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Clinically relevant pretraining is all you need.
Bear Don't Walk Iv OJ, Sun T, Perotte A, Elhadad N. Bear Don't Walk Iv OJ, et al. Among authors: perotte a. J Am Med Inform Assoc. 2021 Aug 13;28(9):1970-1976. doi: 10.1093/jamia/ocab086. J Am Med Inform Assoc. 2021. PMID: 34151966 Free PMC article.
Diagnosis code assignment: models and evaluation metrics.
Perotte A, Pivovarov R, Natarajan K, Weiskopf N, Wood F, Elhadad N. Perotte A, et al. J Am Med Inform Assoc. 2014 Mar-Apr;21(2):231-7. doi: 10.1136/amiajnl-2013-002159. Epub 2013 Dec 2. J Am Med Inform Assoc. 2014. PMID: 24296907 Free PMC article.
Learning probabilistic phenotypes from heterogeneous EHR data.
Pivovarov R, Perotte AJ, Grave E, Angiolillo J, Wiggins CH, Elhadad N. Pivovarov R, et al. J Biomed Inform. 2015 Dec;58:156-165. doi: 10.1016/j.jbi.2015.10.001. Epub 2015 Oct 14. J Biomed Inform. 2015. PMID: 26464024 Free PMC article.
Development and validation of prediction models for mechanical ventilation, renal replacement therapy, and readmission in COVID-19 patients.
Rodriguez VA, Bhave S, Chen R, Pang C, Hripcsak G, Sengupta S, Elhadad N, Green R, Adelman J, Metitiri KS, Elias P, Groves H, Mohan S, Natarajan K, Perotte A. Rodriguez VA, et al. Among authors: perotte a. J Am Med Inform Assoc. 2021 Jul 14;28(7):1480-1488. doi: 10.1093/jamia/ocab029. J Am Med Inform Assoc. 2021. PMID: 33706377 Free PMC article.
47 results