Steinberg E - Search Results

1

Language models are an effective representation learning technique for electronic health record data.

Steinberg E, Jung K, Fries JA, Corbin CK, Pfohl SR, Shah NH. Steinberg E, et al. J Biomed Inform. 2021 Jan;113:103637. doi: 10.1016/j.jbi.2020.103637. Epub 2020 Dec 5. J Biomed Inform. 2021. PMID: 33290879 Free PMC article.

2

Estimating the efficacy of symptom-based screening for COVID-19.

Callahan A, Steinberg E, Fries JA, Gombar S, Patel B, Corbin CK, Shah NH. Callahan A, et al. Among authors: steinberg e. NPJ Digit Med. 2020 Jul 13;3:95. doi: 10.1038/s41746-020-0300-0. eCollection 2020. NPJ Digit Med. 2020. PMID: 32695885 Free PMC article.

3

Ontology-driven weak supervision for clinical entity classification in electronic health records.

Fries JA, Steinberg E, Khattar S, Fleming SL, Posada J, Callahan A, Shah NH. Fries JA, et al. Among authors: steinberg e. ArXiv [Preprint]. 2020 Aug 5:arXiv:2008.01972v2. ArXiv. 2020. Update in: Nat Commun. 2021 Apr 1;12(1):2017. doi: 10.1038/s41467-021-22328-4. PMID: 32793768 Free PMC article. Updated. Preprint.

4

Development and utility assessment of a machine learning bloodstream infection classifier in pediatric patients receiving cancer treatments.

Sung L, Corbin C, Steinberg E, Vettese E, Campigotto A, Lecce L, Tomlinson GA, Shah N. Sung L, et al. Among authors: steinberg e. BMC Cancer. 2020 Nov 13;20(1):1103. doi: 10.1186/s12885-020-07618-2. BMC Cancer. 2020. PMID: 33187484 Free PMC article.

5

Ontology-driven weak supervision for clinical entity classification in electronic health records.

Fries JA, Steinberg E, Khattar S, Fleming SL, Posada J, Callahan A, Shah NH. Fries JA, et al. Among authors: steinberg e. Nat Commun. 2021 Apr 1;12(1):2017. doi: 10.1038/s41467-021-22328-4. Nat Commun. 2021. PMID: 33795682 Free PMC article.

6

Learning decision thresholds for risk stratification models from aggregate clinician behavior.

Patel BS, Steinberg E, Pfohl SR, Shah NH. Patel BS, et al. Among authors: steinberg e. J Am Med Inform Assoc. 2021 Sep 18;28(10):2258-2264. doi: 10.1093/jamia/ocab159. J Am Med Inform Assoc. 2021. PMID: 34350942 Free PMC article.

7

Computational drug repositioning of atorvastatin for ulcerative colitis.

Bai L, Scott MKD, Steinberg E, Kalesinskas L, Habtezion A, Shah NH, Khatri P. Bai L, et al. Among authors: steinberg e. J Am Med Inform Assoc. 2021 Oct 12;28(11):2325-2335. doi: 10.1093/jamia/ocab165. J Am Med Inform Assoc. 2021. PMID: 34529084 Free PMC article.

8

A network paradigm predicts drug synergistic effects using downstream protein-protein interactions.

Wilson JL, Steinberg E, Racz R, Altman RB, Shah N, Grimes K. Wilson JL, et al. Among authors: steinberg e. CPT Pharmacometrics Syst Pharmacol. 2022 Nov;11(11):1527-1538. doi: 10.1002/psp4.12861. Epub 2022 Oct 6. CPT Pharmacometrics Syst Pharmacol. 2022. PMID: 36204824 Free PMC article.

9

Clinical utility gains from incorporating comorbidity and geographic location information into risk estimation equations for atherosclerotic cardiovascular disease.

Xu Y, Foryciarz A, Steinberg E, Shah NH. Xu Y, et al. Among authors: steinberg e. J Am Med Inform Assoc. 2023 Apr 19;30(5):878-887. doi: 10.1093/jamia/ocad017. J Am Med Inform Assoc. 2023. PMID: 36795076 Free PMC article.

10

EHR foundation models improve robustness in the presence of temporal distribution shift.

Guo LL, Steinberg E, Fleming SL, Posada J, Lemmon J, Pfohl SR, Shah N, Fries J, Sung L. Guo LL, et al. Among authors: steinberg e. Sci Rep. 2023 Mar 7;13(1):3767. doi: 10.1038/s41598-023-30820-8. Sci Rep. 2023. PMID: 36882576 Free PMC article.

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