Author(s) | Language | Number of radiology reports | Algorithm | Section of report | Research objective |
---|---|---|---|---|---|
Carrodeguas et al. [33] | English | 2306 | ML/DL | Impression | Classifying recommendation |
Helibrun et al. [34] | English | 851 | Rule-based | Impression | Detecting critical finding |
Lou et al. [35] | English | 6000 | ML | Not mentioned | Classifying recommendation |
Esteban et al. [36] | English | 3401 | Software | Findings, impression | Classifying recommendation |
Morioka et al. [37] | English | 1402 | Rule-based | Not mentioned | Classifying disease condition |
Fu et al. [38] | English | 1000 | Rule-based ML/DL | Not mentioned | Classifying disease condition |
Nakamura et al. [39] | Japanese | 63646 | BERT | Order, findings, impression | Detecting critical finding |
Jujjavarapu et al. [40] | English | 871 | ML | Not mentioned | Classifying disease condition |
Liu et al.. [15] | Chinese | 1089 | BERT/ML | Findings | Classifying disease condition |
Zhang et al. [41] | Chinese | 359 | BERT Pre-training | Findings | Classifying disease condition |
Zaman et al. [42] | English | 1503 | BERT Pre-training | Findings | Classifying disease condition |
Liu et al.. [43] | English | 594 | BERT | Not mentioned | Classifying certainty |
Proposed study | Chinese | 5864 | BERT Pre-training DL | Findings | Classifying disease condition |