An AI project that transforms complex medical reports into clear, accessible explanations. Using fine-tuning techniques on models such as T5 or DistillBART, this project automatically generates simplified versions of medical texts while preserving their clinical accuracy.
0
stars
10
commits
Jupyter Notebook
primary language
Jul 1, 2025
updated
README
MedSimplify
An AI project that transforms complex medical reports into clear, accessible explanations. Using fine-tuning techniques on models such as T5 or DistillBART, this project automatically generates simplified versions of medical texts while preserving their clinical accuracy.
Data Fields
Expert
Simple
Annotation
sim (Levenstein Similarity)
sentence_sim (SentenceBERT embedding cosine similarity)
compression
expert_fk_grade
expert_ari
layman_fk_grade
layman_ari
umls_expert
umls_layman
expert_terms
layman_terms
idx (original data index before shuffling, redundant)
Contributors
10 commits
Similar repos
Languages
Jupyter Notebook
97.6%
Python
2.4%
An AI project that transforms complex medical reports into clear, accessible explanations. Using fine-tuning techniques on models such as T5 or DistillBART, this project automatically generates simplified versions of medical texts while preserving their clinical accuracy.
0
stars
10
commits
Jupyter Notebook
primary language
Jul 1, 2025
updated
README
MedSimplify
An AI project that transforms complex medical reports into clear, accessible explanations. Using fine-tuning techniques on models such as T5 or DistillBART, this project automatically generates simplified versions of medical texts while preserving their clinical accuracy.
Data Fields
Expert
Simple
Annotation
sim (Levenstein Similarity)
sentence_sim (SentenceBERT embedding cosine similarity)
compression
expert_fk_grade
expert_ari
layman_fk_grade
layman_ari
umls_expert
umls_layman
expert_terms
layman_terms
idx (original data index before shuffling, redundant)
Similar repos
Contributors
10 commits
Languages
Jupyter Notebook
97.6%
Python
2.4%