Table 2.
Features or characteristics considered in the predictive models.
Study | CGMa readings | Glucose meter measurements | Insulin dosage | BMI | Carbohydrates | Meals | Activity | ECGb | HRVc | Diabetes duration | HbA1cd |
Mordvanyuk et al [6] | ✓ |
|
✓ |
|
✓ | ✓ |
|
|
|
|
|
Paul et al [7] | ✓ |
|
|
|
|
|
|
|
|
|
|
Jensen et al [8] | ✓ |
|
✓ | ✓ |
|
|
|
|
|
✓ |
|
Zhang et al [9] |
|
✓ | ✓ |
|
|
|
|
|
|
|
|
Dave et al [10] | ✓ |
|
✓ |
|
✓ |
|
|
|
|
✓ | ✓ |
Eren-Oruklu et al [11] | ✓ | ✓ |
|
|
|
|
|
|
|
|
|
Chase et al [12] | ✓ | ✓ |
|
✓ |
|
|
|
|
|
✓ | ✓ |
Buckingham et al [13] | ✓ |
|
|
|
|
|
|
|
|
|
✓ |
Georga et al [14] | ✓ |
|
✓ |
|
|
✓ | ✓ |
|
|
|
✓ |
Bertachi et al [15] | ✓ |
|
✓ |
|
|
|
✓ |
|
|
|
|
Vahedi et al [16] | ✓ |
|
|
✓ |
|
|
✓ |
|
|
✓ |
|
Maritsch et al [17] | ✓ |
|
|
|
|
|
|
|
✓ |
|
|
San et al [18] |
|
✓ |
|
|
|
|
|
✓ |
|
|
|
Kuang et al [19] | ✓ |
|
|
|
|
|
|
|
|
|
|
Zhu et al [20] | ✓ |
|
✓ |
|
|
✓ |
|
|
|
|
|
Li, K, unpublished data, October 2019 | ✓ |
|
✓ |
|
|
✓ |
|
|
|
|
|
Munoz-Organero et al [21] | ✓ |
|
✓ |
|
|
✓ |
|
|
|
|
|
Ranvier et al [22] |
|
|
|
|
|
✓ | ✓ | ✓ |
|
|
|
Cichosz et al [23] | ✓ | ✓ | ✓ |
|
|
|
|
✓ | ✓ | ✓ | ✓ |
aCGM: continuous glucose monitoring.
bECG: electrocardiogram.
cHRV: heart rate variability.
dHbA1c: hemoglobin A1c.