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Items: 7


Integration of machine learning and mechanistic models accurately predicts variation in cell density of glioblastoma using multiparametric MRI.

Gaw N, Hawkins-Daarud A, Hu LS, Yoon H, Wang L, Xu Y, Jackson PR, Singleton KW, Baxter LC, Eschbacher J, Gonzales A, Nespodzany A, Smith K, Nakaji P, Mitchell JR, Wu T, Swanson KR, Li J.

Sci Rep. 2019 Jul 11;9(1):10063. doi: 10.1038/s41598-019-46296-4.


Accurate Patient-Specific Machine Learning Models of Glioblastoma Invasion Using Transfer Learning.

Hu LS, Yoon H, Eschbacher JM, Baxter LC, Dueck AC, Nespodzany A, Smith KA, Nakaji P, Xu Y, Wang L, Karis JP, Hawkins-Daarud AJ, Singleton KW, Jackson PR, Anderies BJ, Bendok BR, Zimmerman RS, Quarles C, Porter-Umphrey AB, Mrugala MM, Sharma A, Hoxworth JM, Sattur MG, Sanai N, Koulemberis PE, Krishna C, Mitchell JR, Wu T, Tran NL, Swanson KR, Li J.

AJNR Am J Neuroradiol. 2019 Mar;40(3):418-425. doi: 10.3174/ajnr.A5981. Epub 2019 Feb 28.


Sex differences in GBM revealed by analysis of patient imaging, transcriptome, and survival data.

Yang W, Warrington NM, Taylor SJ, Whitmire P, Carrasco E, Singleton KW, Wu N, Lathia JD, Berens ME, Kim AH, Barnholtz-Sloan JS, Swanson KR, Luo J, Rubin JB.

Sci Transl Med. 2019 Jan 2;11(473). pii: eaao5253. doi: 10.1126/scitranslmed.aao5253.


Transfer and transport: incorporating causal methods for improving predictive models.

Singleton KW, Bui AA, Hsu W.

J Am Med Inform Assoc. 2014 Oct;21(e2):e374-5. doi: 10.1136/amiajnl-2014-002968. Epub 2014 Jul 9. No abstract available.


Motivating the additional use of external validity: examining transportability in a model of glioblastoma multiforme.

Singleton KW, Speier W, Bui AA, Hsu W.

AMIA Annu Symp Proc. 2014 Nov 14;2014:1930-9. eCollection 2014.


Comparing predictive models of glioblastoma multiforme built using multi-institutional and local data sources.

Singleton KW, Hsu W, Bui AA.

AMIA Annu Symp Proc. 2012;2012:1385-92. Epub 2012 Nov 3.


Wireless data collection of self-administered surveys using tablet computers.

Singleton KW, Lan M, Arnold C, Vahidi M, Arangua L, Gelberg L, Bui AA.

AMIA Annu Symp Proc. 2011;2011:1261-9. Epub 2011 Oct 22.

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