Table 1 PROBAST results for each domain considered for each paper included in our systematic review

From: Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans

Reference

Domain

 

Participants

Predictors

Outcomes

Analysis

Ghoshal and Tucker17

High

Unclear (DL)

Unclear

High

Li et al.34

Unclear

Unclear (DL)

Unclear

High

Ezzat et al.28

High

Unclear (DL)

Unclear

High

Tartaglione et al.16

High

Unclear (DL)

Unclear

High

Luz et al.30

Unclear

Unclear (DL)

Unclear

High

Bassi and Attux31

High

Unclear (DL)

Unclear

High

Gueguim Kana et al.32

High

Unclear (DL)

Unclear

High

Heidari et al.33

High

Unclear (DL)

Unclear

Unclear

Farooq and Hafeez29

High

Unclear (DL)

Unclear

High

Zhang et al.27

Low

Unclear (DL)

Low

Unclear

Zhang et al.37

High

Unclear (DL)

Unclear

High

Wang et al.26

High

Unclear (DL)

High

High

Bararia et al.25

High

Unclear (DL)

Unclear

High

Tsiknakis et al.21

High

Unclear (DL)

Unclear

High

Malhotra et al.18

High

High

Unclear

High

Sayyed et al.36

High

Low

Unclear

High

Rahaman et al.19

High

Unclear (DL)

Unclear

High

Amer et al.20

High

Unclear (DL)

Unclear

High

Elaziz et al.22

High

Low

Unclear

High

Tamal et al.24

High

High

Unclear

High

Gil et al.23

High

Low

Unclear

Unclear

Zokaeinikoo et al.35

High

Unclear (DL)

Unclear

Unclear

Amyar et al.44

High

Unclear (DL)

Unclear

High

Ardakani et al.45

High

Unclear (DL)

Low

High

Bai et al.81

High

Unclear (DL)

Low

Low

Jin et al.50

High

Unclear (DL)

Low

Unclear

Wang et al.42

High

Unclear (DL)

Low

Unclear

Ko et al.41

High

Unclear (DL)

High

Low

Acar et al.48

High

Unclear (DL)

High

Unclear

Pu et al.43

Unclear

Unclear (DL)

Low

Unclear

Chen et al.49

High

Unclear (DL)

Unclear

Unclear

Shah et al.52

High

Unclear (DL)

Unclear

High

Han et al.47

High

Unclear (DL)

Unclear

High

Wang et al.53

Unclear

Unclear (DL)

Low

Low

Wang et al.54

High

Unclear (DL)

High

Unclear

Goncharov et al.71

High

Unclear (DL)

High

Low

Xie et al.61

High

Low

Low

High

Xu et al.62

High

Low

Low

Unclear

Qin et al.60

Low

High

High

High

Georgescu et al.40

High

Unclear (DL)

High

Unclear

Guiot et al.58

High

Low

Low

Unclear

Shi et al.57

High

Low

Low

Low

Mei et al.46

High

Unclear (DL)

Low

High

Chen et al.59

High

Low

Low

High

Wang et al.51

Unclear

Unclear (DL)

Low

Low

Li et al.66

Low

Unclear (DL)

Unclear

High

Li et al.67

LOW

Unclear (DL)

Low

High

Schalekamp et al.68

Unclear

Low

Low

Low

Cohen et al.76

High

Unclear (DL)

Unclear

Unclear

Yue et al.74

High

Low

High

High

Zhu et al.75

High

Low

Low

Low

Lassau et al.73

High

Unclear (DL)

High

Unclear

Chassagnon et al.63

Unclear

Low

Low

Unclear

Chao et al.77

Low

Low

Low

High

Wu et al.78

Unclear

Low

Low

High

Zheng et al.79

Unclear

Low

Low

High

Chen et al.80

High

Low

Low

High

Ramtohul et al.72

Unclear

Low

Low

High

Ghosh et al.64

High

High

High

Low

Wei et al.65

Low

Low

High

High

Wang et al.69

Unclear

Low

Low

Low

Yip et al.70

High

Low

Unclear

Unclear

  1. DL, deep learning.