Federated Learning of Electronic Health Records to Improve Mortality Prediction in Hospitalized Patients With COVID-19: Machine Learning Approach.
Akhil VaidSuraj K JaladankiJie XuShelly TengArvind KumarSamuel J LeeSulaiman S SomaniIshan ParanjpeJessica K De FreitasTingyi WanyanKipp W JohnsonMesude BicakEyal KlangYoung Joon Fred KwonAnthony Beardsworth CostaShan P ZhaoRiccardo MiottoAlexander W CharneyErwin P BöttingerZahi Adel FayadGirish Nitin NadkarniFei WangBenjamin Scott GlicksbergPublished in: JMIR medical informatics (2021)
The federated learning of COVID-19 electronic health record data shows promise in developing robust predictive models without compromising patient privacy.