Churpek MM - Search Results

1

Comparison of variable selection methods for clinical predictive modeling.

Sanchez-Pinto LN, Venable LR, Fahrenbach J, Churpek MM. Sanchez-Pinto LN, et al. Among authors: churpek mm. Int J Med Inform. 2018 Aug;116:10-17. doi: 10.1016/j.ijmedinf.2018.05.006. Epub 2018 May 21. Int J Med Inform. 2018. PMID: 29887230 Free PMC article.

2

Multicenter Comparison of Machine Learning Methods and Conventional Regression for Predicting Clinical Deterioration on the Wards.

Churpek MM, Yuen TC, Winslow C, Meltzer DO, Kattan MW, Edelson DP. Churpek MM, et al. Crit Care Med. 2016 Feb;44(2):368-74. doi: 10.1097/CCM.0000000000001571. Crit Care Med. 2016. PMID: 26771782 Free PMC article.

3

Big Data and Data Science in Critical Care.

Sanchez-Pinto LN, Luo Y, Churpek MM. Sanchez-Pinto LN, et al. Among authors: churpek mm. Chest. 2018 Nov;154(5):1239-1248. doi: 10.1016/j.chest.2018.04.037. Epub 2018 May 9. Chest. 2018. PMID: 29752973 Free PMC article. Review.

4

Predicting Intensive Care Unit Readmission with Machine Learning Using Electronic Health Record Data.

Rojas JC, Carey KA, Edelson DP, Venable LR, Howell MD, Churpek MM. Rojas JC, et al. Among authors: churpek mm. Ann Am Thorac Soc. 2018 Jul;15(7):846-853. doi: 10.1513/AnnalsATS.201710-787OC. Ann Am Thorac Soc. 2018. PMID: 29787309 Free PMC article.

5

Association Between Room Location and Adverse Outcomes in Hospitalized Patients.

Mayampurath A, Ward C, Fahrenbach J, LaFond C, Howell M, Churpek MM. Mayampurath A, et al. Among authors: churpek mm. HERD. 2019 Apr;12(2):21-29. doi: 10.1177/1937586718806702. Epub 2018 Oct 31. HERD. 2019. PMID: 30380918 Free PMC article.

6

Combining patient visual timelines with deep learning to predict mortality.

Mayampurath A, Sanchez-Pinto LN, Carey KA, Venable LR, Churpek M. Mayampurath A, et al. PLoS One. 2019 Jul 31;14(7):e0220640. doi: 10.1371/journal.pone.0220640. eCollection 2019. PLoS One. 2019. PMID: 31365580 Free PMC article.

7

Hospital-Level Variation in Death for Critically Ill Patients with COVID-19.

Churpek MM, Gupta S, Spicer AB, Parker WF, Fahrenbach J, Brenner SK, Leaf DE; STOP-COVID Investigators. Churpek MM, et al. Am J Respir Crit Care Med. 2021 Aug 15;204(403-411):403-11. doi: 10.1164/rccm.202012-4547OC. Am J Respir Crit Care Med. 2021. PMID: 33891529 Free PMC article.

8

Comparison of Machine Learning Methods for Predicting Outcomes After In-Hospital Cardiac Arrest.

Mayampurath A, Hagopian R, Venable L, Carey K, Edelson D, Churpek M; American Heart Association's Get With the Guidelines-Resuscitation Investigators. Mayampurath A, et al. Crit Care Med. 2022 Feb 1;50(2):e162-e172. doi: 10.1097/CCM.0000000000005286. Crit Care Med. 2022. PMID: 34406171 Free PMC article.

9

Development and External Validation of a Machine Learning Model for Prediction of Potential Transfer to the PICU.

Mayampurath A, Sanchez-Pinto LN, Hegermiller E, Erondu A, Carey K, Jani P, Gibbons R, Edelson D, Churpek MM. Mayampurath A, et al. Among authors: churpek mm. Pediatr Crit Care Med. 2022 Jul 1;23(7):514-523. doi: 10.1097/PCC.0000000000002965. Epub 2022 Apr 21. Pediatr Crit Care Med. 2022. PMID: 35446816 Free PMC article.

10

Predicting neurological outcomes after in-hospital cardiac arrests for patients with Coronavirus Disease 2019.

Mayampurath A, Bashiri F, Hagopian R, Venable L, Carey K, Edelson D, Churpek M; American Heart Association's Get With The Guidelines®-Resuscitation Investigators. Mayampurath A, et al. Resuscitation. 2022 Sep;178:55-62. doi: 10.1016/j.resuscitation.2022.07.018. Epub 2022 Jul 19. Resuscitation. 2022. PMID: 35868590 Free PMC article.

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