6. Tham khảo
📄 Papers
Medical NER
| Title | Link | Ghi chú |
|---|---|---|
| BioBERT: A Pre-trained Biomedical Language Representation Model | https://arxiv.org/abs/1901.08746 | Biomedical LM |
| PubMedBERT: Domain-Specific Language Model Pretraining | https://arxiv.org/abs/2007.15779 | Best for biomedical NER |
| PhoBERT: Pre-trained language models for Vietnamese | https://arxiv.org/abs/2003.00744 | Vietnamese LM |
Medical Code Mapping
| Title | Link | Ghi chú |
|---|---|---|
| MedCodER: A Generative AI Assistant for Medical Coding | https://arxiv.org/html/2409.15368v1 | ICD coding with LLM |
| A keyphrase-based approach for interpretable ICD-10 code | https://nlp.uned.es/~lurdes/araujo/aimed_icd1921.pdf | ICD-10 classification |
Ontological Reasoning
| Title | Link | Ghi chú |
|---|---|---|
| ORA-CLE: Ontology-driven Reasoning And Chain for Logical Elucidation | https://aclanthology.org/2026.findings-acl.687.pdf | Ontology + LLM reasoning |
🔗 Data Resources
ICD-10
| Resource | Link |
|---|---|
| WHO ICD-10 Browser | https://icd.who.int/browse10/ |
| ICD-10 Data Files | https://www.who.int/standards/classifications/classification-of-diseases |
| Bộ Y tế Việt Nam ICD-10 | Check trên diễn đàn hoặc MoH website |
RxNorm
| Resource | Link |
|---|---|
| RxNav Browser | https://lhncbc.nlm.nih.gov/RxNav/ |
| RxNorm API | https://rxnav.nlm.nih.gov/ |
| RxNorm Full Download | https://www.nlm.nih.gov/research/umls/rxnorm/ |
| RxNorm File Structure | https://www.nlm.nih.gov/research/umls/rxnorm/docs/ |
UMLS
| Resource | Link |
|---|---|
| UMLS Home | https://www.nlm.nih.gov/research/umls/ |
| UMLS Metathesaurus | Cần license free |
🛠️ Tools & Frameworks
| Tool | Link | Use case |
|---|---|---|
| Spark NLP for Healthcare | https://www.johnsnowlabs.com/ | Medical NLP pipeline |
| scispacy | https://allenai.github.io/scispacy/ | Biomedical NER + linking |
| QuickUMLS | https://github.com/Georgetown-IR-Lab/QuickUMLS | UMLS concept mapping |
| FAISS | https://github.com/facebookresearch/faiss | Similarity search cho mapping |
📺 Other Resources
| Resource | Link |
|---|---|
| ICD-10, RxNorm, and SNOMED webbinar | https://www.youtube.com/watch?v=FM3sTOirVaw |
| Clinical Concept Extraction | https://www.youtube.com/watch?v=DVvPc7Zzq0U |
| NLP Clinical Ontology 101 | https://www.youtube.com/watch?v=BKH7tZrhat0 |
📋 Competition Links
- Website: https://competition.viettel.vn
- Group Facebook: https://facebook.com/groups/viettelairace
- Fanpage: https://facebook.com/ViettelCareers
- Livestream 12/07: Xem notes