Literature DB >> 29912104

Toward the "Plateau of Productivity": Enhancing the Value of Machine Learning in Critical Care.

Vincent X Liu1.   

Abstract

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Year:  2018        PMID： 29912104      PMCID： PMC6011228          DOI： 10.1097/CCM.0000000000003170

Source DB:  PubMed          Journal:  Crit Care Med        ISSN： 0090-3493            Impact factor:   7.598


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  8 in total

1.  Inclusion of Unstructured Clinical Text Improves Early Prediction of Death or Prolonged ICU Stay.

Authors:  Gary E Weissman; Rebecca A Hubbard; Lyle H Ungar; Michael O Harhay; Casey S Greene; Blanca E Himes; Scott D Halpern
Journal:  Crit Care Med       Date:  2018-07       Impact factor: 7.598

2.  Keeping Score of Severity Scores: Taking the Next Step.

Authors:  Vincent Liu
Journal:  Crit Care Med       Date:  2016-03       Impact factor: 7.598

3.  Unintended Consequences of Machine Learning in Medicine.

Authors:  Federico Cabitza; Raffaele Rasoini; Gian Franco Gensini
Journal:  JAMA       Date:  2017-08-08       Impact factor: 56.272

4.  Machine Learning and Prediction in Medicine - Beyond the Peak of Inflated Expectations.

Authors:  Jonathan H Chen; Steven M Asch
Journal:  N Engl J Med       Date:  2017-06-29       Impact factor: 91.245

Review 5.  Clinical review: scoring systems in the critically ill.

Authors:  Jean-Louis Vincent; Rui Moreno
Journal:  Crit Care       Date:  2010-03-26       Impact factor: 9.097

6.  Acute Physiology and Chronic Health Evaluation (APACHE) IV: hospital mortality assessment for today's critically ill patients.

Authors:  Jack E Zimmerman; Andrew A Kramer; Douglas S McNair; Fern M Malila
Journal:  Crit Care Med       Date:  2006-05       Impact factor: 7.598

Review 7.  Which Models Can I Use to Predict Adult ICU Length of Stay? A Systematic Review.

Authors:  Ilona Willempje Maria Verburg; Alireza Atashi; Saeid Eslami; Rebecca Holman; Ameen Abu-Hanna; Everet de Jonge; Niels Peek; Nicolette Fransisca de Keizer
Journal:  Crit Care Med       Date:  2017-02       Impact factor: 7.598

8.  Why the C-statistic is not informative to evaluate early warning scores and what metrics to use.

Authors:  Santiago Romero-Brufau; Jeanne M Huddleston; Gabriel J Escobar; Mark Liebow
Journal:  Crit Care       Date:  2015-08-13       Impact factor: 9.097
  8 in total
  1 in total

Review 1.  Statistical Modeling and Aggregate-Weighted Scoring Systems in Prediction of Mortality and ICU Transfer: A Systematic Review.

Authors:  Daniel T Linnen; Gabriel J Escobar; Xiao Hu; Elizabeth Scruth; Vincent Liu; Caroline Stephens
Journal:  J Hosp Med       Date:  2019-03       Impact factor: 2.960
  1 in total

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