# Blood Glucose Prediction on T1DEXI Source: [Blood Glucose Prediction on T1DEXI]() Collection index: [llms.txt]() Data updated: 2026-03-04T17:49:55.089Z Evaluation of models performing blood glucose prediction using the T1DEXI dataset, assessed via regression and correlation metrics (RMSE, MAPE, Corr, Acc.). 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 prediction | | Dataset (including any stated split) | T1DEXI | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 19 of 19 | | 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](): Lower is better; unit: SCALAR. - [MAPE](): Lower is better; unit: PERCENT. - [Corr](): Higher is better; unit: SCALAR. - [Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | MNODE\_HGS | 35.22 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_NS | 35.55 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_RD | 35.78 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_HGS13 | 35.82 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_EGL | 35.86 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_HGS12 | 35.92 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_EN | 35.93 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_HGS23 | 35.95 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_HGS2 | 35.96 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_HGS1 | 36.12 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_HGS3 | 36.13 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_NR | 36.19 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_DK | 36.58 | Not recorded | 68fa78c01e209131cea7a3fc | | MNODE\_GD | 36.7 | Not recorded | 68fa78c01e209131cea7a3fc | | BNODE | 37.08 | Not recorded | 68fa78c01e209131cea7a3fc | | LSTM | 40.69 | Not recorded | 68fa78c01e209131cea7a3fc | | TCN | 41.09 | Not recorded | 68fa78c01e209131cea7a3fc | | S4D | 42.91 | Not recorded | 68fa78c01e209131cea7a3fc | | Transformer | 46.29 | Not recorded | 68fa78c01e209131cea7a3fc | ### MNODE\_HGS RMSE: 35.22. Result ID: 69a870b16dbb7075b950668d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_NS RMSE: 35.55. Result ID: 69a870b16dbb7075b9506693. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_RD RMSE: 35.78. Result ID: 69a870b16dbb7075b9506695. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_HGS13 RMSE: 35.82. Result ID: 69a870b16dbb7075b950668f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_EGL RMSE: 35.86. Result ID: 69a870b16dbb7075b9506691. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_HGS12 RMSE: 35.92. Result ID: 69a870b16dbb7075b950668a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_EN RMSE: 35.93. Result ID: 69a870b16dbb7075b9506692. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_HGS23 RMSE: 35.95. Result ID: 69a870b16dbb7075b9506690. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_HGS2 RMSE: 35.96. Result ID: 69a870b16dbb7075b950668c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_HGS1 RMSE: 36.12. Result ID: 69a870b16dbb7075b950668b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_HGS3 RMSE: 36.13. Result ID: 69a870b16dbb7075b950668e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_NR RMSE: 36.19. Result ID: 69a870b16dbb7075b9506688. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_DK RMSE: 36.58. Result ID: 69a870b16dbb7075b9506689. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MNODE\_GD RMSE: 36.7. Result ID: 69a870b16dbb7075b9506694. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BNODE RMSE: 37.08. Result ID: 69a870b16dbb7075b9506696. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM RMSE: 40.69. Result ID: 69a870b16dbb7075b9506698. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCN RMSE: 41.09. Result ID: 69a870b16dbb7075b9506699. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S4D RMSE: 42.91. Result ID: 69a870b16dbb7075b9506697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer RMSE: 46.29. Result ID: 69a870b16dbb7075b950669a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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