Body / AbdominalGeneralAI / InformaticsResearch
Super-resolution MRI reconstruction does not improve radiomics prediction of placenta accreta spectrum
Current medical imaging1w ago
In a multicenter study of 603 patients, a radiomics model using super-resolution T2-weighted MRI did not outperform standard-resolution images for predicting placenta accreta spectrum disorders. The 4× model achieved an AUC of 0.874 in training, but no statistically significant…
- In external validation across two centers (n=66 and n=57), radiomics model AUCs ranged from 0.542 to 0.724, indicating only moderate generalizability.
- DeLong tests showed no statistically significant differences in AUC among 1×, 2×, and 4× super-resolution models for any classifier (all P > 0.05).
- The authors concluded that diagnostic information relevant to placenta accreta spectrum may be adequately captured at original resolution and do not recommend routine super-resolution reconstruction for this application.
Automated summary
RadPigeon summaries are original and for information only. They are not clinical advice.