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Pramukh Kulkarni

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Review Open access Sep 2026

Context-Grounded PET-CT Report Generation Using LoRA-Fine-Tuned BioMedLM with Physician Validation and Safety Evaluation

Parameter-efficient fine-tuning of biomedical language models can generate coherent physician-style PET-CT report sections from structured clinical findings, with high physician-assessed factual correctness and no unsafe hallucinations in this limited reviewed subset, supporting the feasibility of structured-finding-to...

D. Prakash, Pramukh Kulkarni, Venkatesh Rangarajan et al. · 0 citations

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