Prediction of Clinical Deterioration in Hospitalized Adult Patients with Hematologic Malignancies Using a Neural Network Model.

PubWeight™: 0.75‹?›

🔗 View Article (PMID 27532679)

Published in PLoS One on August 17, 2016

Authors

Scott B Hu1, Deborah J L Wong2, Aditi Correa3, Ning Li4, Jane C Deng1

Author Affiliations

1: Division of Pulmonary/Critical Care, University of California, Los Angeles, Los Angeles, California, United States of America.
2: Division of Hematology/Oncology, University of California, Los Angeles, Los Angeles, California, United States of America.
3: Downstate College of Medicine, State University of New York, Albany, New York, United States of America.
4: Department of Biomathematics, University of California, Los Angeles, Los Angeles, California, United States of America.

Associated clinical trials:

Use of Remote Monitoring for COVID-19 Patient (RPM) | NCT04425720

Articles cited by this

ROCR: visualizing classifier performance in R. Bioinformatics (2005) 19.60

Validation of a modified Early Warning Score in medical admissions. QJM (2001) 9.53

The ability of the National Early Warning Score (NEWS) to discriminate patients at risk of early cardiac arrest, unanticipated intensive care unit admission, and death. Resuscitation (2013) 4.89

ViEWS--Towards a national early warning score for detecting adult inpatient deterioration. Resuscitation (2010) 4.29

Crying wolf: false alarms in a pediatric intensive care unit. Crit Care Med (1994) 3.22

Defining the incidence of cardiorespiratory instability in patients in step-down units using an electronic integrated monitoring system. Arch Intern Med (2008) 2.73

Poor prognosis for existing monitors in the intensive care unit. Crit Care Med (1997) 2.72

Monitor alarm fatigue: an integrative review. Biomed Instrum Technol (2012) 2.69

Multicentric study of monitoring alarms in the adult intensive care unit (ICU): a descriptive analysis. Intensive Care Med (1999) 2.35

Intensive care unit alarms--how many do we need? Crit Care Med (2010) 2.29

Review and performance evaluation of aggregate weighted 'track and trigger' systems. Resuscitation (2008) 2.16

Validation of the VitalPAC™ Early Warning Score (ViEWS) in acutely ill medical patients attending a resource-poor hospital in sub-Saharan Africa. Resuscitation (2013) 2.01

Cardiorespiratory instability before and after implementing an integrated monitoring system. Crit Care Med (2011) 1.81

Using electronic health record data to develop and validate a prediction model for adverse outcomes in the wards*. Crit Care Med (2014) 1.79

Mathematical modeling of biological systems. Brief Bioinform (2012) 1.51

Inpatient transfers to the intensive care unit: delays are associated with increased mortality and morbidity. J Gen Intern Med (2003) 1.51

Development and validation of a continuous measure of patient condition using the Electronic Medical Record. J Biomed Inform (2013) 1.45

Risk stratification of hospitalized patients on the wards. Chest (2013) 1.32

Adverse outcomes associated with delayed intensive care unit transfers in an integrated healthcare system. J Hosp Med (2011) 1.21

Early prediction of septic shock in hospitalized patients. J Hosp Med (2010) 1.12

Behavioural implications of alarm mistrust as a function of task workload. Ergonomics (2000) 1.09

The impact of the use of the Early Warning Score (EWS) on patient outcomes: a systematic review. Resuscitation (2014) 1.05

Alarm fatigue: a patient safety concern. AACN Adv Crit Care (2013) 1.04

Neural networks in clinical medicine. Med Decis Making (1997) 1.04

Fewer but better auditory alarms will improve patient safety. Qual Saf Health Care (2005) 1.00

Measuring the modified early warning score and the Rothman index: advantages of utilizing the electronic medical record in an early warning system. J Hosp Med (2013) 0.97

Validation of an abbreviated Vitalpac™ Early Warning Score (ViEWS) in 75,419 consecutive admissions to a Canadian regional hospital. Resuscitation (2011) 0.94

Delayed intensive care unit admission is associated with increased mortality in patients with cancer with acute respiratory failure. Leuk Lymphoma (2012) 0.92

Intensive care unit management of patients with newly diagnosed acute myeloid leukemia with no organ failure. Leuk Lymphoma (2012) 0.90

Adverse outcomes associated with delayed intensive care consultation in medical and surgical inpatients. J Crit Care (2012) 0.87

Predicting clinical deterioration in the hospital: the impact of outcome selection. Resuscitation (2012) 0.83

Biologically inspired intelligent decision making: a commentary on the use of artificial neural networks in bioinformatics. Bioengineered (2013) 0.83

Characteristics of patients with cardiorespiratory instability in a step-down unit. Am J Crit Care (2012) 0.79

The role of alarm signal duration as a cue for alarm validity. Appl Ergon (2006) 0.76