Radiology report errors occur for many reasons including the use of pre-filled report templates, wrong-word substitution, nonsensical phrases, and missing words. Reports may also contain clinical errors that are not specific to the speech recognition including wrong laterality and gender-specific ...
NLP; radiology report labelling; BERT; data synthesis; templates1. Introduction Training medical imaging models requires large amounts of expertly annotated data, which is time-consuming and expensive to obtain. Fortunately, medical images are often accompanied by free-text reports written by ...
With Vet Report structured reporting is easy, each user can easily upload their common descriptions to the software, give them a short name, creating their Clinical Library, and then just select them as you need it for each report. Off course, all automatic texts are editable, so you can a...
Arising from this, reporting vendors created a new standard for exchange of radiology report templates under the standards of Integrating the Healthcare Enterprise (IHE), called Management of Radiology Report Templates (MRRT), which allows sharing and exchange of templates in the way DICOM allows ma...
Jungmann F, Arnhold G, Kämpgen B et al (2020) A hybrid reporting platform for extended RadLex coding combining structured reporting templates and natural language processing. J Digit Imaging 33:1026–1033. https://doi.org/10.1007/s10278-020-00342-0 Article PubMed PubMed Central Google Schol...
We extracted data on: primary clinical application and technical objective, data source(s), study period, radiology report language, anatomical region, imaging modality, disease area, dataset size, annotated set size, training/validation/test set size, external validation performed, domain expert used...
A multitude of templates is already available, but further and stronger evidence confirming their value is needed, especially regarding patient’s outcome improvement.Abbreviations MRI: Magnetic resonance imaging NR: Narrative report SR: Structured report HCC: Hepatocellular carcinoma (HCC) LI-RADS...