![]() ![]() ![]() ML algorithms will reduce uncertainties and ambiguities related to new diseases such as COVID-19 by providing diagnostic and predictive models based on valid and scientific evidence to assess risks, screening, forecasting, and health planning. Machine learning (ML) algorithms are complex and flexible classification modeling that leverage big datasets to reveal new and practical patterns. CDSSs using available patient data at the time of admission may provide caregivers with valuable information regarding the likelihood risk of COVID-19 readmission. CDSSs attracted increasing interest because of the growing availability of a large amount of patient-level data. In this situation, enhancing the capability of the healthcare system against the pandemic requires attention to technological and intelligent-based solutions such as Clinical Decision Support Systems (CDSSs). According to the formal reports, about 5% of COVID-19 confirmed patients necessitate hospitalization care services, and the tolls of readmission from this disease report vary from 2 to 10%. In addition, it will reduce the quality indicators of service delivery increase the rate of serious complications and deaths during the pandemic. Readmission imposes additional costs on care organizations and patients. Meanwhile, due to the unknown and aggressive nature of the disease, the readmission rate of patients increased. Many patients in such conditions were discharged after admission with partial recovery. Īs the prevalence of the COVID-19, the health care systems of many countries were collapsed and could not meet the growing needs of patients to diagnose, treatment, and care services. ![]() Estimates show that 60% of patient readmission can be prevented. Because of the high costs that readmission imposes on hospitals and patients, it has gained substantial attention as one of the most important criteria for evaluating the quality of care and discharge procedures. The high readmission rates are most probably related to the quality of care delivered by hospitals and other health centers during or after the former admission. It is defined as the new hospitalization in the same hospital within a specified time between 30 and 60 days after initial hospital discharge, , ]. Hospital readmission is a well-accepted metric of hospital care quality. ![]()
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