Algorithm for Individual Prediction of COVID-19-Related Hospitalization Based on Symptoms: Development and Implementation Study.
Rossella MurtasNuccia MoriciChiara CogliatiMassimo PuotiBarbara OmazziWalter BergamaschiAntonio VozaPatrizia Rovere QueriniGiulio Giuseppe StefaniniMaria Grazia ManfrediMaria Teresa ZocchiAndrea MangiagalliCarla Vittoria BrambillaMarco BosioMatteo CorradinFrancesca CortellaroMarco TrivelliStefano SavonittoAntonio Giampiero RussoPublished in: JMIR public health and surveillance (2021)
A simple monitoring system, based on primary care data sets linked to COVID-19 testing results, hospital admissions data, and death records may assist in the proper planning and allocation of patients and resources during the ongoing COVID-19 pandemic.
Keyphrases
- primary care
- coronavirus disease
- sars cov
- end stage renal disease
- electronic health record
- newly diagnosed
- healthcare
- chronic kidney disease
- big data
- machine learning
- prognostic factors
- peritoneal dialysis
- respiratory syndrome coronavirus
- quality improvement
- physical activity
- depressive symptoms
- data analysis
- general practice
- artificial intelligence
- neural network