Seneviratne MG - Search Results

1

Use of deep learning to develop continuous-risk models for adverse event prediction from electronic health records.

Tomašev N, Harris N, Baur S, Mottram A, Glorot X, Rae JW, Zielinski M, Askham H, Saraiva A, Magliulo V, Meyer C, Ravuri S, Protsyuk I, Connell A, Hughes CO, Karthikesalingam A, Cornebise J, Montgomery H, Rees G, Laing C, Baker CR, Osborne TF, Reeves R, Hassabis D, King D, Suleyman M, Back T, Nielson C, Seneviratne MG, Ledsam JR, Mohamed S. Tomašev N, et al. Among authors: seneviratne mg. Nat Protoc. 2021 Jun;16(6):2765-2787. doi: 10.1038/s41596-021-00513-5. Epub 2021 May 5. Nat Protoc. 2021. PMID: 33953393

2

Multitask prediction of organ dysfunction in the intensive care unit using sequential subnetwork routing.

Roy S, Mincu D, Loreaux E, Mottram A, Protsyuk I, Harris N, Xue Y, Schrouff J, Montgomery H, Connell A, Tomasev N, Karthikesalingam A, Seneviratne M. Roy S, et al. J Am Med Inform Assoc. 2021 Aug 13;28(9):1936-1946. doi: 10.1093/jamia/ocab101. J Am Med Inform Assoc. 2021. PMID: 34151965 Free PMC article.

3

User-centred design for machine learning in health care: a case study from care management.

Seneviratne MG, Li RC, Schreier M, Lopez-Martinez D, Patel BS, Yakubovich A, Kemp JB, Loreaux E, Gamble P, El-Khoury K, Vardoulakis L, Wong D, Desai J, Chen JH, Morse KE, Downing NL, Finger LT, Chen MJ, Shah N. Seneviratne MG, et al. BMJ Health Care Inform. 2022 Oct;29(1):e100656. doi: 10.1136/bmjhci-2022-100656. BMJ Health Care Inform. 2022. PMID: 36220304 Free PMC article.

4

Reporting of demographic data and representativeness in machine learning models using electronic health records.

Bozkurt S, Cahan EM, Seneviratne MG, Sun R, Lossio-Ventura JA, Ioannidis JPA, Hernandez-Boussard T. Bozkurt S, et al. Among authors: seneviratne mg. J Am Med Inform Assoc. 2020 Dec 9;27(12):1878-1884. doi: 10.1093/jamia/ocaa164. J Am Med Inform Assoc. 2020. PMID: 32935131 Free PMC article.

5

Identifying Cases of Metastatic Prostate Cancer Using Machine Learning on Electronic Health Records.

Seneviratne MG, Banda JM, Brooks JD, Shah NH, Hernandez-Boussard TM. Seneviratne MG, et al. AMIA Annu Symp Proc. 2018 Dec 5;2018:1498-1504. eCollection 2018. AMIA Annu Symp Proc. 2018. PMID: 30815195 Free PMC article.

6

Machine Learning Approaches for Extracting Stage from Pathology Reports in Prostate Cancer.

Lenain R, Seneviratne MG, Bozkurt S, Blayney DW, Brooks JD, Hernandez-Boussard T. Lenain R, et al. Among authors: seneviratne mg. Stud Health Technol Inform. 2019 Aug 21;264:1522-1523. doi: 10.3233/SHTI190515. Stud Health Technol Inform. 2019. PMID: 31438212 Free PMC article.

7

Assessment of a Clinical Trial-Derived Survival Model in Patients With Metastatic Castration-Resistant Prostate Cancer.

Coquet J, Bievre N, Billaut V, Seneviratne M, Magnani CJ, Bozkurt S, Brooks JD, Hernandez-Boussard T. Coquet J, et al. JAMA Netw Open. 2021 Jan 4;4(1):e2031730. doi: 10.1001/jamanetworkopen.2020.31730. JAMA Netw Open. 2021. PMID: 33481032 Free PMC article.

8

Advances in Electronic Phenotyping: From Rule-Based Definitions to Machine Learning Models.

Banda JM, Seneviratne M, Hernandez-Boussard T, Shah NH. Banda JM, et al. Annu Rev Biomed Data Sci. 2018 Jul;1:53-68. doi: 10.1146/annurev-biodatasci-080917-013315. Epub 2018 May 23. Annu Rev Biomed Data Sci. 2018. PMID: 31218278 Free PMC article.

9

Predicting the Incidence of Pressure Ulcers in the Intensive Care Unit Using Machine Learning.

Cramer EM, Seneviratne MG, Sharifi H, Ozturk A, Hernandez-Boussard T. Cramer EM, et al. Among authors: seneviratne mg. EGEMS (Wash DC). 2019 Sep 5;7(1):49. doi: 10.5334/egems.307. EGEMS (Wash DC). 2019. PMID: 31534981 Free PMC article.

10

Development and validation of phenotype classifiers across multiple sites in the observational health data sciences and informatics network.

Kashyap M, Seneviratne M, Banda JM, Falconer T, Ryu B, Yoo S, Hripcsak G, Shah NH. Kashyap M, et al. J Am Med Inform Assoc. 2020 Jun 1;27(6):877-883. doi: 10.1093/jamia/ocaa032. J Am Med Inform Assoc. 2020. PMID: 32374408 Free PMC article.

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