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openalexBMC Medical Informatics and Decision Making2026-07-24

Quality assessment of synthetic data in healthcare: a critical appraisal with a focus on subgroup bias

Christos Chatzichristos, Dimitris Katsimpokis, Congting Lai, L. van Santvliet, Flavio Camarrone, Daan Knoors, et al.

The creation of synthetic data in healthcare research has emerged as a compelling solution to address challenges related to data privacy, in case of data-sharing and data scarceness for training machine learning models. The current paper aims to provide a critical landscape analy…

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openalexBMC Medical Informatics and Decision Making2026-07-24

AI-powered spectral CT analysis for clinical decision support in carotid vulnerable plaque detection: a deep learning approach

Yunzhe Ni, Tianyu Zhang, Zonghui Huang, Yue Wang, Guochao Han, Lin Yuan, et al.

Carotid vulnerable plaques (CVPs) represent a major cause of ischemic stroke, yet current diagnostic methods lack sufficient precision for early detection. Spectral computed tomography (CT) enables detailed plaque characterization, but its clinical utility depends on advanced ana…

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openalexBMC Medical Informatics and Decision Making2026-07-24

AI-powered risk prediction models for preventable maternal mortality in rural settings: a systematic review

Joy Aifuobhokhan, Ayodeji Ogunjinmi, Chukwuemeka Abraham Agbarakwe, Deborah Oladunmolu Oduguwa, Annie Peter Essiet, Temitayo Osunkiyesi, et al.

Maternal mortality remains disproportionately high in low- and middle-income countries, particularly in rural settings with limited access to skilled obstetric care. Artificial intelligence and machine learning models offer promise for early risk prediction, yet their methodologi…

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openalexBMC Medical Informatics and Decision Making2026-07-24

Development and temporal validation of a machine learning-based model for predicting renal impairment in multiple myeloma: a single-center retrospective cohort study

Manli Zhou, Sisi Feng

Multiple myeloma (MM) is a hematopoietic system malignancy characterized by clonal proliferation of abnormal plasma cells, commonly presenting with renal impairment (RI) that significantly impacts patient’s quality of life. The objective of this study was to develop a predictive…

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