." The high rate of retractions directly questions the robustness of quality control, while the significant impact gap suggests a need to strengthen internal leadership to fully realize its mission of fostering "critical national awareness" and driving societal transformation. By leveraging its clear strengths in publication ethics, the Universidad de Panama has a solid foundation upon which to build. A strategic focus on reinforcing pre-publication quality assurance and fostering intellectual leadership in its collaborations will be key to aligning its operational reality with its ambitious and socially responsible mission.
The institution's Z-score of 0.312 is notably higher than the national average of -0.130, indicating a greater sensitivity to risk factors in this area compared to its national peers. This suggests that the university's researchers are engaging in multiple affiliations more frequently than the norm in Panama. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping”. This deviation warrants a review to ensure all affiliations are substantive and contribute meaningfully to the university's collaborative goals.
With a Z-score of 2.437, the university not only shows a significant risk but also leads this metric within a national context that is already compromised (country average: 1.119). This constitutes a global red flag. Retractions are complex events, but a rate significantly higher than the global average suggests that quality control mechanisms prior to publication may be failing systemically. Beyond individual cases, this alerts to a vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor requiring immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -0.938 is well within the very low-risk category, aligning with the low-risk national standard (country average: -0.068). This demonstrates a healthy pattern of external validation and integration into the global scientific community. The absence of risk signals in this area confirms that the university avoids the 'echo chambers' that can arise from excessive self-citation, ensuring its academic influence is driven by broad recognition rather than endogamous internal dynamics where the institution validates its own work without sufficient external scrutiny.
The university's Z-score of 0.981 is slightly above the national average of 0.714, with both falling into the medium-risk category. This indicates that the institution is more prone than its national peers to publishing in journals that are later discontinued. This constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of 0.501 marks a moderate deviation from the national average of -0.230, showing a greater tendency towards hyper-authorship than its peers. When this pattern appears outside 'Big Science' contexts, a high Z-score can indicate author list inflation, diluting individual accountability and transparency. This serves as a signal to distinguish between necessary massive collaboration and 'honorary' or political authorship practices, ensuring that credit is assigned appropriately and transparently.
The university's Z-score of 3.443 is exceptionally high, significantly amplifying a vulnerability already present in the national system (country average: 1.064). This very wide positive gap—where global impact is high but the impact of research led by the institution itself is low—signals a critical sustainability risk. A high value suggests that scientific prestige is dependent and exogenous, not structural. This invites urgent reflection on whether excellence metrics result from real internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership.
The institution's Z-score of -1.413 is identical to the national average, demonstrating total alignment with an environment of maximum scientific security in this regard. This perfect synchrony indicates a complete absence of hyperprolific authors whose extreme publication volumes might challenge the limits of human capacity for meaningful intellectual contribution. This result reflects a healthy balance between quantity and quality, steering clear of risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over scientific record integrity.
With a Z-score of -0.268, perfectly matching the national average, the university shows complete alignment with a context of maximum integrity regarding the use of institutional journals. This indicates that the institution is not overly dependent on its own publications, thus avoiding potential conflicts of interest and academic endogamy where scientific production might bypass independent external peer review. By ensuring its research undergoes standard competitive validation, the university enhances its global visibility and credibility.
The institution's Z-score of -1.186 demonstrates a total absence of risk signals, performing even better than the already low-risk national average of -0.851. This operational silence indicates that the university's researchers are not engaging in data fragmentation or 'salami slicing' to artificially inflate productivity. This strong ethical stance ensures that research is published as coherent, significant studies, thereby respecting the scientific record and prioritizing the generation of significant new knowledge over mere volume.
