Personal information

Data Science, Natural Language Processing, Neuroscience, fMRI, cognition, machine learning
United States

Biography

My current role is as a senior data scientist with Booz Allen Hamilton. I support US government agencies (FDA, CDC, DoD, etc) and work with a variety of data types including electronic health records.

I investigated the neural processes underlying pitch, rhythm and tonality, and the role of 1/f (fractal) structure in these processes while I was a postdoctoral fellow in the Otolaryngology Department at Johns Hopkins University School of Medicine. Charles Limb is the PI for the Sound and Music Perception Laboratory. We used fmri and behavioral methods to study normal hearing participants and cochlear implant users.

I received my PhD (2010) in Complex Systems and Brain Sciences from Florida Atlantic University. There, I was the system administrator for Edward Large's Music Dynamics Laboratory where I studied and published on the temporal fractal characteristics (tempo, beat, meter) of music perception and production.

Activities

Employment (2)

Booz Allen Hamilton: Honolulu, HI, US

2017-04 to present | Lead Data Scientist (Strategic Innovation Group)
Employment
Source: Self-asserted source
Summer Rankin

Johns Hopkins Medicine: Baltimore, MD, US

2011-01-29 to 2015-06 | Postdoctoral Research Fellow (Otolaryngology - Head and Neck Surgery)
Employment
Source: Self-asserted source
Summer Rankin

Education and qualifications (1)

Florida Atlantic University: Boca Raton, FL, US

2003-08-01 to 2010-08-10 | PhD (Complex Systems and Brain Sciences)
Education
Source: Self-asserted source
Summer Rankin

Funding (1)

Hearing and Balance

2014-07 to 2015-07 | Grant
National Institutes of Health (MD, MD, US)
GRANT_NUMBER:

5 T32 DC 23-30

Source: Self-asserted source
Summer Rankin

Works (16)

A Machine Learning Model for Predicting Mortality within 90 Days of Dialysis Initiation

Kidney360
2022-09-29 | Journal article
Contributors: Summer Rankin; Lucy Han; Rebecca Scherzer; Susan Tenney; Matthew Keating; Kimberly Genberg; Matthew Rahn; Kenneth Wilkins; Michael Shlipak; Michelle Estrella
Source: check_circle
Crossref

Authors’ Response to Peer Reviews of “Finding Potential Adverse Events in the Unstructured Text of Electronic Health Care Records: Development of the Shakespeare Method”

JMIRx Med
2021-08-11 | Journal article
Contributors: Roselie A Bright; Summer K Rankin; Katherine Dowdy; Sergey V Blok; Susan J Bright; Lee Anne M Palmer
Source: check_circle
Crossref

Finding Potential Adverse Events in the Unstructured Text of Electronic Health Care Records: Development of the Shakespeare Method

JMIRx Med
2021-08-11 | Journal article
Contributors: Roselie A Bright; Summer K Rankin; Katherine Dowdy; Sergey V Blok; Susan J Bright; Lee Anne M Palmer
Source: check_circle
Crossref

Authors’ Response to Peer Reviews of “Finding Potential Adverse Events in the Unstructured Text of Electronic Health Care Records: Development of the Shakespeare Method” (Preprint)

2021-06-25 | Other
Contributors: Roselie A Bright; Summer K Rankin; Katherine Dowdy; Sergey V Blok; Susan J Bright; Lee Anne M Palmer
Source: check_circle
Crossref

MIT-LCP/Shakespeare-Method: Official release 2

Zenodo
2021-04-22 | Research tool
Source: Self-asserted source
Summer Rankin

New and Increasing Rates of Adverse Events Can be Found in Unstructured Text in Electronic Health Records using the Shakespeare Method

2021-01-15 | Other
Contributors: Roselie A. Bright; Katherine Dowdy; Summer K. Rankin; Sergey V. Blok; Lee Anne Palmer; Susan J. Bright-Ponte
Source: check_circle
Crossref

Finding Potential Adverse Events in the Unstructured Text of Electronic Health Care Records: Development of the Shakespeare Method (Preprint)

2021-01-07 | Other
Contributors: Roselie A Bright; Summer K Rankin; Katherine Dowdy; Sergey V Blok; Susan J Bright; Lee Anne M Palmer
Source: check_circle
Crossref

Potential Blood Transfusion Adverse Events Can be Found in Unstructured Text in Electronic Health Records using the “Shakespeare Method”

2021-01-06 | Other
Contributors: Roselie A Bright; Summer K Rankin; Katherine Dowdy; Sergey V Blok; Susan J Bright-Ponte; Lee Anne Palmer
Source: check_circle
Crossref

Use of Diagnosis Codes to Find Blood Transfusion Adverse Events in Electronic Health Records

medRxiv
2021-01-04 | Journal article
Source: Self-asserted source
Summer Rankin

Bloatectomy

Zenodo
2020-06-26 | Research tool
Source: Self-asserted source
Summer Rankin

Classical creativity: A functional magnetic resonance imaging (fMRI) investigation of pianist and improviser Gabriela Montero

NeuroImage
2020-04 | Journal article
Part of ISSN: 1053-8119
Source: Self-asserted source
Summer Rankin

Auditory-motor synchronization with temporally fluctuating sequences is dependent on fractal structure but not musical expertise

2014 | Journal article
DOI:

10.3389/fpsyg.2014.00970

EID:

2-s2.0-84906344489

Contributors: Rankin, S.K.; Limb, C.J.
Source: Self-asserted source
Summer Rankin via Scopus - Elsevier

Neural substrates of interactive musical improvisation: An fMRI study of 'trading fours' in jazz

2014 | Journal article
DOI:

10.1371/journal.pone.0088665

EID:

2-s2.0-84896786329

Contributors: Donnay, G.F.; Rankin, S.K.; Lopez-Gonzalez, M.; Jiradejvong, P.; Limb, C.J.
Source: Self-asserted source
Summer Rankin via Scopus - Elsevier

Fractal structure enables temporal prediction in music

Journal of Acoustical Society of America
2014-09-11 | Journal article
DOI:

10.1121/1.4890198

Source: Self-asserted source
Summer Rankin

The Role of Emotion in Musical Improvisation

PLoS One
2014-08-21 | Journal article
DOI:

10.1371/journal.pone.0105144

Source: Self-asserted source
Summer Rankin

Fractal tempo fluctuation and pulse prediction

2009 | Journal article
DOI:

10.1525/mp.2009.26.5.401

EID:

2-s2.0-66349090881

Contributors: Rankin, S.K.; Large, E.W.
Source: Self-asserted source
Summer Rankin via Scopus - Elsevier