Algorithm for Individual Prediction of COVID-19–Related Hospitalization Based on Symptoms: Development and Implementation Study

Journals

1. Horvath A, Lind T, Frece N, Wurzer H, Stadlbauer V. Validation of a simple risk stratification tool for COVID-19 mortality. Frontiers in Medicine 2022;9 View
2. Perrella A, Fortinguerra F, Pierantozzi A, Capoluongo N, Carannante N, Lo Vecchio A, Bernardi F, Trotta F, Cangini A. Hospital Antibiotic Use during COVID-19 Pandemic in Italy. Antibiotics 2023;12(1):168 View
3. Song W, Zhang L, Liu L, Sainlaire M, Karvar M, Kang M, Pullman A, Lipsitz S, Massaro A, Patil N, Jasuja R, Dykes P. Predicting hospitalization of COVID-19 positive patients using clinician-guided machine learning methods. Journal of the American Medical Informatics Association 2022;29(10):1661 View
4. Consolazio D, Murtas R, Tunesi S, Lamberti A, Senatore S, Faccini M, Russo A. A Comparison Between Omicron and Earlier COVID-19 Variants' Disease Severity in the Milan Area, Italy. Frontiers in Epidemiology 2022;2 View
5. Tian C, Balmer L, Tan X. COVID-19 lessons to protect populations against future pandemics by implementing PPPM principles in healthcare. EPMA Journal 2023;14(3):329 View
6. Bui D, Bajema K, Huang Y, Yan L, Li Y, Rajeevan N, Berry K, Rowneki M, Argraves S, Hynes D, Huang G, Aslan M, Ioannou G, Tian S. Development of a prediction model for 30-day COVID-19 hospitalization and death in a national cohort of Veterans Health Administration patients–March 2022—April 2023. PLOS ONE 2024;19(10):e0307235 View
7. Jacob Khoury S, Zoabi Y, Scheinowitz M, Shomron N. Integrating Interpretability in Machine Learning and Deep Neural Networks: A Novel Approach to Feature Importance and Outlier Detection in COVID-19 Symptomatology and Vaccine Efficacy. Viruses 2024;16(12):1864 View
8. Martínez González A, Calleja Argudo S, Nieves Sanchis M, Bernad Carbonell F, Ayuso Raya M. Diferencias en las características clínicas y el manejo de los pacientes diagnosticados de COVID-19 en Atención Primaria en 2020 en función de la edad. Revista Clínica de Medicina de Familia 2025 View
9. Foppiani A, Calcaterra V, Bertoli S, Battezzati A, Frontini M, Zuccotti G. Telemedicine and Mortality Reduction During COVID-19: Telemonitoring as a Key Strategy for Emergency Health care Preparedness. Telemedicine Reports 2025;6(1) View

Books/Policy Documents

1. Moretti V, Caliandro A. Reframing Algorithms. View