Davis SE - Search Results

1

Detection of calibration drift in clinical prediction models to inform model updating.

Davis SE, Greevy RA Jr, Lasko TA, Walsh CG, Matheny ME. Davis SE, et al. J Biomed Inform. 2020 Dec;112:103611. doi: 10.1016/j.jbi.2020.103611. Epub 2020 Nov 4. J Biomed Inform. 2020. PMID: 33157313 Free PMC article.

2

Calibration drift in regression and machine learning models for acute kidney injury.

Davis SE, Lasko TA, Chen G, Siew ED, Matheny ME. Davis SE, et al. J Am Med Inform Assoc. 2017 Nov 1;24(6):1052-1061. doi: 10.1093/jamia/ocx030. J Am Med Inform Assoc. 2017. PMID: 28379439 Free PMC article.

3

Development of an automated phenotyping algorithm for hepatorenal syndrome.

Koola JD, Davis SE, Al-Nimri O, Parr SK, Fabbri D, Malin BA, Ho SB, Matheny ME. Koola JD, et al. Among authors: davis se. J Biomed Inform. 2018 Apr;80:87-95. doi: 10.1016/j.jbi.2018.03.001. Epub 2018 Mar 9. J Biomed Inform. 2018. PMID: 29530803 Free PMC article.

4

Calibration Drift Among Regression and Machine Learning Models for Hospital Mortality.

Davis SE, Lasko TA, Chen G, Matheny ME. Davis SE, et al. AMIA Annu Symp Proc. 2018 Apr 16;2017:625-634. eCollection 2017. AMIA Annu Symp Proc. 2018. PMID: 29854127 Free PMC article.

5

A nonparametric updating method to correct clinical prediction model drift.

Davis SE, Greevy RA, Fonnesbeck C, Lasko TA, Walsh CG, Matheny ME. Davis SE, et al. J Am Med Inform Assoc. 2019 Dec 1;26(12):1448-1457. doi: 10.1093/jamia/ocz127. J Am Med Inform Assoc. 2019. PMID: 31397478 Free PMC article.

6

Predicting 30-Day Hospital Readmission Risk in a National Cohort of Patients with Cirrhosis.

Koola JD, Ho SB, Cao A, Chen G, Perkins AM, Davis SE, Matheny ME. Koola JD, et al. Among authors: davis se. Dig Dis Sci. 2020 Apr;65(4):1003-1031. doi: 10.1007/s10620-019-05826-w. Epub 2019 Sep 17. Dig Dis Sci. 2020. PMID: 31531817 Free PMC article.

7

Development of a national Department of Veterans Affairs mortality risk prediction model among patients with cirrhosis.

Koola JD, Ho S, Chen G, Perkins AM, Cao A, Davis SE, Matheny ME. Koola JD, et al. Among authors: davis se. BMJ Open Gastroenterol. 2019 Nov 26;6(1):e000342. doi: 10.1136/bmjgast-2019-000342. eCollection 2019. BMJ Open Gastroenterol. 2019. PMID: 31875140 Free PMC article.

8

Comparison of Prediction Model Performance Updating Protocols: Using a Data-Driven Testing Procedure to Guide Updating.

Davis SE, Greevy RA, Lasko TA, Walsh CG, Matheny ME. Davis SE, et al. AMIA Annu Symp Proc. 2020 Mar 4;2019:1002-1010. eCollection 2019. AMIA Annu Symp Proc. 2020. PMID: 32308897 Free PMC article.

9

Maintaining a National Acute Kidney Injury Risk Prediction Model to Support Local Quality Benchmarking.

Davis SE, Brown JR, Dorn C, Westerman D, Solomon RJ, Matheny ME. Davis SE, et al. Circ Cardiovasc Qual Outcomes. 2022 Aug;15(8):e008635. doi: 10.1161/CIRCOUTCOMES.121.008635. Epub 2022 Aug 12. Circ Cardiovasc Qual Outcomes. 2022. PMID: 35959674 Free PMC article.

10

Open questions and research gaps for monitoring and updating AI-enabled tools in clinical settings.

Davis SE, Walsh CG, Matheny ME. Davis SE, et al. Front Digit Health. 2022 Sep 2;4:958284. doi: 10.3389/fdgth.2022.958284. eCollection 2022. Front Digit Health. 2022. PMID: 36120717 Free PMC article.

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