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Additional file 1 of Reinforcement learning assisted oxygen therapy for COVID-19 patients under intensive care
journal contribution
posted on 2021-12-18, 04:19 authored by Hua Zheng, Jiahao Zhu, Wei Xie, Judy ZhongAdditional file 1. Methods and Model Details.
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oxygen shortage issueoxygen scarce resourcesoxygen flow trajectorymarkov decision processindividual patient characteristicsdeep reinforcement learningcurrent clinical practice08 – 3oxygen flow rateimprove public healthelectronic health recordsmachine learning algorithmcritically ill patients14 – 1mean mortality rateday mortality rateintensive care showedmortality raterate deliveredintensive carehealth statushealth outcomesrl algorithmproposed algorithmtraining datatime recommendsstrong potentialsrl decisionsrl ),retrospective cohortjanuary 2021essential treatmentcross validationcontinuous managementapril 202028 l
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