Table 1. Generation characteristics for cardiovascular risk stratifications.
SN | Attributes | 1st Gen (CVD Manual) | 2nd Gen (CVD CC) | 3rd Gen (CVD AE) | 4th Gen (CVD ML) | 5th Gen (CVD DL) |
---|---|---|---|---|---|---|
1 | Manual | √ | × | × | × | × |
2 | OBBM | × | √ | √ | √ | √ |
3 | LBBM | × | √ | √ | √ | √ |
4 | CUSIP | × | × | √ | √ | √ |
5 | MedUSE | × | × | √ | √ | √ |
6 | MRI | × | × | √ | √ | √ |
7 | CT | × | × | √ | √ | √ |
8 | US | × | × | √ | √ | √ |
9 | Multiclass | √ | √ | √ | √ | √ |
10 | Multi-label | × | × | × | √ | √ |
11 | Ensemble | × | × | × | √ | √ |
12 | References | (127-129) | (21,49,50,130-136) | (35,137-140) | (14,48,54,141-145) | (78-80,90,98,99,103) |
SN, serial number; Gen, generation; CVD, cardiovascular disease; CC, conventional calculators; AE, AtheroEdge; ML, machine learning; DL, deep learning; OBBM, office-based biomarkers; LBBM, laboratory-based biomarkers; CUSIP, carotid ultrasound image phenotypes; MRI, magnetic resonance imaging; CT, computed tomography; US, ultrasound.