Breakthrough in Readmission Prediction: New AI Model Hits 75% AUC Using Only Text
20 May 2025
Using MIMIC-III discharge notes, BDSS+MLP model achieved 75% AUC and 94% recall in predicting 30-day readmission, outperforming other models on imbalanced data.
Overview of Machine Learning Classifiers Used in Readmission Prediction
20 May 2025
A suite of ML models—Logistic Regression, Random Forest, KNN, SVM, Gaussian Naive Bayes—was used to predict patient readmission.
The Blueprint for Better Predictions: Detailing the Data Prep for Readmission AI
20 May 2025
MIMIC-III discharge notes preprocessed and vectorized (TF-IDF/BDSS) for ML/DL models to predict 30-day hospital readmission.
A Survey of Machine Learning Approaches for Predicting Hospital Readmission
20 May 2025
Prior work on readmission prediction used diverse features and ML/DL models; our study advances this with superior text mining and broader model comparison.
The Future of Patient Care: Text Mining Discharge Notes to Slash Readmissions
20 May 2025
Novel text mining (BDSS+MLP) on discharge notes predicts 30-day hospital readmission with 94% recall, outperforming prior methods.
Measuring Technological Convergence in Encryption Technologies: What Didn't Make It in the Pape
6 May 2025
This appendix includes figures, graphics, and bar charts that were referenced but not directly included in the main paper.
Concluding Remarks: Blockchain and Cryptography Convergence Insights
6 May 2025
We conclude by highlighting the convergence of blockchain and public-key cryptography identified by our method
Limitations of Our Technological Convergence Analysis and Future Work
6 May 2025
This section discusses the limitations of our study, including reliance on a single data source and lack of index normalization
Case Study: Convergence of Blockchain and Public-Key Cryptography
6 May 2025
Explore our case study illustrating the technological convergence between blockchain and public-key cryptography