An adaptive emotion aware music education system using machine learning for personalized emotional wellbeing enhancement
- DOI
- 10.1038/s41598-026-53749-0
- Published
- 2026-06-06
- Container
- Scientific Reports
- Publisher
- Springer Science and Business Media LLC
- Open access
- unknown
Credibility signals
uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- supportingDOI registered: A matching record was returned by Crossref.
- supportingDOI resolves: A matching record was returned by Crossref.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- supportingMetadata completeness: All 6 scored descriptive metadata groups are present.
Cite this work
BibTeX
@article{allodium:10.1038/s41598-026-53749-0,
title = {An adaptive emotion aware music education system using machine learning for personalized emotional wellbeing enhancement},
author = {Xinyun Deng and Yongxin Zhou and Xingzhi Guan and Yuhui Wang},
year = {2026},
journal = {Scientific Reports},
doi = {10.1038/s41598-026-53749-0},
url = {https://doi.org/10.1038/s41598-026-53749-0}
}RIS
TY - JOUR TI - An adaptive emotion aware music education system using machine learning for personalized emotional wellbeing enhancement AU - Xinyun Deng AU - Yongxin Zhou AU - Xingzhi Guan AU - Yuhui Wang PY - 2026 JO - Scientific Reports DO - 10.1038/s41598-026-53749-0 UR - https://doi.org/10.1038/s41598-026-53749-0 ER -
APA
Deng, X., Zhou, Y., Guan, X., & Wang, Y. (2026). An adaptive emotion aware music education system using machine learning for personalized emotional wellbeing enhancement. Scientific Reports. https://doi.org/10.1038/s41598-026-53749-0
Source records
- crossref · retrieved 2026-09-26T10:35:05.930Z