Critical Correlation of Predictors for an Efficient Risk Prediction Framework of ICU Patient Using Correlation and Transformation of MIMIC-III Dataset
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DOI: 10.1007/s41019-022-00176-6
Abstract: Various predictive frameworks have evolved over the last decade to facilitate the efficient diagnosis of critical diseases in the healthcare sector. Some have been commercialized, while others are still in the research and development stage.… read more here.
Keywords: correlation; iii dataset; database; patient ... See more keywords
Predicting in-hospital mortality for MIMIC-III patients: A nomogram combined with SOFA score
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DOI: 10.1097/md.0000000000031251
Abstract: Predicting the mortality of patients provides a reference for doctors to judge their physical condition. This study aimed to construct a nomogram to improve the prediction accuracy of patients’ mortality. Patients with severe diseases were… read more here.
Keywords: predicting hospital; hospital mortality; mortality; mimic iii ... See more keywords
Prolonged Elevated Heart Rate and 90-Day Survival in Acutely Ill Patients: Data From the MIMIC-III Database
Sign Up to like & getrecommendations! Published in 2018 at "Journal of Intensive Care Medicine"
DOI: 10.1177/0885066618756828
Abstract: Purpose: We sought to evaluate the association of prolonged elevated heart rate (peHR) with survival in acutely ill patients. Methods: We used a large observational intensive care unit (ICU) database (Multiparameter Intelligent Monitoring in Intensive… read more here.
Keywords: heart; pehr; mimic iii; database ... See more keywords
A novel nomogram to predict mortality in patients with stroke: a survival analysis based on the MIMIC-III clinical database
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DOI: 10.1186/s12911-022-01836-3
Abstract: Background Stroke is a disease characterized by sudden cerebral ischemia and is the second leading cause of death worldwide. We aimed to develop and validate a nomogram model to predict mortality in intensive care unit… read more here.
Keywords: novel nomogram; patients stroke; database; mimic iii ... See more keywords
Federated Learning on Clinical Benchmark Data: Performance Assessment
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DOI: 10.2196/20891
Abstract: Background Federated learning (FL) is a newly proposed machine-learning method that uses a decentralized dataset. Since data transfer is not necessary for the learning process in FL, there is a significant advantage in protecting personal… read more here.
Keywords: dataset; mimic iii; achieved auroc; performance ... See more keywords
Does Diabetes Mellitus Increase the Short- and Long-Term Mortality in Patients With Critical Acute Myocardial Infarction? Results From American MIMIC-III and Chinese CIN Cohorts
Sign Up to like & getrecommendations! Published in 2021 at "Frontiers in Endocrinology"
DOI: 10.3389/fendo.2021.797049
Abstract: Background The harmful effect of diabetes mellitus (DM) on mortality in patients with acute myocardial infarction (AMI) remains controversial. Furthermore, few studies focused on critical AMI patients. We aimed to address whether DM increases short-… read more here.
Keywords: ami patients; mimic iii; mortality; cin ... See more keywords
Favorable Outcomes of Anticoagulation With Unfractioned Heparin in Sepsis-Induced Coagulopathy: A Retrospective Analysis of MIMIC-III Database
Sign Up to like & getrecommendations! Published in 2021 at "Frontiers in Medicine"
DOI: 10.3389/fmed.2021.773339
Abstract: Backgrounds: Anticoagulation in sepsis-associated disseminated intravascular coagulation (DIC) remains uncertain. The aim of this study was to investigate whether unfractioned heparin (UFH) could improve clinical outcomes in patients with sepsis-induced coagulopathy (SIC). Methods: Septic patients… read more here.
Keywords: analysis; sepsis; mimic iii; iii database ... See more keywords
Prevalence and Prognostic Impact of Malnutrition in Critical Patients With Acute Myocardial Infarction: Results From Chinese CIN Cohort and American MIMIC-III Database
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DOI: 10.3389/fnut.2022.890199
Abstract: Background Malnutrition is associated with poor prognosis in patients with acute myocardial infarction (AMI). However, the prognostic impact of malnutrition in critical patients with AMI has not been well addressed. Methods We analyzed two critical… read more here.
Keywords: malnutrition; patients ami; mimic iii; cohort ... See more keywords
Strategies of Predictive Schemes and Clinical Diagnosis for Prognosis Using MIMIC-III: A Systematic Review
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DOI: 10.3390/healthcare11050710
Abstract: The prime purpose of the proposed study is to construct a novel predictive scheme for assisting in the prognosis of criticality using the MIMIC-III dataset. With the adoption of various analytics and advanced computing in… read more here.
Keywords: clinical diagnosis; schemes clinical; systematic review; mimic iii ... See more keywords