| Target language | Multiple diseases | Use of labels in clinical practice | Criteria for positive class | Target sections in radiology reports | Methods |
---|---|---|---|---|---|---|
Meng et al. [7] | English | Yes | No | Expressions suggesting the need to promptly communicate to the referring clinician | Impression | Existing tool |
Helibrun et al. [8] | English | Yes | No | Expressions suggesting specific critical findings | Impression | Existing tool |
Carrodeguas et al. [9] | English | Yes | No | Follow-up recommendations | Impression | SML, LSTM |
Yetisgen-Yildiz et al. [10] | English | Yes | No | Follow-up recommendations | Order information, findings, impression | SML |
Yetisgen-Yildiz et al. [11] | English | Yes | No | Follow-up recommendations | Order information, findings, impression | SML |
Dutta et al. [12] | English | Yes | No | Follow-up recommendations | Findings, impression, recommendation | Existing tool |
Lau et al. [13] | English | Yes | No | Follow-up recommendations | (Not specified) | GRU |
Dang et al. [14] | English | Yes | No | Follow-up recommendations | (Not specified) | Decision tree |
Imai et al. [15] | Japanese | Yes | No | Expressions suggesting malignancy | Findings | Syntactic analysis |
Lou et al. [16] | English | No | Yes | Reports pointing at indeterminate or suspicious upper abdominal mass | (Not specified) | SML |
Danforth et al. [17] | English | No | Yes | ICD-9 codes suggesting lung nodules | (Not specified) | Rule base |
Garla et al. [18] | English | No | Yes | Expressions suggesting potentially malignant liver lesions | (Not specified) | SML |
Farjah et al. [19] | English | No | No | Expressions suggesting lung nodules | (Not specified) | Existing tool |
Gershanik et al. [20] | English | No | No | Expressions suggesting lung nodules | Findings, impression | Existing tool |
Oliveira et al. [21] | English | No | No | Expressions suggesting incidental lung nodules | Order information, findings | Rule base |
Pham et al. [22] | French | No | No | Expressions suggesting incidentalomas | Order information, findings, impression | SML |
Mabotuwana et al. [23] | English | No | No | Follow-up recommendations | (Not specified) | Rule base |
Morioka et al. [24] | English | No | No | Expressions suggesting abdominal aorta aneurysm | (Not specified) | Existing tool |
Xu et al. [25] | English | (Not specified) | No | Follow-up recommendations | Order information, findings, impression | SML |
Fu et al. [26] | English | No | No | Expressions suggesting silent brain infarction or white matter disease | (Not specified) | Rule base, SML, CNN |
This study | Japanese | Yes | Yes | Reports with an actionable tag | Order information, findings, impression | SML, LSTM, BERT |