Extreme gradient boosting using conventional parameters accurately predicts insulin sensitivity in young and middle-aged Japanese persons
It was possible to estimate SI using ML based only on physical indicators, or those with lipid and fasting glucose levels. The results also imply that it would be difficult to establish universal and robust estimates for SI using conventional parameters. Further validation studies are necessary in diverse ethnic groups with various body composition.
Authors
- Rie Tadokoro (ORCID: https://orcid.org/0000-0001-7986-0262)
- Naoko Saito (ORCID: https://orcid.org/0009-0003-6550-7566)
- Chiho Sugisawa (ORCID: https://orcid.org/0000-0003-1685-6201)
- Eriko Kodama
- Shoichiro Nagasaka (ORCID: https://orcid.org/0000-0003-4237-8282)
- Toru Iizaka
- Mai Hashizume
- Hiroto Nishikawa
- Shun Ishibashi (ORCID: https://orcid.org/0000-0002-1063-1979)
- Sayuri Nii
- Norimitsu Murai (ORCID: https://orcid.org/0000-0002-5712-0527)
- Hideyuki Imai (ORCID: https://orcid.org/0000-0002-3793-1146)
- Fumiko Otsuka (ORCID: https://orcid.org/0000-0002-7190-7799)
- Tatsuya Iida (ORCID: https://orcid.org/0009-0005-0821-0648)
Institutions
- Jichi Medical University (JP)
- SHOWA Medical University Fujigaoka Hospital (JP)
Publication Details
- Journal
- Frontiers in Endocrinology
- Published
- 2025-10-17
- DOI
- https://doi.org/10.3389/fendo.2025.1661376
- Primary Topic
- Liver Disease Diagnosis and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 0.00