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Author

Bera Koca

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Review Sep 2026

Pars defect detection with 3 T GE ZeroTE bone MRI in children, adolescents and young adults with low back pain: a pilot study of inter-rater reproducibility and CT-linked feasibility.

3 T zero echo time MRI showed high inter-rater reproducibility for pars-defect detection and may serve as a reproducible, radiation-sparing adjunct to lumbar MRI rather than a replacement for CT, and require confirmation in larger studies.

Müjgan Orman, Deniz Çeliker, Bera Koca et al. · 0 citations
Review Jul 2026

SPARC-Rad: A Multimodal Benchmark Dataset and Evaluation Pipeline for Spatial and Anatomical Reasoning in Radiology Vision-Language Models

The SPARC-Rad Benchmark is developed, a manually curated multimodal benchmark dataset and evaluation pipeline for assessing whether VLMs can provide reasoning for radiologic anatomy as a spatial system, supporting future model development, failure-mode analysis, and pre-deployment assessment.

Satvik Tripathi, M. E. Şeker, K. Quevada et al. · 0 citations

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