# Postprandial blood glucose AUC prediction on GlucoLens (13% test)

Source: [Postprandial blood glucose AUC prediction on GlucoLens (13% test)](<https://www.sota2.com/research/sota/postprandial-blood-glucose-auc-prediction-on-glucolens-13-percent-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-10T06:40:07.943Z

Evaluation of models predicting postprandial blood glucose Area Under the Curve (AUC) using the GlucoLens dataset (13% test split), assessed via Normalized Root Mean Square Error (NRMSE).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Postprandial blood glucose AUC prediction |
| Dataset (including any stated split) | GlucoLens (13% test) |
| Metric | NRMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [NRMSE](<https://www.sota2.com/research/sota/postprandial-blood-glucose-auc-prediction-on-glucolens-13-percent-test.md?metric=NRMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | NRMSE | Result date | Report paper |
| --- | --- | --- | --- |
| GlucoLens (Gly\_Base) | 0.123 | Not recorded | 68fa79c61e209131cea7f499 |
| GlucoLens (Gly\_Base) | 0.137 | Not recorded | 68fa79c61e209131cea7f499 |
| GlucoLens (Gly\_Max) | 0.226 | Not recorded | 68fa79c61e209131cea7f499 |
| GlucoLens (Gly\_Hybrid) | 0.236 | Not recorded | 68fa79c61e209131cea7f499 |
| GlucoLens (Gly\_Hybrid\_v2) | 0.238 | Not recorded | 68fa79c61e209131cea7f499 |
| GlucoLens (Gly\_Hybrid) | 0.241 | Not recorded | 68fa79c61e209131cea7f499 |
| GlucoLens (Gly\_Hybrid\_v2) | 0.242 | Not recorded | 68fa79c61e209131cea7f499 |
| GlucoLens (Gly\_Max) | 0.259 | Not recorded | 68fa79c61e209131cea7f499 |
| GlucoLens (Gly\_LLM) | 0.29 | Not recorded | 68fa79c61e209131cea7f499 |

### GlucoLens (Gly\_Base)

NRMSE: 0.123. Result ID: 69afbb5e6dbb7075b9576d77.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

Recorded evaluation configuration: {"Backbone":"RF","Variation":"GlucoLens regressor with no LLM"}. This record does not assert independent reproduction.

### GlucoLens (Gly\_Base)

NRMSE: 0.137. Result ID: 69afbb5e6dbb7075b9576d78.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

Recorded evaluation configuration: {"Backbone":"XGBoost","Variation":"GlucoLens regressor with no LLM"}. This record does not assert independent reproduction.

### GlucoLens (Gly\_Max)

NRMSE: 0.226. Result ID: 69afbb5e6dbb7075b9576d7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

Recorded evaluation configuration: {"Backbone":"RF","Variation":"Gly\_Max variation"}. This record does not assert independent reproduction.

### GlucoLens (Gly\_Hybrid)

NRMSE: 0.236. Result ID: 69afbb5e6dbb7075b9576d7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

Recorded evaluation configuration: {"Backbone":"XGBoost","Variation":"Hybrid predictor"}. This record does not assert independent reproduction.

### GlucoLens (Gly\_Hybrid\_v2)

NRMSE: 0.238. Result ID: 69afbb5e6dbb7075b9576d7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

Recorded evaluation configuration: {"Backbone":"RF","Variation":"Hybrid predictor version 2"}. This record does not assert independent reproduction.

### GlucoLens (Gly\_Hybrid)

NRMSE: 0.241. Result ID: 69afbb5e6dbb7075b9576d7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

Recorded evaluation configuration: {"Backbone":"RF","Variation":"Hybrid predictor"}. This record does not assert independent reproduction.

### GlucoLens (Gly\_Hybrid\_v2)

NRMSE: 0.242. Result ID: 69afbb5e6dbb7075b9576d7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

Recorded evaluation configuration: {"Backbone":"XGBoost","Variation":"Hybrid predictor version 2"}. This record does not assert independent reproduction.

### GlucoLens (Gly\_Max)

NRMSE: 0.259. Result ID: 69afbb5e6dbb7075b9576d7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

Recorded evaluation configuration: {"Backbone":"XGBoost","Variation":"Gly\_Max variation"}. This record does not assert independent reproduction.

### GlucoLens (Gly\_LLM)

NRMSE: 0.29. Result ID: 69afbb5e6dbb7075b9576d79.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f499.md>)

Recorded evaluation configuration: {"Variation":"LLM only prediction","Protocol":"zero-shot"}. This record does not assert independent reproduction.

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