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Author

Manoj Kumar

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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

A novel approach for Rare Disease symptom extraction from Clinical Texts Using Knowledge Graph Embeddings and Large Language Models

This study demonstrates how the new-age technologies, such as GenAI and Natura Language Processing (NLP) can aid in collecting valuable clinical data, improving patient safety and rare disease identification, as well as integrating natural language processing and graph-based reasoning to enhance disease recognition.

A. Dhull, Kartik Pal, Manoj Kumar · 0 citations

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