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Large language models encode clinical knowledge.

Singhal K, Azizi S, Tu T, Mahdavi SS, Wei J, Chung HW, Scales N, Tanwani A, Cole-Lewis H, Pfohl S, Payne P, Seneviratne M, Gamble P, Kelly C, Babiker A, Schärli N, Chowdhery A, Mansfield P, Demner-Fushman D, Agüera Y Arcas B, Webster D, Corrado GS, Matias Y, Chou K, Gottweis J, Tomasev N, Liu Y, Rajkomar A, Barral J, Semturs C, Karthikesalingam A, Natarajan V. Singhal K, et al. Among authors: seneviratne m. Nature. 2023 Aug;620(7972):172-180. doi: 10.1038/s41586-023-06291-2. Epub 2023 Jul 12. Nature. 2023. PMID: 37438534 Free PMC article.

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Grains of Sand to Clinical Pearls: Realizing the Potential of Wearable Data.

Seneviratne MG, Connolly SB, Martin SS, Parakh K. Seneviratne MG, et al. Am J Med. 2023 Feb;136(2):136-142. doi: 10.1016/j.amjmed.2022.10.006. Epub 2022 Nov 6. Am J Med. 2023. PMID: 36351523 Free article. Review.

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Publisher Correction: Large language models encode clinical knowledge.

Singhal K, Azizi S, Tu T, Mahdavi SS, Wei J, Chung HW, Scales N, Tanwani A, Cole-Lewis H, Pfohl S, Payne P, Seneviratne M, Gamble P, Kelly C, Babiker A, Schärli N, Chowdhery A, Mansfield P, Demner-Fushman D, Agüera Y Arcas B, Webster D, Corrado GS, Matias Y, Chou K, Gottweis J, Tomasev N, Liu Y, Rajkomar A, Barral J, Semturs C, Karthikesalingam A, Natarajan V. Singhal K, et al. Among authors: seneviratne m. Nature. 2023 Aug;620(7973):E19. doi: 10.1038/s41586-023-06455-0. Nature. 2023. PMID: 37500979 Free PMC article. No abstract available.

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Merging heterogeneous clinical data to enable knowledge discovery.

Seneviratne MG, Kahn MG, Hernandez-Boussard T. Seneviratne MG, et al. Pac Symp Biocomput. 2019;24:439-443. Pac Symp Biocomput. 2019. PMID: 30864344 Free PMC article.

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A full-STAC remedy for global digital health transformation: open standards, technologies, architectures and content.

Mehl GL, Seneviratne MG, Berg ML, Bidani S, Distler RL, Gorgens M, Kallander KE, Labrique AB, Landry MS, Leitner C, Lubell-Doughtie PB, Marcelo AB, Matias Y, Nelson J, Nguyen V, Nsengimana JP, Orton M, Otzoy Garcia DR, Oyaole DR, Ratanaprayul N, Roth S, Schaefer MP, Settle D, Tang J, Tien-Wahser B, Wanyee S, Hersch F. Mehl GL, et al. Among authors: seneviratne mg. Oxf Open Digit Health. 2023 Dec 15;1:oqad018. doi: 10.1093/oodh/oqad018. eCollection 2023. Oxf Open Digit Health. 2023. PMID: 40231272 Free PMC article.

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The Association Between Central Line-Associated Bloodstream Infection and Central Line Access.

Ward A, Chemparathy A, Seneviratne M, Gaskari S, Mathew R, Wood M, Donnelly LF, Lee GM, Scheinker D, Shin AY. Ward A, et al. Among authors: seneviratne m. Crit Care Med. 2023 Jun 1;51(6):787-796. doi: 10.1097/CCM.0000000000005838. Epub 2023 Mar 15. Crit Care Med. 2023. PMID: 36920081

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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.

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Infusing behavior science into large language models for activity coaching.

Hegde N, Vardhan M, Nathani D, Rosenzweig E, Speed C, Karthikesalingam A, Seneviratne M. Hegde N, et al. Among authors: seneviratne m. PLOS Digit Health. 2024 Apr 2;3(4):e0000431. doi: 10.1371/journal.pdig.0000431. eCollection 2024 Apr. PLOS Digit Health. 2024. PMID: 38564502 Free PMC article.

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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

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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.

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