Sontag D - Search Results

1

Guidelines for reinforcement learning in healthcare.

Gottesman O, Johansson F, Komorowski M, Faisal A, Sontag D, Doshi-Velez F, Celi LA. Gottesman O, et al. Among authors: sontag d. Nat Med. 2019 Jan;25(1):16-18. doi: 10.1038/s41591-018-0310-5. Nat Med. 2019. PMID: 30617332 Free article. No abstract available.

2

Predicting Remission Among Patients With Rheumatoid Arthritis Starting Tocilizumab Monotherapy: Model Derivation and Remission Score Development.

Collins JE, Johansson FD, Gale S, Kim S, Shrestha S, Sontag D, Stratton J, Trinh H, Xu C, Losina E, Solomon DH. Collins JE, et al. Among authors: sontag d. ACR Open Rheumatol. 2020 Feb;2(2):65-73. doi: 10.1002/acr2.11101. Epub 2020 Jan 1. ACR Open Rheumatol. 2020. PMID: 32043832 Free PMC article.

3

Predicting Response to Tocilizumab Monotherapy in Rheumatoid Arthritis: A Real-world Data Analysis Using Machine Learning.

Johansson FD, Collins JE, Yau V, Guan H, Kim SC, Losina E, Sontag D, Stratton J, Trinh H, Greenberg J, Solomon DH. Johansson FD, et al. Among authors: sontag d. J Rheumatol. 2021 Sep;48(9):1364-1370. doi: 10.3899/jrheum.201626. Epub 2021 May 1. J Rheumatol. 2021. PMID: 33934070

4

Trajectory Inspection: A Method for Iterative Clinician-Driven Design of Reinforcement Learning Studies.

Ji CX, Oberst M, Kanjilal S, Sontag D. Ji CX, et al. Among authors: sontag d. AMIA Jt Summits Transl Sci Proc. 2021 May 17;2021:305-314. eCollection 2021. AMIA Jt Summits Transl Sci Proc. 2021. PMID: 34457145 Free PMC article.

5

Creating an automated trigger for sepsis clinical decision support at emergency department triage using machine learning.

Horng S, Sontag DA, Halpern Y, Jernite Y, Shapiro NI, Nathanson LA. Horng S, et al. PLoS One. 2017 Apr 6;12(4):e0174708. doi: 10.1371/journal.pone.0174708. eCollection 2017. PLoS One. 2017. PMID: 28384212 Free PMC article.

6

Improving documentation of presenting problems in the emergency department using a domain-specific ontology and machine learning-driven user interfaces.

Greenbaum NR, Jernite Y, Halpern Y, Calder S, Nathanson LA, Sontag DA, Horng S. Greenbaum NR, et al. Int J Med Inform. 2019 Dec;132:103981. doi: 10.1016/j.ijmedinf.2019.103981. Epub 2019 Sep 27. Int J Med Inform. 2019. PMID: 31605881

7

Electronic medical record phenotyping using the anchor and learn framework.

Halpern Y, Horng S, Choi Y, Sontag D. Halpern Y, et al. Among authors: sontag d. J Am Med Inform Assoc. 2016 Jul;23(4):731-40. doi: 10.1093/jamia/ocw011. Epub 2016 Apr 23. J Am Med Inform Assoc. 2016. PMID: 27107443 Free PMC article.

8

Learning a Health Knowledge Graph from Electronic Medical Records.

Rotmensch M, Halpern Y, Tlimat A, Horng S, Sontag D. Rotmensch M, et al. Among authors: sontag d. Sci Rep. 2017 Jul 20;7(1):5994. doi: 10.1038/s41598-017-05778-z. Sci Rep. 2017. PMID: 28729710 Free PMC article.

9

Derivation and validation of a machine learning record linkage algorithm between emergency medical services and the emergency department.

Redfield C, Tlimat A, Halpern Y, Schoenfeld DW, Ullman E, Sontag DA, Nathanson LA, Horng S. Redfield C, et al. J Am Med Inform Assoc. 2020 Jan 1;27(1):147-153. doi: 10.1093/jamia/ocz176. J Am Med Inform Assoc. 2020. PMID: 31605488 Free PMC article.

10

Using Anchors to Estimate Clinical State without Labeled Data.

Halpern Y, Choi Y, Horng S, Sontag D. Halpern Y, et al. Among authors: sontag d. AMIA Annu Symp Proc. 2014 Nov 14;2014:606-15. eCollection 2014. AMIA Annu Symp Proc. 2014. PMID: 25954366 Free PMC article.

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