# JunMa11/MedJev > A tool for extracting structured clinical variables from free-text medical notes: it turns notes into table-ready data, running locally on a single consumer GPU without sending data outside. - Magnitude: 1.4 out of 10 — Cooling - Stars: 83 total · +0 stars today, ≈ 5 by evening - Star trust: star growth looks organic - Category: Language models · Language: Python · License: Apache-2.0 · Created: 2026-09-22 · Last push: 2026-09-22 - GitHub: https://github.com/JunMa11/MedJev · Page: https://gitnova.dev/en/r/JunMa11/MedJev ## Useful for - Extract fields like hospital admission or severity from notes into a ready table - Train the model on your own labelled notes for new fields - Evaluate extraction accuracy and latency on the dev split via medjev.evaluate ## Why it’s here - 0 stars so far today, about 5 expected by the end of the day. - The spike has held for 2 days in a row — not a one-off blip. - The repository is 3 days old and already has 83 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #190. - About 6 forks a day — people are taking the code. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 15 - Issues and pull requests: 0 - Watchers: 1 - Average over the last week: 19 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 0 ## Stars per day, last 6 days (oldest → newest, today is partial) 2026-09-20 … 2026-09-25: 0, 11, 49, 17, 6, 0 ## Spotted in now - Top new repositories this week: #190 ## More in this category 1. **jaredpalmer/kev** — 6.6 · Peaking · Language models · Python · +0 stars today, ≈ 388 by evening kev is a LoRA adapter with a small readout head on top of Qwen2.5-0.5B that answers many typed questions about a document in a single forward pass, returning calibrated probabilities instead of text. Full card: https://gitnova.dev/en/r/jaredpalmer/kev.md 2. **deepopen-com/deepopen** — 6.0 · Early signal · Language models · Python · +0 stars today, ≈ 221 by evening Open-source non-autoregressive System 1 decision engine for typed decisions: returns typed answers (choice, score, noul) in a single forward pass across 100+ languages without generating text. Suited for classification, routing and… Full card: https://gitnova.dev/en/r/deepopen-com/deepopen.md 3. **togethercomputer/tev1** — 5.7 · Early signal · Language models · Python · +0 stars today, ≈ 61 by evening Open dataset and fine-tuning recipe for Qwen3.5-4B that picks one of 2–24 options given context and a question. The repo ships data, build scripts, Together AI training and evaluation tooling. Full card: https://gitnova.dev/en/r/togethercomputer/tev1.md 4. **NVIDIA/Model-Optimizer** — 5.1 · Breakout · Language models · Python · +0 stars today, ≈ 191 by evening NVIDIA library for compressing and accelerating models: quantization, pruning, distillation, NAS and speculative decoding with export to TensorRT-LLM, vLLM, SGLang. For ML engineers preparing models for deployment. Full card: https://gitnova.dev/en/r/NVIDIA/Model-Optimizer.md 5. **Liuziyu77/Valen** — 4.6 · Early signal · Language models · Python · +0 stars today, ≈ 41 by evening A multimodal decision model built on a Qwen3.5-0.8B/2B backbone: it takes text, images and video with an instruction and returns probabilities over supplied candidates without generating answer tokens. The repo includes model code, data… Full card: https://gitnova.dev/en/r/Liuziyu77/Valen.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-09-25 02:11 UTC, updated every 30 minutes.