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| title: codLLM | |
| emoji: 📜 | |
| colorFrom: red | |
| colorTo: yellow | |
| sdk: docker | |
| app_port: 7860 | |
| pinned: false | |
| short_description: ICD-10h coding for historical causes of death | |
| # codLLM | |
| Assigns **ICD-10h** codes to free-text causes of death from historical death | |
| registers (roughly 1850-1939), and routes the records it is unsure about to a | |
| human instead of guessing. | |
| Upload a register (CSV, TSV, or any delimited text file), confirm which columns | |
| hold the cause, age, and sex, and the model codes the distinct causes. Confident | |
| predictions are accepted automatically; the uncertain minority goes to a review | |
| queue ordered so the most frequent strings come first, because one decision there | |
| can settle thousands of rows. | |
| ## Access | |
| Open to everyone, no login. The Space sleeps after half an hour without visitors, so the | |
| first visit after a quiet spell waits a few minutes while the model loads. | |
| ## How to cite | |
| If you publish work that uses codes from codLLM, please cite both: | |
| Lunøe, E. D., & Mortensen, L. E. B. (2026). codLLM: ICD-10h coding for historical causes of | |
| death [Computer software]. https://huggingface.co/spaces/NoHaxRelax/codllm | |
| Mortensen, L. E. B., & Lunøe, E. D. (2026). Automated historical cause-of-death coding using | |
| fine-tuned language models [Bachelor's thesis, Technical University of Denmark]. | |
| https://github.com/murrodroid/codLLM | |
| ## Notes | |
| * Coding runs as a background job, so a large register does not sit inside a | |
| single HTTP request. Results stream back most-frequent-first. | |
| * Registers uploaded here are processed on this server, not in your browser. They are held | |
| in memory only while being coded and are never stored or used for training. | |
| * The model is sensitive to input format. Cause-only is sent as a bare string; | |
| cause+age+sex always sends all three fields, using `unknown` where a value is | |
| missing. Which format works better is source dependent, so both are offered and | |
| the exact string being sent is shown before anything is coded. | |
| * Low uncertainty is not a guarantee of correctness. Sub-code choices may follow | |
| a different archive's convention than yours. | |