Table 2.
Quality evaluation of including studies
| Study | Inclusioncriteria | Data preprocessed | Data source and collection | The source of the feature | Ethical issue | Detail discussion | Measurement of models' performance | Cross-validation/evaluation method |
|---|---|---|---|---|---|---|---|---|
| Delahanty et al. (2019) | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 |
| Barton et al. (2019) | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| Taylro, 2015 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 0 |
| Kam and Kim (2017) | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 |
| Mao et al. (2018) | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 |
| Taneja et al. (2017) | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 |
| Saqib et al. (2018) | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 |
| Perng et al. (2019) | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 |
| Thottakkara et al. (2016) | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 |
| Bloch et al. (2019) | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 |
| Kwon and Baek (2020) | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 |
| Nemati et al. (2018) | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 |
| Lauritsen et al. (2020) | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 |
| Scherpf et al. (2019) | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 1 |
| Hou et al. (2020) | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 |
| Kong et al. (2020) | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| Bedoya et al. (2020) | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 |
| van Doorn et al. (2021) | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| Li et al. (2021) | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| Burdick et al. (2020) | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 |
| Qi et al. (2021) | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 |
Annotation: The contents of have been tweaked to better fit machine learning research.