Non-invasive glucose estimation leaderboard
BIG IDEAs Lab Glycemic Variability and Wearable Device Data: Clarke zone A
2 reported results for non-invasive glucose estimation on BIG IDEAs Lab Glycemic Variability and Wearable Device Data, ranked by Clarke zone A. Top reported…
This page ranks every result ChatPPG has recorded for non-invasive glucose estimation on BIG IDEAs Lab Glycemic Variability and Wearable Device Data, measured by Clarke error grid zone A (%) (higher is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric.
| Rank | Method & evaluation | Clarke error grid zone A (%)↑ Higher is better |
|---|---|---|
| 1 | XGBoost (Karunarathna) XGBoost regression (Karunarathna & Liang 2025) Evaluation details236 wearable + circadian + demographic features, no food logs; random 80/20 split of 5-min epochs (same participants in train and test), Clarke zones from one of the train-test splits (Table 3). Not subject-independent, so not comparable with LOPOCV rows. Reported as of: 2026-10-16 | 94.2 |
| 2 | Random forest (Karunarathna) Random forest regression (Karunarathna & Liang 2025) Evaluation details236 wearable + circadian + demographic features, no food logs; random 80/20 split of 5-min epochs (same participants in train and test), Clarke zones from one of the train-test splits (Table 3). Not subject-independent, so not comparable with LOPOCV rows. Reported as of: 2026-10-16 | 89.1 |
Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-16.
About the dataset
BIG IDEAs Lab Glycemic Variability and Wearable Device Data
- Subjects
- 16
- Signals
- ppg, accel, skin-temp, eda, cgm
- Licence
- Open Data Commons Attribution License v1.0
Related leaderboards
Other metrics on BIG IDEAs Lab Glycemic Variability and Wearable Device Data
Non-invasive glucose estimation on other datasets
- PPG Signals for Blood Glucose Measurement (Kermani / Mendeley): Clarke zone A (9)
- PPG Signals for Blood Glucose Measurement (Kermani / Mendeley): MAE (mg/dL) (9)
- PPG Signals for Blood Glucose Measurement (Kermani / Mendeley): MARD (9)
- VitalDB: Clarke zone A (6)
- VitalDB: MAE (mg/dL) (6)
- VitalDB: MARD (6)
- PPG Signals for Blood Glucose Measurement (Kermani / Mendeley): RMSE (mg/dL) (3)
Data and submissions
Download every leaderboard as JSON or CSV. Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.
Cite this
Cite the page URL and the date you accessed it. Please also cite the original publications listed above.
APA
ChatPPG. (2026). BIG-IDEAS-GLYCEMIC Clarke zone A leaderboard: non-invasive glucose estimation [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/glucose-estimation/big-ideas-glycemic-clarke-a-pct
BibTeX
@misc{chatppg_glucose_estimation_big_ideas_glycemic_clarke_a_pct,
author = {{ChatPPG}},
title = {{BIG-IDEAS-GLYCEMIC Clarke zone A leaderboard: non-invasive glucose estimation}},
year = {2026},
month = oct,
howpublished = {\url{https://chatppg.com/research/leaderboards/glucose-estimation/big-ideas-glycemic-clarke-a-pct}},
note = {ChatPPG Research Hub}
}CITATION.cff
cff-version: 1.2.0 message: "If you use this resource, please cite it as below." type: dataset title: "BIG-IDEAS-GLYCEMIC Clarke zone A leaderboard: non-invasive glucose estimation" authors: - name: "ChatPPG" url: "https://chatppg.com/research/leaderboards/glucose-estimation/big-ideas-glycemic-clarke-a-pct" date-released: "2026-10-16"