| title: Emergency Blood Request Classifier | |
| emoji: 🩸 | |
| colorFrom: red | |
| colorTo: pink | |
| sdk: gradio | |
| app_file: app.py | |
| pinned: false | |
| license: apache-2.0 | |
| # 🩸 Emergency Blood Request Classifier | |
| A simple text classification demo to detect whether a blood donation request is an **emergency** or **non-emergency**. | |
| ## 🔍 How It Works | |
| Type or paste a blood request message into the text box and the model will classify it into one of two categories: | |
| - 🚨 **Emergency** — Requires immediate attention | |
| - ✅ **Non-Emergency** — Can be handled in a routine manner | |
| Along with the verdict, you'll also see the **probability scores** for both classes. | |
| ## 🧠 Model | |
| | Detail | Info | | |
| |---|---| | |
| | Base Model | [distilbert-base-uncased](https://huggingface.co/distilbert/distilbert-base-uncased) | | |
| | Fine-tuned Model | [AshenFdo/emergency_blood_request_classifier](https://huggingface.co/AshenFdo/emergency_blood_request_classifier) | | |
| | Dataset | [AshenFdo/synthetic_blood_request_urgency_dataset](https://huggingface.co/datasets/AshenFdo/synthetic_blood_request_urgency_dataset) | | |
| | Task | Text Classification | | |
| | Accuracy | 100% on eval set | | |
| ## 🚀 Try It Out | |
| Just enter a message like: | |
| > *"Patient is in critical condition after surgery and urgently needs O- blood immediately."* | |
| or | |
| > *"Looking for a B+ donor for a planned surgery next month."* | |
| ## 🔗 Links | |
| - 📦 [Fine-tuned Model](https://huggingface.co/AshenFdo/emergency_blood_request_classifier) | |
| - 📊 [Dataset](https://huggingface.co/datasets/AshenFdo/synthetic_blood_request_urgency_dataset) | |
| - 💻 [GitHub](https://github.com/AshenFdo/Blood-Request-Emergency-Classification-Model/blob/main/notebooks/Huggingface_blood_request_emegency_classification_model_fine_tuning_.ipynb) | |