Steinbach MS - Search Results

1

Evaluating the Impact of Data Representation on EHR-Based Analytic Tasks.

Oh W, Steinbach MS, Castro MR, Peterson KA, Kumar V, Caraballo PJ, Simona GJ. Oh W, et al. Among authors: steinbach ms. Stud Health Technol Inform. 2019 Aug 21;264:288-292. doi: 10.3233/SHTI190229. Stud Health Technol Inform. 2019. PMID: 31437931 Free PMC article.

2

A Computational Method for Learning Disease Trajectories From Partially Observable EHR Data.

Oh W, Steinbach MS, Castro MR, Peterson KA, Kumar V, Caraballo PJ, Simon GJ. Oh W, et al. Among authors: steinbach ms. IEEE J Biomed Health Inform. 2021 Jul;25(7):2476-2486. doi: 10.1109/JBHI.2021.3089441. Epub 2021 Jul 27. IEEE J Biomed Health Inform. 2021. PMID: 34129510 Free PMC article.

3

Association of BMI, comorbidities and all-cause mortality by using a baseline mortality risk model.

Li J, Simon G, Castro MR, Kumar V, Steinbach MS, Caraballo PJ. Li J, et al. Among authors: steinbach ms. PLoS One. 2021 Jul 9;16(7):e0253696. doi: 10.1371/journal.pone.0253696. eCollection 2021. PLoS One. 2021. PMID: 34242241 Free PMC article.

4

Type 2 Diabetes Mellitus Trajectories and Associated Risks.

Oh W, Kim E, Castro MR, Caraballo PJ, Kumar V, Steinbach MS, Simon GJ. Oh W, et al. Among authors: steinbach ms. Big Data. 2016 Mar 1;4(1):25-30. doi: 10.1089/big.2015.0029. Big Data. 2016. PMID: 27158565 Free PMC article.

5

Estimating Disease Onset Time by Modeling Lab Result Trajectories via Bayes Networks.

Oh W, Yadav P, Kumar V, Caraballo PJ, Castro MR, Steinbach MS, Simon GJ. Oh W, et al. Among authors: steinbach ms. Proc (IEEE Int Conf Healthc Inform). 2017 Aug;2017:374-379. doi: 10.1109/ICHI.2017.41. Epub 2017 Sep 14. Proc (IEEE Int Conf Healthc Inform). 2017. PMID: 29862384 Free PMC article.

6

Predicting diabetes clinical outcomes using longitudinal risk factor trajectories.

Simon GJ, Peterson KA, Castro MR, Steinbach MS, Kumar V, Caraballo PJ. Simon GJ, et al. Among authors: steinbach ms. BMC Med Inform Decis Mak. 2020 Jan 8;20(1):6. doi: 10.1186/s12911-019-1009-3. BMC Med Inform Decis Mak. 2020. PMID: 31914992 Free PMC article.

7

Frequent Causal Pattern Mining: A Computationally Efficient Framework For Estimating Bias-Corrected Effects.

Yadav P, Caraballo PJ, Steinbach M, Kumar V, Castro MR, Simon G. Yadav P, et al. Proc IEEE Int Conf Big Data. 2019 Dec;2019:1981-1990. doi: 10.1109/bigdata47090.2019.9005977. Epub 2020 Feb 24. Proc IEEE Int Conf Big Data. 2019. PMID: 33313606 Free PMC article.

8

Development and Validation of a Risk Stratification Model Using Disease Severity Hierarchy for Mortality or Major Cardiovascular Event.

Ngufor C, Caraballo PJ, O'Byrne TJ, Chen D, Shah ND, Pruinelli L, Steinbach M, Simon G. Ngufor C, et al. JAMA Netw Open. 2020 Jul 1;3(7):e208270. doi: 10.1001/jamanetworkopen.2020.8270. JAMA Netw Open. 2020. PMID: 32678448 Free PMC article.

9

Strategies for building robust prediction models using data unavailable at prediction time.

Yang H, Tourani R, Zhu Y, Kumar V, Melton GB, Steinbach M, Simon G. Yang H, et al. J Am Med Inform Assoc. 2021 Dec 28;29(1):72-79. doi: 10.1093/jamia/ocab229. J Am Med Inform Assoc. 2021. PMID: 34963141 Free PMC article.

10

A Framework for Visualizing Data Quality for Predictive Models and Clinical Quality Measures.

Johnson SG, Pruinelli L, Hoff A, Kumar V, Simon GJ, Steinbach M, Westra BL. Johnson SG, et al. AMIA Jt Summits Transl Sci Proc. 2019 May 6;2019:630-638. eCollection 2019. AMIA Jt Summits Transl Sci Proc. 2019. PMID: 31259018 Free PMC article.

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