Enter cell measurements to predict cell type
This tool is for research and educational purposes only. The predictions provided are not a substitute for professional medical advice, diagnosis, or treatment. Always seek the advice of qualified healthcare providers with any questions regarding a medical condition.
This prediction model has several limitations: it lacks cross-validation, learning curves, and comprehensive evaluation metrics like precision, recall, and F1-score. The model's performance metrics (98.25% accuracy) are based on a single test set and may not reflect real-world performance. Feature importance analysis is not included, and the model may not account for all relevant factors in breast cancer diagnosis. The predictions should be used as one of many tools in the diagnostic process, not as a definitive diagnosis.