Swedish School of Sport and Health Sciences

Region/Country

Western Europe
Sweden
Universities and research institutions

Overall

-0.184

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
5.205 1.550
Retracted Output
-0.634 -0.138
Institutional Self-Citation
-0.174 -0.328
Discontinued Journals Output
-0.545 -0.472
Hyperauthored Output
-0.938 0.597
Leadership Impact Gap
-2.436 0.020
Hyperprolific Authors
-1.413 -0.350
Institutional Journal Output
-0.268 -0.262
Redundant Output
-1.186 -0.362
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Swedish School of Sport and Health Sciences (GIH) demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.184 indicating a performance well within the parameters of responsible research conduct. The institution exhibits exceptional strength across a majority of indicators, particularly in maintaining a very low rate of retractions, publications in discontinued journals, hyperprolific authorship, and redundant output. This foundation of integrity is further solidified by a strong demonstration of intellectual leadership, where the impact of its own-led research significantly surpasses its collaborative impact. However, this strong profile is contrasted by a critical alert in the Rate of Multiple Affiliations, which is significantly elevated. While the institution's focus in key thematic areas such as Medicine, Psychology, and Social Sciences is clear, the high affiliation rate poses a strategic question. It may challenge the institution's mission to be the "top Swedish centre of knowledge" by suggesting that its perceived output volume could be inflated by shared credit rather than core institutional activity. To safeguard its reputation for excellence, it is recommended that GIH leverages its outstanding integrity framework to conduct a qualitative review of its affiliation practices, ensuring they reflect genuine, strategic collaboration rather than metric-driven partnerships.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 5.205, a value that indicates a critical risk level and significantly amplifies the vulnerabilities already present in the national system, which has a more moderate score of 1.550. This severe discrepancy suggests that the institution's engagement in multiple affiliations is not just a reflection of a national trend but an extreme outlier practice that requires immediate strategic review. While multiple affiliations are often a legitimate result of partnerships, such a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This practice, if unmanaged, can dilute the institution's unique contribution and create a misleading picture of its research capacity, demanding an urgent assessment of its collaborative policies to ensure they align with principles of transparency and fair credit attribution.

Rate of Retracted Output

With a Z-score of -0.634, the institution demonstrates an exceptionally low incidence of retracted publications, a figure that is even more secure than the already low-risk national average of -0.138. This low-profile consistency signals the presence of highly effective and reliable internal quality controls. Retractions can be complex, but a rate significantly below the norm, as seen here, is a positive indicator. It suggests that the institution's quality control mechanisms prior to publication are functioning systemically to prevent methodological errors or potential malpractice, thereby reinforcing a strong culture of integrity and responsible supervision of the scientific record.

Rate of Institutional Self-Citation

The institution's Z-score for self-citation is -0.174, which, while in the low-risk band, is slightly higher than the national average of -0.328. This subtle difference points to an incipient vulnerability that warrants monitoring before it potentially escalates. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this minor elevation compared to its national peers could be an early warning of a tendency towards scientific isolation or 'echo chambers.' It serves as a proactive signal to ensure the institution's work continues to receive sufficient external scrutiny, thereby mitigating any future risk of endogamous impact inflation where academic influence is oversized by internal dynamics.

Rate of Output in Discontinued Journals

The institution exhibits total operational silence in this area, with a Z-score of -0.545 that is even lower than the strong national benchmark of -0.472. This outstanding result indicates an almost complete absence of risk signals related to publishing in questionable outlets. Such a performance reflects excellent due diligence in selecting dissemination channels. It demonstrates that the institution's researchers are well-informed and effectively avoid media that do not meet international ethical or quality standards, thereby protecting the institution from severe reputational risks and ensuring resources are not wasted on 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

With a Z-score of -0.938, the institution displays strong institutional resilience, effectively mitigating a risk that is more pronounced at the national level (Z-score of 0.597). This suggests that internal control mechanisms are successfully filtering out practices that could lead to authorship inflation. While extensive author lists are legitimate in some 'Big Science' fields, the institution's low score indicates a robust culture of accountability. This serves as a positive signal that it effectively distinguishes between necessary massive collaboration and 'honorary' or political authorship practices, thus preserving transparency and the principle of meaningful contribution.

Gap between Impact of total output and the impact of output with leadership

The institution's Z-score of -2.436 represents a state of preventive isolation from the risk dynamics observed in its national environment, where the average score is 0.020. This exceptionally strong negative score indicates that the impact of research led by the institution is significantly higher than the impact of its overall output, including collaborations. This is a powerful sign of scientific autonomy and sustainability. It suggests that the institution's prestige is structural and derived from genuine internal capacity and intellectual leadership, rather than being dependent on strategic positioning in external collaborations where it does not lead.

Rate of Hyperprolific Authors

The institution maintains a very low-risk profile with a Z-score of -1.413, a figure that aligns with and improves upon the already low national standard of -0.350. This absence of risk signals is a strong indicator of a healthy research environment. While high productivity can be legitimate, the lack of extreme individual publication volumes at the institution suggests a culture that prioritizes quality over quantity. This helps to avoid the risks associated with hyper-prolificacy, such as coercive authorship or the assignment of authorship without real participation, and reinforces a commitment to the integrity of the scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution demonstrates integrity synchrony, showing total alignment with the secure national environment, which has a nearly identical score of -0.262. This indicates that both the institution and the country as a whole maintain a very low and appropriate level of publication in their own journals. This practice avoids potential conflicts of interest where an institution acts as both judge and party. By prioritizing external, independent peer review, the institution ensures its scientific production achieves global visibility and is validated through standard competitive channels rather than potentially using internal 'fast tracks'.

Rate of Redundant Output

The institution shows a commendable low-profile consistency, with a Z-score of -1.186 that is significantly better than the national average of -0.362. This indicates a very low incidence of redundant publications and suggests strong editorial oversight and research ethics. A low value in this indicator is a clear sign that the institution fosters a culture that discourages data fragmentation or 'salami slicing.' This commitment to publishing coherent, significant studies rather than artificially inflating productivity metrics strengthens the scientific evidence base and respects the resources of the peer-review system.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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