# Blood Glucose Forecasting on OhioT1DM 2018 (test)

Source: [Blood Glucose Forecasting on OhioT1DM 2018 (test)](<https://www.sota2.com/research/sota/blood-glucose-forecasting-on-ohiot1dm-2018-test>)

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

Data updated: 2026-04-16T06:45:17.933Z

Evaluation of models performing blood glucose forecasting using the OhioT1DM 2018 test set, assessed using RMSE and MAE.

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 | Blood Glucose Forecasting |
| Dataset (including any stated split) | OhioT1DM 2018 (test) |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/blood-glucose-forecasting-on-ohiot1dm-2018-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/blood-glucose-forecasting-on-ohiot1dm-2018-test.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| GlucoNet+KD, {(128, 64)} | 9.07 | Not recorded | 68fa775c1e209131cea72b7e |
| GlucoNet+KD, {(128, 64)} | 14.37 | Not recorded | 68fa775c1e209131cea72b7e |
| MTL-LSTM | 15.73 | Not recorded | 68fa775c1e209131cea72b7e |
| LSTM | 18.86 | Not recorded | 68fa775c1e209131cea72b7e |
| GluNet | 19.28 | Not recorded | 68fa775c1e209131cea72b7e |
| MTL-LSTM | 30.01 | Not recorded | 68fa775c1e209131cea72b7e |
| LSTM | 31.4 | Not recorded | 68fa775c1e209131cea72b7e |
| GluNet | 31.82 | Not recorded | 68fa775c1e209131cea72b7e |

### GlucoNet+KD, {(128, 64)}

RMSE: 9.07. Result ID: 69e0856647f34ce924c930d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b7e.md>)

Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction.

### GlucoNet+KD, {(128, 64)}

RMSE: 14.37. Result ID: 69e0856647f34ce924c930da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b7e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b7e.md>)

Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction.

### MTL-LSTM

RMSE: 15.73. Result ID: 69e0856647f34ce924c930d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b7e.md>)

Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction.

### LSTM

RMSE: 18.86. Result ID: 69e0856647f34ce924c930d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b7e.md>)

Recorded evaluation configuration: {"Input Features":"BGL"}. This record does not assert independent reproduction.

### GluNet

RMSE: 19.28. Result ID: 69e0856647f34ce924c930d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b7e.md>)

Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction.

### MTL-LSTM

RMSE: 30.01. Result ID: 69e0856647f34ce924c930d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b7e.md>)

Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction.

### LSTM

RMSE: 31.4. Result ID: 69e0856647f34ce924c930d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b7e.md>)

Recorded evaluation configuration: {"Input Features":"BGL"}. This record does not assert independent reproduction.

### GluNet

RMSE: 31.82. Result ID: 69e0856647f34ce924c930d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b7e.md>)

Recorded evaluation configuration: {"Input Features":"BGL, Insulin, Carbs"}. This record does not assert independent reproduction.

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