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. 2023 Jun 5;13(3):557–598. doi: 10.21037/cdt-22-438

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.