Savable but Lost Lives when ICU Is Overloaded: a Model from 733 Patients in Epicenter Wuhan, China
نویسندگان
چکیده
Coronavirus Disease 2019 (COVID-19) causes a sudden turnover to bad at some checkpoints and thus needs the intervention of intensive care unit (ICU). This resulted in urgent large ICUs posed great risks medical system. Estimating mortality critical in-patients who were not admitted into ICU will be valuable optimize management assignment ICU. Retrospective, 733 diagnosed with COVID-19 local hospital (Wuhan, China), as March 18, 2020. Demographic, clinical laboratory results collected analyzed using machine learning build predictive model. Considering shortage beds beginning disease emergence, we defined for those patients predicted needing yet they did Missing-ICU (MI)-mortality. To estimate MI-mortality, prognostic classification model was built identify may need care. Its accuracy 0.8288, an AUC 0.9119. On our cohort patients, 25 have been by that should ICU, enter due lack shorting wards. Our analysis had shown MI-mortality is 41%, 32%, implying enough bed treating conditions.
منابع مشابه
Eyelid Reconstruction: Everything Is Not Lost When All Is Lost.
Eyelid injuries are a common emergency room challenge in patients presenting with history of road traffic accidents. Overzealous debridement can result in tissue loss in which primary repair becomes impossible along with loss of critical landmarks especially in tissue as fragile as the eyelids. We present a 45-year-old male with avulsion injury of the right lower eyelid compounded by debridemen...
متن کاملDiurnal Temperature Range in Relation to Daily Mortality and Years of Life Lost in Wuhan, China
Diurnal temperature range (DTR) is an important meteorological indicator associated with global climate change, and has been linked with mortality and morbidity in previous studies. To date, however, little evidence has been available regarding the association of DTR with years of life lost (YLL). This study aimed to evaluate the DTR-related burden on both YLL and mortality. We collected indivi...
متن کاملMedical Malpractice in Wuhan, China
Medical disputes in China are historically poorly documented. In particular, autopsy-based evaluation and its impact on medical malpractice claims remain largely unstudied. This study aims to document autopsy findings and medical malpractice in one of the largest cities of China, Wuhan, located in Hubei Province. A total of 519 autopsies were performed by the Department of Forensic Medicine, Wu...
متن کاملKnowledge-based urban development in Wuhan, China
Knowledge-Based Urban Development (KBUD) has now become a fashionable term both in terms of urban policy making and academic study. This is the case not only in post-industrial cities in developed countries, but also in cities which are still in the process of industrialisation in developing countries. In responding to this, urban development policies have been redirected in recent years to enh...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Proceedings of the ... AAAI Conference on Artificial Intelligence
سال: 2021
ISSN: ['2159-5399', '2374-3468']
DOI: https://doi.org/10.1609/aaai.v35i6.16612