Clinical implementation of predictive models embedded within electronic health record systems: a systematic review
Predictive analytics using electronic health record (EHR) data have rapidly advanced over
the last decade. While model performance metrics have improved considerably, best …
the last decade. While model performance metrics have improved considerably, best …
Guidelines on the management of acute respiratory distress syndrome
MJD Griffiths, DF McAuley… - BMJ open …, 2019 - bmjopenrespres.bmj.com
The Faculty of Intensive Care Medicine and Intensive Care Society Guideline Development
Group have used GRADE methodology to make the following recommendations for the …
Group have used GRADE methodology to make the following recommendations for the …
[HTML][HTML] Machine learning algorithms for predicting outcomes of traumatic brain injury: A systematic review and meta-analysis
E Courville, SF Kazim, J Vellek… - Surgical neurology …, 2023 - ncbi.nlm.nih.gov
Background: Traumatic brain injury (TBI) is a leading cause of death and disability
worldwide. The use of machine learning (ML) has emerged as a key advancement in TBI …
worldwide. The use of machine learning (ML) has emerged as a key advancement in TBI …
Multicenter comparison of machine learning methods and conventional regression for predicting clinical deterioration on the wards
MM Churpek, TC Yuen, C Winslow… - Critical care …, 2016 - journals.lww.com
Objective: Machine learning methods are flexible prediction algorithms that may be more
accurate than conventional regression. We compared the accuracy of different techniques …
accurate than conventional regression. We compared the accuracy of different techniques …
Patient safety processor
LA Lynn, EN Lynn - US Patent 9,053,222, 2015 - Google Patents
US9053222B2 - Patient safety processor - Google Patents US9053222B2 - Patient safety
processor - Google Patents Patient safety processor Download PDF Info Publication number …
processor - Google Patents Patient safety processor Download PDF Info Publication number …
Mechanical power normalized to predicted body weight as a predictor of mortality in patients with acute respiratory distress syndrome
Purpose Protective mechanical ventilation based on multiple ventilator parameters such as
tidal volume, plateau pressure, and driving pressure has been widely used in acute …
tidal volume, plateau pressure, and driving pressure has been widely used in acute …
[HTML][HTML] Supervised machine learning for the early prediction of acute respiratory distress syndrome (ARDS)
S Le, E Pellegrini, A Green-Saxena, C Summers… - Journal of Critical …, 2020 - Elsevier
Purpose Acute respiratory distress syndrome (ARDS) is a serious respiratory condition with
high mortality and associated morbidity. The objective of this study is to develop and …
high mortality and associated morbidity. The objective of this study is to develop and …
Impact of ventilator adjustment and sedation–analgesia practices on severe asynchrony in patients ventilated in assist-control mode
G Chanques, JP Kress, A Pohlman, S Patel… - Critical care …, 2013 - journals.lww.com
Objectives: Breath-stacking asynchrony during assist-control-mode ventilation may be
associated with increased tidal volume and alveolar pressure that could contribute to …
associated with increased tidal volume and alveolar pressure that could contribute to …
Patient safety processor
LA Lynn, EN Lynn - US Patent 10,366,790, 2019 - Google Patents
A processor-based system for analyzing physiologic data and medical care is provided
wherein the patient data is analyzed to construct images that are representative of a patient's …
wherein the patient data is analyzed to construct images that are representative of a patient's …
Low tidal volume ventilation use in acute respiratory distress syndrome
CH Weiss, DW Baker, S Weiner, M Bechel… - Critical care …, 2016 - journals.lww.com
Objective: Low tidal volume ventilation lowers mortality in the acute respiratory distress
syndrome. Previous studies reported poor low tidal volume ventilation implementation. We …
syndrome. Previous studies reported poor low tidal volume ventilation implementation. We …