Literature DB >> 34078844

Neural Networks for Mortality Prediction: Ready for Prime Time?

Tellen D Bennett1,2, Seth Russell3, David J Albers1,4.   

Abstract

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Year:  2021        PMID： 34078844      PMCID： PMC8188609          DOI： 10.1097/PCC.0000000000002710

Source DB:  PubMed          Journal:  Pediatr Crit Care Med        ISSN： 1529-7535            Impact factor:   3.971


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  15 in total

1.  Long short-term memory.

Authors:  S Hochreiter; J Schmidhuber
Journal:  Neural Comput       Date:  1997-11-15       Impact factor: 2.026

Review 2.  Deep learning.

Authors:  Yann LeCun; Yoshua Bengio; Geoffrey Hinton
Journal:  Nature       Date:  2015-05-28       Impact factor: 49.962

3.  Randomized Clinical Trials of Artificial Intelligence.

Authors:  Derek C Angus
Journal:  JAMA       Date:  2020-02-17       Impact factor: 56.272

4.  Inadequate oxygen delivery index dose is associated with cardiac arrest risk in neonates following cardiopulmonary bypass surgery.

Authors:  Craig Futterman; Joshua W Salvin; Michael McManus; Adam W Lowry; Dimitar Baronov; Melvin C Almodovar; Jose A Pineda; Vinay M Nadkarni; Peter C Laussen; Avihu Z Gazit
Journal:  Resuscitation       Date:  2019-07-17       Impact factor: 5.262

5.  Leveraging Clinical Expertise as a Feature - not an Outcome - of Predictive Models: Evaluation of an Early Warning System Use Case.

Authors:  Sarah Collins Rossetti; Chris Knaplund; Dave Albers; Abdul Tariq; Kui Tang; David Vawdrey; Natalie H Yip; Patricia C Dykes; Jeffrey G Klann; Min Jeoung Kang; Jose Garcia; Li-Heng Fu; Kumiko Schnock; Kenrick Cato
Journal:  AMIA Annu Symp Proc       Date:  2020-03-04

6.  Validation of the paediatric logistic organ dysfunction (PELOD) score: prospective, observational, multicentre study.

Authors:  Stéphane Leteurtre; Alain Martinot; Alain Duhamel; François Proulx; Bruno Grandbastien; Jacques Cotting; Ronald Gottesman; Ari Joffe; Jurg Pfenninger; Philippe Hubert; Jacques Lacroix; Francis Leclerc
Journal:  Lancet       Date:  2003-07-19       Impact factor: 79.321

7.  Simultaneous Prediction of New Morbidity, Mortality, and Survival Without New Morbidity From Pediatric Intensive Care: A New Paradigm for Outcomes Assessment.

Authors:  Murray M Pollack; Richard Holubkov; Tomohiko Funai; John T Berger; Amy E Clark; Kathleen Meert; Robert A Berg; Joseph Carcillo; David L Wessel; Frank Moler; Heidi Dalton; Christopher J L Newth; Thomas Shanley; Rick E Harrison; Allan Doctor; Tammara L Jenkins; Robert Tamburro; J Michael Dean
Journal:  Crit Care Med       Date:  2015-08       Impact factor: 7.598

8.  Real-time electronic health record mortality prediction during the COVID-19 pandemic: a prospective cohort study.

Authors:  Peter D Sottile; David Albers; Peter E DeWitt; Seth Russell; J N Stroh; David P Kao; Bonnie Adrian; Matthew E Levine; Ryan Mooney; Lenny Larchick; Jean S Kutner; Matthew K Wynia; Jeffrey J Glasheen; Tellen D Bennett
Journal:  J Am Med Inform Assoc       Date:  2021-10-12       Impact factor: 4.497

9.  Continuous Prediction of Mortality in the PICU: A Recurrent Neural Network Model in a Single-Center Dataset.

Authors:  Melissa D Aczon; David R Ledbetter; Eugene Laksana; Long V Ho; Randall C Wetzel
Journal:  Pediatr Crit Care Med       Date:  2021-06-01       Impact factor: 3.971

10.  Machine Learning in Health Care: A Critical Appraisal of Challenges and Opportunities.

Authors:  Mark Sendak; Michael Gao; Marshall Nichols; Anthony Lin; Suresh Balu
Journal:  EGEMS (Wash DC)       Date:  2019-01-24
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