Churpek MM - Search Results

1

Development and external validation of deep learning clinical prediction models using variable-length time series data.

Bashiri FS, Carey KA, Martin J, Koyner JL, Edelson DP, Gilbert ER, Mayampurath A, Afshar M, Churpek MM. Bashiri FS, et al. Among authors: churpek mm. J Am Med Inform Assoc. 2024 May 20;31(6):1322-1330. doi: 10.1093/jamia/ocae088. J Am Med Inform Assoc. 2024. PMID: 38679906

2

Identifying infected patients using semi-supervised and transfer learning.

Bashiri FS, Caskey JR, Mayampurath A, Dussault N, Dumanian J, Bhavani SV, Carey KA, Gilbert ER, Winslow CJ, Shah NS, Edelson DP, Afshar M, Churpek MM. Bashiri FS, et al. Among authors: churpek mm. J Am Med Inform Assoc. 2022 Sep 12;29(10):1696-1704. doi: 10.1093/jamia/ocac109. J Am Med Inform Assoc. 2022. PMID: 35869954 Free PMC article.

3

Development of a Multicenter Ward-Based AKI Prediction Model.

Koyner JL, Adhikari R, Edelson DP, Churpek MM. Koyner JL, et al. Among authors: churpek mm. Clin J Am Soc Nephrol. 2016 Nov 7;11(11):1935-1943. doi: 10.2215/CJN.00280116. Epub 2016 Sep 15. Clin J Am Soc Nephrol. 2016. PMID: 27633727 Free PMC article.

4

The Development of a Machine Learning Inpatient Acute Kidney Injury Prediction Model.

Koyner JL, Carey KA, Edelson DP, Churpek MM. Koyner JL, et al. Among authors: churpek mm. Crit Care Med. 2018 Jul;46(7):1070-1077. doi: 10.1097/CCM.0000000000003123. Crit Care Med. 2018. PMID: 29596073

5

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.

6

External Validation of an Acute Respiratory Distress Syndrome Prediction Model Using Radiology Reports.

Mayampurath A, Churpek MM, Su X, Shah S, Munroe E, Patel B, Dligach D, Afshar M. Mayampurath A, et al. Among authors: churpek mm. Crit Care Med. 2020 Sep;48(9):e791-e798. doi: 10.1097/CCM.0000000000004468. Crit Care Med. 2020. PMID: 32590389 Free PMC article.

7

Internal and External Validation of a Machine Learning Risk Score for Acute Kidney Injury.

Churpek MM, Carey KA, Edelson DP, Singh T, Astor BC, Gilbert ER, Winslow C, Shah N, Afshar M, Koyner JL. Churpek MM, et al. JAMA Netw Open. 2020 Aug 3;3(8):e2012892. doi: 10.1001/jamanetworkopen.2020.12892. JAMA Netw Open. 2020. PMID: 32780123 Free PMC article.

8

The Development and Validation of a Machine Learning Model to Predict Bacteremia and Fungemia in Hospitalized Patients Using Electronic Health Record Data.

Bhavani SV, Lonjers Z, Carey KA, Afshar M, Gilbert ER, Shah NS, Huang ES, Churpek MM. Bhavani SV, et al. Among authors: churpek mm. Crit Care Med. 2020 Nov;48(11):e1020-e1028. doi: 10.1097/CCM.0000000000004556. Crit Care Med. 2020. PMID: 32796184 Free PMC article.

9

Scratching the Surface of Clinical Deterioration With Deep Learning.

Churpek MM, Edelson DP. Churpek MM, et al. Crit Care Med. 2021 Aug 1;49(8):1366-1368. doi: 10.1097/CCM.0000000000004982. Crit Care Med. 2021. PMID: 34261930 No abstract available.

10

Bias and fairness assessment of a natural language processing opioid misuse classifier: detection and mitigation of electronic health record data disadvantages across racial subgroups.

Thompson HM, Sharma B, Bhalla S, Boley R, McCluskey C, Dligach D, Churpek MM, Karnik NS, Afshar M. Thompson HM, et al. Among authors: churpek mm. J Am Med Inform Assoc. 2021 Oct 12;28(11):2393-2403. doi: 10.1093/jamia/ocab148. J Am Med Inform Assoc. 2021. PMID: 34383925 Free PMC article.

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