# Medical Triage TR: Symptom → Preliminary Diagnosis + On-Prem Inference + KVKK + Audit-Log

> Source: https://sukruyusufkaya.com/en/learn/fine-tuning-cookbook/ftc-tr-medical-triage-on-prem-kvkk
> Updated: 2026-05-14T14:43:02.722Z
> Category: Fine-Tuning Cookbook (Model-by-Model)
> Module: Part XVII — Turkey Use-Case Labs
**TLDR:** Hardest parts of health LLM: regulatory (KVKK + health data special category), liability (wrong diagnosis = death), audit-log mandatory, on-prem required. Use case: family physician triage assistant — symptom list → possible preliminary diagnosis + specialist referral. Mistral Small 3 24B + on-prem + LoRA.