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"Multiparameter Intelligent Monitoring in Intensive Care"

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https://www.readbyqxmd.com/read/29239945/error-grid-analysis-for-arterial-pressure-method-comparison-studies
#1
Bernd Saugel, Oliver Grothe, Julia Y Nicklas
The measurement of arterial pressure (AP) is a key component of hemodynamic monitoring. A variety of different innovative AP monitoring technologies became recently available. The decision to use these technologies must be based on their measurement performance in validation studies. These studies are AP method comparison studies comparing a new method ("test method") with a reference method. In these studies, different comparative statistical tests are used including correlation analysis, Bland-Altman analysis, and trending analysis...
December 11, 2017: Anesthesia and Analgesia
https://www.readbyqxmd.com/read/29149864/kinetic-estimated-glomerular-filtration-rate-in-critically-ill-patients-beyond-the-acute-kidney-injury-severity-classification-system
#2
Flávio de Oliveira Marques, Saulo Aires Oliveira, Priscila Ferreira de Lima E Souza, Wandervânia Gomes Nojoza, Maiara da Silva Sena, Taynara Muniz Ferreira, Bruno Gabriele Costa, Alexandre Braga Libório
BACKGROUND: Although significant advances have been achieved in acute kidney injury (AKI) research following its classification, potential pitfalls can be identified in clinical practice. The nonsteady-state (kinetic) estimated glomerular filtration rate (KeGFR) could add clinical and prognostic information in critically ill patients beyond the current AKI classification system. METHODS: This was a retrospective analysis using data from the Multiparameter Intelligent Monitoring in Intensive Care II project...
November 18, 2017: Critical Care: the Official Journal of the Critical Care Forum
https://www.readbyqxmd.com/read/29132626/early-hospital-mortality-prediction-of-intensive-care-unit-patients-using-an-ensemble-learning-approach
#3
Aya Awad, Mohamed Bader-El-Den, James McNicholas, Jim Briggs
BACKGROUND: Mortality prediction of hospitalized patients is an important problem. Over the past few decades, several severity scoring systems and machine learning mortality prediction models have been developed for predicting hospital mortality. By contrast, early mortality prediction for intensive care unit patients remains an open challenge. Most research has focused on severity of illness scoring systems or data mining (DM) models designed for risk estimation at least 24 or 48h after ICU admission...
December 2017: International Journal of Medical Informatics
https://www.readbyqxmd.com/read/29060318/a-novel-blood-pressure-estimation-method-combing-pulse-wave-transit-time-model-and-neural-network-model
#4
Jun Xu, Jiehui Jiang, Hucheng Zhou, Zhuangzhi Yan
Blood Pressure (BP) measurement can assist doctors to assess patients' cardiovascular status and diagnose heart diseases. Pulse Wave Transit Time (PWTT) model is one frequently used BP estimation method to monitor BP continuously in clinics. However, individual variations may influence the measurement accuracy of PWTT model. Focusing on above promble, this paper proposes a novel BP estimation method combining a classical PWTT model and a neural network model. The novel method is composed of five steps: signal pre-processing, feature extraction, initial PWTT model selection, model correction by neural network model, and final PWTT model identification...
July 2017: Conference Proceedings: Annual International Conference of the IEEE Engineering in Medicine and Biology Society
https://www.readbyqxmd.com/read/28882170/prognostic-value-of-platelet-to-lymphocyte-ratios-among-critically-ill-patients-with-acute-kidney-injury
#5
Chen-Fei Zheng, Wen-Yue Liu, Fang-Fang Zeng, Ming-Hua Zheng, Hong-Ying Shi, Ying Zhou, Jing-Ye Pan
BACKGROUND: Inflammation plays an important role in the initiation and progression of acute kidney injury (AKI). However, evidence regarding the prognostic effect of the platelet-to-lymphocyte ratio (PLR), a novel systemic inflammation marker, among patients with AKI is scarce. In this study, we investigated the value of the PLR in predicting the outcomes of critically ill patients with AKI. METHODS: Patient data were extracted from the Multiparameter Intelligent Monitoring in Intensive Care Database III version 1...
September 8, 2017: Critical Care: the Official Journal of the Critical Care Forum
https://www.readbyqxmd.com/read/28828713/efficacy-of-standard-dose-unfractionated-heparin-for-venous-thromboembolism-prophylaxis-in-morbidly-obese-and-non-morbidly-obese-critically-ill-patients
#6
Young R Lee, Delilah D Blanco
To determine the efficacy of standard dose unfractionated heparin (UFH) for venous thromboembolism (VTE) prophylaxis in critically ill morbidly obese patients. Retrospective single-center observational cohort study in a single tertiary teaching hospital intensive care units (ICUs) in Multiparameter Intelligent Monitoring in Intensive Care II Clinical Database. Patients 18 years or older, admitted to the ICU, and received either UFH 5000 units subcutaneously twice daily or UFH 5000 units three times daily for VTE prophylaxis between 2001 and 2008 were included...
October 2017: Journal of Thrombosis and Thrombolysis
https://www.readbyqxmd.com/read/28490564/association-between-serum-osmolarity-and-mortality-in-patients-who-are-critically-ill-a-retrospective-cohort-study
#7
Yanfei Shen, Xuping Cheng, Manzhen Ying, Hao-Tang Chang, Weimin Zhang
OBJECTIVES: This research aims to explore the association between serum osmolarity and mortality in patients who are critically ill with specific categories of disease. DESIGN: A retrospective cohort study. SETTING AND PARTICIPANTS: Data were extracted from an online database named 'Multiparameter Intelligent Monitoring in Intensive Care II'. 16 598 patients were included. METHODS: Patients were divided into six disease subgroups based on the diagnosis at admission: cardiac, cerebral, vascular, gastrointestinal, respiratory and non-respiratory...
May 9, 2017: BMJ Open
https://www.readbyqxmd.com/read/28386165/effect-of-antipyretic-therapy-on-mortality-in-critically-ill-patients-with-sepsis-receiving-mechanical-ventilation-treatment
#8
Sheng Ye, Dan Xu, Chenmei Zhang, Mengyao Li, Yanyi Zhang
Purpose. The study aimed to investigate the effectiveness of antipyretic therapy on mortality in critically ill patients with sepsis requiring mechanical ventilation. Methods. In this study, we employed the multiparameter intelligent monitoring in intensive care II (MIMIC-II) database (version 2.6). All patients meeting the criteria for sepsis and also receiving mechanical ventilation treatment were included for analysis, all of whom suffer from fever or hyperthermia. Logistic regression model and R language (R version 3...
2017: Canadian Respiratory Journal: Journal of the Canadian Thoracic Society
https://www.readbyqxmd.com/read/28096065/patient-specific-predictive-modeling-using-random-forests-an-observational-study-for-the-critically-ill
#9
Joon Lee
BACKGROUND: With a large-scale electronic health record repository, it is feasible to build a customized patient outcome prediction model specifically for a given patient. This approach involves identifying past patients who are similar to the present patient and using their data to train a personalized predictive model. Our previous work investigated a cosine-similarity patient similarity metric (PSM) for such patient-specific predictive modeling. OBJECTIVE: The objective of the study is to investigate the random forest (RF) proximity measure as a PSM in the context of personalized mortality prediction for intensive care unit (ICU) patients...
January 17, 2017: JMIR Medical Informatics
https://www.readbyqxmd.com/read/28030513/acute-circulatory-failure-chronic-liver-failure-sequential-organ-failure-assessment-score-a-novel-scoring-model-for-mortality-risk-prediction-in-critically-ill-cirrhotic-patients-with-acute-circulatory-failure
#10
Xiao-Dong Zhou, Qin-Fen Chen, Zheng-Xian Wang, Wen-Yue Liu, Sven Van Poucke, Zhi Mao, Sheng-Jie Wu, Wei-Jian Huang, Ming-Hua Zheng
BACKGROUND AND AIM: Acute circulatory failure (ACF) is associated with high mortality rates in critically ill cirrhotic patients. Only a few accurate scoring models exist specific to critically ill cirrhotic patients with acute circulatory failure (CICCF) for mortality risk assessment. The aim was to develop and evaluate a novel model specific to CICCF. PATIENTS AND METHODS: This study collected and analyzed the data on CICCF from the Multiparameter Intelligent Monitoring in Intensive Care-III database...
April 2017: European Journal of Gastroenterology & Hepatology
https://www.readbyqxmd.com/read/27932670/red-blood-cell-distribution-width-and-neutrophil-to-lymphocyte-ratio-are-associated-with-outcomes-of-adult-subarachnoid-haemorrhage-patients-admitted-to-intensive-care-unit
#11
Yuan-Lan Huang, Zhi-Jun Han, Zhi-De Hu
Background Red blood cell distribution width (RDW) and neutrophil to lymphocyte ratio (NLR) have been reported to be associated with outcomes of acute cerebral infarction. However, their prognostic value in patients with subarachnoid haemorrhage (SAH) remains largely unknown. The aim of this study was to investigate the prognostic value of RDW and NLR in SAH patients. Methods Medical records of adult SAH patients admitted to intensive care unit (ICU) were extracted from Multiparameter Intelligent Monitoring in Intensive Care II (MIMIC II, version 2...
November 2017: Annals of Clinical Biochemistry
https://www.readbyqxmd.com/read/27824941/establishment-and-validation-of-gv-saps-ii-scoring-system-for-non-diabetic-critically-ill-patients
#12
Wen-Yue Liu, Shi-Gang Lin, Gui-Qi Zhu, Sven Van Poucke, Martin Braddock, Zhongheng Zhang, Zhi Mao, Fei-Xia Shen, Ming-Hua Zheng
BACKGROUND AND AIMS: Recently, glucose variability (GV) has been reported as an independent risk factor for mortality in non-diabetic critically ill patients. However, GV is not incorporated in any severity scoring system for critically ill patients currently. The aim of this study was to establish and validate a modified Simplified Acute Physiology Score II scoring system (SAPS II), integrated with GV parameters and named GV-SAPS II, specifically for non-diabetic critically ill patients to predict short-term and long-term mortality...
2016: PloS One
https://www.readbyqxmd.com/read/27738664/assessing-the-comorbidity-gap-between-clinical-studies-and-prevalence-in-elderly-patient-populations
#13
Zhe He, Neil Charness, Jiang Bian, William R Hogan
Well-designed and well-conducted clinical studies represent gold standard approaches for generating medical evidence. However, elderly populations are systematically underrepresented in studies across major chronic medical conditions, which has hampered the generalizability (external validity) of studies to the real-world patient population. It is the norm that intervention studies often require a homogeneous cohort to test their hypotheses; therefore older adults with co-medications and comorbidities are often excluded...
February 2016: IEEE-EMBS International Conference on Biomedical and Health Informatics
https://www.readbyqxmd.com/read/27706278/fluid-choice-matters-in-critically-ill-patients-with-acute-pancreatitis-lactated-ringer-s-vs-isotonic-saline
#14
COMPARATIVE STUDY
Mohammed M Aboelsoud, Osama Siddique, Alexander Morales, Young Seol, Mazen O Al-Qadi
OBJECTIVES: To investigate the effect of different crystal- loid solutions on clinical outcomes in critically-ill patients with acute pancreatitis (AP). METHODS: We conducted a retrospective study of patients with AP admitted to the ICU using the Multiparameter Intelligent Monitoring in Intensive Care III (MIMIC-III) database. We investigated the effect of fluid type; lactated ringer's (LR) vs. isotonic saline (IS) on hospital mortality rates, and ICU length of stay (LOS)...
October 4, 2016: Rhode Island Medical Journal
https://www.readbyqxmd.com/read/27694098/prediction-of-sepsis-in-the-intensive-care-unit-with-minimal-electronic-health-record-data-a-machine-learning-approach
#15
Thomas Desautels, Jacob Calvert, Jana Hoffman, Melissa Jay, Yaniv Kerem, Lisa Shieh, David Shimabukuro, Uli Chettipally, Mitchell D Feldman, Chris Barton, David J Wales, Ritankar Das
BACKGROUND: Sepsis is one of the leading causes of mortality in hospitalized patients. Despite this fact, a reliable means of predicting sepsis onset remains elusive. Early and accurate sepsis onset predictions could allow more aggressive and targeted therapy while maintaining antimicrobial stewardship. Existing detection methods suffer from low performance and often require time-consuming laboratory test results. OBJECTIVE: To study and validate a sepsis prediction method, InSight, for the new Sepsis-3 definitions in retrospective data, make predictions using a minimal set of variables from within the electronic health record data, compare the performance of this approach with existing scoring systems, and investigate the effects of data sparsity on InSight performance...
September 30, 2016: JMIR Medical Informatics
https://www.readbyqxmd.com/read/27509387/errors-omissions-and-outliers-in-hourly-vital-signs-measurements-in-intensive-care
#16
David M Maslove, Joel A Dubin, Arvind Shrivats, Joon Lee
OBJECTIVE: To empirically examine the prevalence of errors, omissions, and outliers in hourly vital signs recorded in the ICU. DESIGN: Retrospective analysis of vital signs measurements from a large-scale clinical data warehouse (Multiparameter Intelligent Monitoring in Intensive Care III). SETTING: Data were collected from the medical, surgical, cardiac, and cardiac surgery ICUs of a tertiary medical center in the United States. PATIENTS: We analyzed data from approximately 48,000 ICU stays including approximately 28 million vital signs measurements...
November 2016: Critical Care Medicine
https://www.readbyqxmd.com/read/27495820/lactated-ringer-is-associated-with-reduced-mortality-and-less-acute-kidney-injury-in-critically-ill-patients-a-retrospective-cohort-analysis
#17
Fernando G Zampieri, Otavio T Ranzani, Luciano Cesar Pontes Azevedo, Izanio D S Martins, John A Kellum, Alexandre B Libório
OBJECTIVES: To assess the impact of the percentage of fluid infused as Lactated Ringer (%LR) during the first 2 days of ICU admission in hospital mortality and occurrence of acute kidney injury. DESIGN: Retrospective cohort. SETTING: Analysis of a large public database (Multiparameter Intelligent Monitoring in Intensive Care-II). PATIENTS: Adult patients with at least 2 days of ICU stay, admission creatinine lower than 5 mg/dL, and that received at least 500 mL of fluid in the first 48 hours...
December 2016: Critical Care Medicine
https://www.readbyqxmd.com/read/27324822/use-of-electronic-health-record-data-to-evaluate-the-impact-of-race-on-30-day-mortality-in-patients-admitted-to-the-intensive-care-unit
#18
Mallika L Mundkur, Fiona M Callaghan, Swapna Abhyankar, Clement J McDonald
INTRODUCTION: The current body of literature examining the impact of race upon outcomes for patients admitted to the intensive care unit (ICU) is limited. The primary objective of our study was to explore this question using a large cohort drawn from an electronic health record (EHR)-based data source. METHODS: We conducted a retrospective cohort study using Multiparameter Intelligent Monitoring in Intensive Care (MIMIC-II), an EHR-derived database encompassing ICU admissions to an academic medical center in Boston, Massachusetts, between 2001 and 2008...
August 2017: Journal of Racial and Ethnic Health Disparities
https://www.readbyqxmd.com/read/27294086/lower-mean-corpuscular-hemoglobin-concentration-is-associated-with-poorer-outcomes-in-intensive-care-unit-admitted-patients-with-acute-myocardial-infarction
#19
Yuan-Lan Huang, Zhi-De Hu
BACKGROUND: Accumulated studies have shown that hematological parameters [e.g., red blood cell distribution width (RDW), hemoglobin, platelet count] and serum potassium level can impact the prognosis of patients with acute myocardial infarction (AMI). However, no previous study has evaluated the prognostic values of these laboratory tests simultaneously. METHODS: This study is based on an intensive care unit (ICU) database named Multiparameter Intelligent Monitoring in Intensive Care II (MIMIC II)...
May 2016: Annals of Translational Medicine
https://www.readbyqxmd.com/read/27274710/retrospective-analysis-of-pulse-oximeter-alarm-settings-in-an-intensive-care-unit-patient-population
#20
Krystal Lansdowne, David G Strauss, Christopher G Scully
BACKGROUND: The cacophony of alerts and alarms in a hospital produced by medical devices results in alarm fatigue. The pulse oximeter is one of the most common sources of alarms. One of the ways to reduce alarm rates is to adjust alarm settings at the bedside. This study is aimed to retrospectively examine individual pulse oximeter alarm settings on alarm rates and inter- and intra- patient variability. METHODS: Nine hundred sixty-two previously collected intensive care unit (ICU) patient records were obtained from the Multiparameter Intelligent Monitoring in Intensive Care II Database (Beth Israel Deaconess Medical Center, Boston, MA)...
2016: BMC Nursing
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