Correction: Evaluation of traffic congestion mitigation techniques using an entropy-TOPSIS integrated method
DOI: 10.1038/s41598-026-41552-w
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Abstract
The original online version of the Article contained errors. First, author Meshal Almoshaogeh was omitted as a corresponding author. Correspondence and requests for materials should also be addressed to m.moshaogeh@qu.edu.sa. In addition, the Acknowledgements section was incorrect. As a result, “We thank the whole team for their dedicated work.” now reads: “The Researchers would like to thank the Deanship of Graduate Studies and Scientific Research at Qassim University for financial support (QU-APC-2026).” Furthermore, the Funding section was incorrect. As a result, “The researchers would like to thank the Deanship of Graduate Studies and Scientific Research at Qassim University for financial support (QU-APC-2025).” now reads: “The authors declare that no funds, grants, or other support were received from any organization during the preparation of this manuscript.” Finally, in the Additional information section, to reflect the addition of author Meshal Almoshaogeh as a corresponding author, “Correspondence and requests for materials should be addressed to A.F.” now reads: “Correspondence and requests for materials should be addressed to A.F. and M.A.” The original Article has been corrected. Scientific Reports | (2026) 16:7502 | https://doi.org/10.1038/s41598-026-41552-w 1 www.nature.com/scientificreports/ Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http:// creativeco mmo ns.org/ licenses/b y-nc-nd/4.0/. © The Author(s) 2026 Scientific Reports | (2026) 16:7502 | https://doi.org/10.1038/s41598-026-41552-w 2
Provenance
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| Stage | Outcome | Tool | Model | Prompt | Attempts | Completed |
|---|---|---|---|---|---|---|
| discover | success | Crossref | — | — | 1 | 2026-06-20 |
| archive | success | canonical_url | — | — | 1 | 2026-06-26 |
| extract | success | pdftotext | — | — | 2 | 2026-06-26 |
| clean | success | clean | — | — | 1 | 2026-06-26 |
| chunk | success | chunk | — | — | 1 | 2026-06-26 |
| embed | success | embed | Qwen/Qwen3-Embedding-8B | — | 1 | 2026-06-26 |
| enrich | failed | — | — | — | 4 | 2026-06-26 |
| promote | success | — | — | — | 1 | 2026-06-20 |
| summarize | skipped | llm | qwen3.6-27b-prismaquant | summ-v5 | 1 | 2026-06-26 |
| tag | success | vector_similarity | — | — | 6 | 2026-06-26 |
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