Identification and Comparison of Patient Characteristics for Those Hospitalized with COVID-19 versus Influenza Using Machine Learning in a Commercially Insured US Population

Xiaoxue Chen1 Anthem Translational Research, HealthCore Inc., Wilmington, DE, USACorrespondence[email protected]

https://orcid.org/0000-0002-2077-6020 View further author information

Zhi Wang1 Anthem Translational Research, HealthCore Inc., Wilmington, DE, USA

https://orcid.org/0000-0002-2818-0192 View further author information

Samantha G Bromfield1 Anthem Translational Research, HealthCore Inc., Wilmington, DE, USAView further author information

Andrea DeVries1 Anthem Translational Research, HealthCore Inc., Wilmington, DE, USAView further author information

David Pryor2 Clinical Strategy and Innovation, Anthem, Inc., Indianapolis, IN, USAView further author information

Vincent Willey3 Scientific Affairs, HealthCore Inc., Wilmington, DE, USAView further author information

References

Piroth L, Cottenet J, Mariet A-S, et al. Comparison of the characteristics, morbidity, and mortality of COVID-19 and seasonal influenza: a nationwide, population-based retrospective cohort study. Lancet Respir Med. 2021;9(3):251–259. doi:10.1016/S2213-2600(20)30527-0
PubMed Web of Science ®Google Scholar
Burn E, You SC, Sena AG, et al. Deep phenotyping of 34,128 adult patients hospitalised with COVID-19 in an international network study. Nat Commun. 2020;11(1):5009. doi:10.1038/s41467-020-18849-z
PubMed Web of Science ®Google Scholar
Gallo Marin B, Aghagoli G, Lavine K, et al. Predictors of COVID-19 severity: a literature review. Rev Med Virol. 2021;31(1):e2146. doi:10.1002/rmv.2146
Web of Science ®Google Scholar
Elshawi R, Al-Mallah MH, Sakr S. On the interpretability of machine learning-based model for predicting hypertension. BMC Med Inform Decis Mak. 2019;19(1):146. doi:10.1186/s12911-019-0874-0
PubMed Web of Science ®Google Scholar
Friedman JH, Meulman JJ. Multiple additive regression trees with application in epidemiology. Stat Med. 2003;22(9):1365–1381. doi:10.1002/sim.1501
PubMed Web of Science ®Google Scholar
Mueller AL, McNamara MS, Sinclair DA. Why does COVID-19 disproportionately affect older people? Aging (Albany NY). 2020;12(10):9959–9981. doi:10.18632/aging.103344
PubMedGoogle Scholar
Khazanchi R, Evans CT, Marcelin JR. Racism, not race, drives inequity across the COVID-19 continuum. JAMA Network Open. 2020;3(9):e2019933–e2019933. doi:10.1001/jamanetworkopen.2020.19933
PubMed Web of Science ®Google Scholar

Identification and Comparison of Patient Characteristics for Those Hospitalized with COVID-19 versus Influenza Using Machine Learning in a Commercially Insured US Population

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Identification and Comparison of Patient Characteristics for Those Hospitalized with COVID-19 versus Influenza Using Machine Learning in a Commercially Insured US Population

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