Lyle Ungar

Lyle Ungar

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Lyle Ungar

Publications by authors named "Lyle Ungar"

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Language of ADHD in Adults on Social Media.

J Atten Disord 2019 Oct 8;23(12):1475-1485. Epub 2017 Nov 8.

1 University of Pennsylvania, Philadelphia, USA.

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http://dx.doi.org/10.1177/1087054717738083DOI Listing
October 2019

Building more accurate decision trees with the additive tree.

Proc Natl Acad Sci U S A 2019 Oct 16;116(40):19887-19893. Epub 2019 Sep 16.

Department of Radiation Oncology, University of California, San Francisco, CA 94115;

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http://dx.doi.org/10.1073/pnas.1816748116DOI Listing
October 2019

Online Ratings of the Patient Experience: Emergency Departments Versus Urgent Care Centers.

Ann Emerg Med 2019 Jun 2;73(6):631-638. Epub 2018 Nov 2.

Penn Medicine Department of Emergency Medicine, Philadelphia, PA; Penn Medicine Center for Digital Health, University of Pennsylvania, Philadelphia, PA.

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https://linkinghub.elsevier.com/retrieve/pii/S01960644183132
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http://dx.doi.org/10.1016/j.annemergmed.2018.09.029DOI Listing
June 2019

Evaluating the predictability of medical conditions from social media posts.

PLoS One 2019 17;14(6):e0215476. Epub 2019 Jun 17.

Penn Medicine Center for Digital Health, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America.

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http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0215476PLOS
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6576767PMC
June 2019

The language of character strengths: Predicting morally valued traits on social media.

J Pers 2019 May 20. Epub 2019 May 20.

Positive Psychology Center, University of Pennsylvania, Philadelphia, Pennsylvania.

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https://onlinelibrary.wiley.com/doi/abs/10.1111/jopy.12491
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http://dx.doi.org/10.1111/jopy.12491DOI Listing
May 2019

Latent human traits in the language of social media: An open-vocabulary approach.

PLoS One 2018 28;13(11):e0201703. Epub 2018 Nov 28.

Department of Computer Science, Stony Brook University, Stony Brook, New York, United States of America.

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http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0201703PLOS
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6261386PMC
April 2019

Construct validity of six sentiment analysis methods in the text of encounter notes of patients with critical illness.

J Biomed Inform 2019 Jan 14;89:114-121. Epub 2018 Dec 14.

Pulmonary, Allergy, and Critical Care Division, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Palliative and Advanced Illness Research (PAIR) Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Leonard Davis Institute of Health Economics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.

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http://dx.doi.org/10.1016/j.jbi.2018.12.001DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6342660PMC
January 2019

Content Analysis of Metaphors About Hypertension and Diabetes on Twitter: Exploratory Mixed-Methods Study.

JMIR Diabetes 2018 Dec 21;3(4):e11177. Epub 2018 Dec 21.

Penn Medicine Center for Digital Health, University of Pennsylvania, Philadelphia, PA, United States.

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http://dx.doi.org/10.2196/11177DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6307693PMC
December 2018

In Reply to Gensheimer and Trister.

Int J Radiat Oncol Biol Phys 2018 12;102(5):1594-1596

Department of Computer and Information Science, University of Pennsylvania, Philadelphia, Pennsylvania.

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http://dx.doi.org/10.1016/j.ijrobp.2018.08.009DOI Listing
December 2018

Opioid Discussion in the Twittersphere.

Subst Use Misuse 2018 11 16;53(13):2132-2139. Epub 2018 Apr 16.

a Penn Medicine Center for Digital Health , University of Pennsylvania , Philadelphia , Pennsylvania , USA.

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https://www.tandfonline.com/doi/full/10.1080/10826084.2018.1
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http://dx.doi.org/10.1080/10826084.2018.1458319DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6314840PMC
November 2018

To Retweet or Not to Retweet: Understanding What Features of Cardiovascular Tweets Influence Their Retransmission.

J Health Commun 2018 7;23(12):1026-1035. Epub 2018 Nov 7.

b Perelman School of Medicine , University of Pennsylvania , Philadelphia , PA , USA.

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http://dx.doi.org/10.1080/10810730.2018.1540671DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6463511PMC
November 2018

Facebook language predicts depression in medical records.

Proc Natl Acad Sci U S A 2018 10 15;115(44):11203-11208. Epub 2018 Oct 15.

Computer Science Department, Stony Brook University, Stony Brook, NY 11794.

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http://dx.doi.org/10.1073/pnas.1802331115DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6217418PMC
October 2018

An Online Risk Index for the Cross-Sectional Prediction of New HIV Chlamydia, and Gonorrhea Diagnoses Across U.S. Counties and Across Years.

AIDS Behav 2018 Jul;22(7):2322-2333

Department of Psychology, University of Illinois at Urbana-Champaign, Champaign, IL, 61820, USA.

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http://dx.doi.org/10.1007/s10461-018-2046-0DOI Listing
July 2018

Inclusion of Unstructured Clinical Text Improves Early Prediction of Death or Prolonged ICU Stay.

Crit Care Med 2018 07;46(7):1125-1132

Division of Pulmonary, Allergy, and Critical Care, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA.

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http://dx.doi.org/10.1097/CCM.0000000000003148DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6005735PMC
July 2018

Salvage HDR Brachytherapy: Multiple Hypothesis Testing Versus Machine Learning Analysis.

Int J Radiat Oncol Biol Phys 2018 07 13;101(3):694-703. Epub 2018 Mar 13.

Radiation Oncology Department, University of California San Francisco, San Francisco, California.

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http://dx.doi.org/10.1016/j.ijrobp.2018.03.001DOI Listing
July 2018

Patient narratives in Yelp reviews offer insight into opioid experiences and the challenges of pain management.

Pain Manag 2018 Mar 16;8(2):95-104. Epub 2018 Feb 16.

Penn Medicine Center for Digital Health, University of Pennsylvania, 3400 Civic Center Blvd, Philadelphia, PA 19104, USA.

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http://dx.doi.org/10.2217/pmt-2017-0050DOI Listing
March 2018

Enhanced estimations of post-stroke aphasia severity using stacked multimodal predictions.

Hum Brain Mapp 2017 11 7;38(11):5603-5615. Epub 2017 Aug 7.

Moss Rehabilitation Research Institute, Elkins Park, Pennsylvania.

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http://dx.doi.org/10.1002/hbm.23752DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5765865PMC
November 2017

Twitter as a Tool for Health Research: A Systematic Review.

Am J Public Health 2017 01 17;107(1):e1-e8. Epub 2016 Nov 17.

Lauren Sinnenberg, Kevin Padrez, Christina Mancheno, and Raina M. Merchant are with Penn Medicine Social Media and Health Innovation Lab, University of Pennsylvania, Philadelphia. Lyle Ungar is with the Department of Computer and Information Science, University of Pennsylvania. Alison M. Buttenheim is with Department of Family and Community Health, School of Nursing, University of Pennsylvania, and Center for Health Incentives and Behavioral Economics, University of Pennsylvania.

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http://dx.doi.org/10.2105/AJPH.2016.303512DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5308155PMC
January 2017

Variations in Facebook Posting Patterns Across Validated Patient Health Conditions: A Prospective Cohort Study.

J Med Internet Res 2017 01 6;19(1):e7. Epub 2017 Jan 6.

Penn Medicine Social Media and Health Innovation Lab, Penn Medicine Center for Health Care Innovation, University of Pennsylvania, Philadelphia, PA, United States.

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http://dx.doi.org/10.2196/jmir.6486DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5251170PMC
January 2017

Gaining insights from social media language: Methodologies and challenges.

Psychol Methods 2016 12 8;21(4):507-525. Epub 2016 Aug 8.

Department of Computer & Information Science, University of Pennsylvania.

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http://dx.doi.org/10.1037/met0000091DOI Listing
December 2016

Twitter as a Potential Data Source for Cardiovascular Disease Research.

JAMA Cardiol 2016 Dec;1(9):1032-1036

Penn Medicine Social Media and Health Innovation Lab, University of Pennsylvania, Philadelphia2Department of Emergency Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia.

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http://dx.doi.org/10.1001/jamacardio.2016.3029DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5177459PMC
December 2016

MediBoost: a Patient Stratification Tool for Interpretable Decision Making in the Era of Precision Medicine.

Sci Rep 2016 11 30;6:37854. Epub 2016 Nov 30.

Radiation Oncology Department, University of California, San Francisco, CA, 94115, USA.

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http://www.nature.com/articles/srep37854
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http://dx.doi.org/10.1038/srep37854DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5129017PMC
November 2016

Using machine learning to predict radiation pneumonitis in patients with stage I non-small cell lung cancer treated with stereotactic body radiation therapy.

Phys Med Biol 2016 08 27;61(16):6105-20. Epub 2016 Jul 27.

Department of Radiation Oncology, Perelman Center for Advance Medicine, University of Pennsylvania, Philadelphia, PA, USA.

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http://dx.doi.org/10.1088/0031-9155/61/16/6105DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5491385PMC
August 2016

Linking social media and medical record data: a study of adults presenting to an academic, urban emergency department.

BMJ Qual Saf 2016 06 13;25(6):414-23. Epub 2015 Oct 13.

Penn Medicine Social Media and Health Innovation Lab, University of Pennsylvania, Philadelphia, Pennsylvania, USA Department of Emergency Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.

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http://dx.doi.org/10.1136/bmjqs-2015-004489DOI Listing
June 2016

Context Sensitive Modeling of Cancer Drug Sensitivity.

PLoS One 2015 14;10(8):e0133850. Epub 2015 Aug 14.

Department of Biological Sciences, Department of Systems Biology, Columbia University, New York, New York, 10027, United States of America.

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http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0133850PLOS
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4537214PMC
May 2016

Yelp Reviews Of Hospital Care Can Supplement And Inform Traditional Surveys Of The Patient Experience Of Care.

Health Aff (Millwood) 2016 Apr;35(4):697-705

Raina M. Merchant is director of the Penn Social Media and Health Innovation Lab and an assistant professor in emergency medicine at the University of Pennsylvania.

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http://dx.doi.org/10.1377/hlthaff.2015.1030DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4845957PMC
April 2016

DASHR: database of small human noncoding RNAs.

Nucleic Acids Res 2016 Jan 8;44(D1):D216-22. Epub 2015 Nov 8.

Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA Penn Institute for Biomedical Informatics, University of Pennsylvania, Philadelphia, PA 19104, USA Genomics and Computational Biology Graduate Group, University of Pennsylvania, Philadelphia, PA 19104, USA Institute on Aging, University of Pennsylvania, Philadelphia, PA 19104, USA

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http://nar.oxfordjournals.org/content/early/2015/11/06/nar.g
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http://nar.oxfordjournals.org/lookup/doi/10.1093/nar/gkv1188
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http://dx.doi.org/10.1093/nar/gkv1188DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4702848PMC
January 2016

Future-oriented tweets predict lower county-level HIV prevalence in the United States.

Health Psychol 2015 Dec;34S:1252-60

Psychology Department, University of Illinois at Urbana-Champaign.

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http://dx.doi.org/10.1037/hea0000279DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5621637PMC
December 2015

The Mechanics of Human Achievement.

Soc Personal Psychol Compass 2015 Jul;9(7):359-369

University of Pennsylvania.

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http://doi.wiley.com/10.1111/spc3.12178
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http://dx.doi.org/10.1111/spc3.12178DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4520322PMC
July 2015

Using Twitter to Measure Public Discussion of Diseases: A Case Study.

JMIR Public Health Surveill 2015 Jun 26;1(1):e6. Epub 2015 Jun 26.

Positive Psychology Center, Department of Psychology, University of Pennsylvania, Philadelphia, PA, United States.

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http://dx.doi.org/10.2196/publichealth.3953DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4763717PMC
June 2015

The psychology of intelligence analysis: drivers of prediction accuracy in world politics.

J Exp Psychol Appl 2015 Mar 12;21(1):1-14. Epub 2015 Jan 12.

Department of Psychology, University of Pennsylvania.

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http://dx.doi.org/10.1037/xap0000040DOI Listing
March 2015

Twitter sentiment predicts Affordable Care Act marketplace enrollment.

J Med Internet Res 2015 Feb 23;17(2):e51. Epub 2015 Feb 23.

Robert Wood Johnson Foundation Clinical Scholars Program, University of Pennsylvania, Philadelphia, PA, United States.

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http://dx.doi.org/10.2196/jmir.3812DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4376155PMC
February 2015

The 2013 US Government Shutdown (#Shutdown) and health: an emerging role for social media.

Am J Public Health 2014 Dec 16;104(12):2248-50. Epub 2014 Oct 16.

Raina M. Merchant, Yoonhee P. Ha, and Charlene A. Wong are with the Penn Medicine Social Media and Health Innovation Lab, Penn Medicine Center for Health Care Innovation, University of Pennsylvania, Philadelphia. H. Andrew Schwartz, Lyle H. Ungar, and Maarten Sap are with the Department of Computer and Information Science, Positive Psychology Center, University of Pennsylvania. David A. Asch is with the Center for Health Equity Research and Promotion, Philadelphia Veteran's Affairs Medical Center, Philadelphia, PA.

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http://dx.doi.org/10.2105/AJPH.2014.302118DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4232112PMC
December 2014

Subject-specific functional parcellation via prior based eigenanatomy.

Neuroimage 2014 Oct 20;99:14-27. Epub 2014 May 20.

Penn Image Computing and Science Laboratory (PICSL), Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA.

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http://dx.doi.org/10.1016/j.neuroimage.2014.05.026DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4382016PMC
October 2014

The power of neuroimaging biomarkers for screening frontotemporal dementia.

Hum Brain Mapp 2014 Sep 31;35(9):4827-40. Epub 2014 Mar 31.

Department of Neurology, Penn Frontotemporal Degeneration Center, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania.

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http://dx.doi.org/10.1002/hbm.22515DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4107021PMC
September 2014

Personality, gender, and age in the language of social media: the open-vocabulary approach.

PLoS One 2013 25;8(9):e73791. Epub 2013 Sep 25.

Positive Psychology Center, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America ; Computer & Information Science, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America.

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http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0073791PLOS
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3783449PMC
July 2014

Using machine learning and high-throughput RNA sequencing to classify the precursors of small non-coding RNAs.

Methods 2014 May 18;67(1):28-35. Epub 2013 Oct 18.

Institute for Biomedical Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Genomics and Computational Biology Graduate Group, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Penn Genome Frontiers Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute on Aging, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA. Electronic address:

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http://dx.doi.org/10.1016/j.ymeth.2013.10.002DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3991776PMC
May 2014

From "Sooo excited!!!" to "So proud": using language to study development.

Dev Psychol 2014 Jan 25;50(1):178-88. Epub 2013 Nov 25.

Department of Psychology, University of Pennsylvania.

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http://dx.doi.org/10.1037/a0035048DOI Listing
January 2014

LESSONS LEARNED ABOUT PUBLIC HEALTH FROM ONLINE CROWD SURVEILLANCE.

Big Data 2013 Sep;1(3):160-167

Computer and Information Science, University of Pennsylvania, Philadelphia, Pennsylvania.

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http://dx.doi.org/10.1089/big.2013.0020DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4102381PMC
September 2013

CoRAL: predicting non-coding RNAs from small RNA-sequencing data.

Nucleic Acids Res 2013 Aug 21;41(14):e137. Epub 2013 May 21.

Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.

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http://dx.doi.org/10.1093/nar/gkt426DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3737537PMC
August 2013

Extracting templates from radiology reports using sequence alignment.

Int J Data Min Bioinform 2012 ;6(6):633-50

Department of Radiology, University of Michigan, Ann Arbor, MI 48104, USA.

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April 2013

Online discussion of drug side effects and discontinuation among breast cancer survivors.

Pharmacoepidemiol Drug Saf 2013 Mar 16;22(3):256-62. Epub 2013 Jan 16.

Department of Family Medicine and Community Health, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA 19104, USA.

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http://dx.doi.org/10.1002/pds.3365DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4380018PMC
March 2013

Limitations of threshold-based brain oxygen monitoring for seizure detection.

Neurocrit Care 2011 Dec;15(3):469-76

Department of Neurology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA.

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http://dx.doi.org/10.1007/s12028-011-9540-9DOI Listing
December 2011

Identifying potential adverse effects using the web: a new approach to medical hypothesis generation.

J Biomed Inform 2011 Dec 26;44(6):989-96. Epub 2011 Jul 26.

University of Pennsylvania, School of Medicine, Center for Clinical Epidemiology and Biostatistics, Philadelphia, PA 19104-6021, United States.

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http://dx.doi.org/10.1016/j.jbi.2011.07.005DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4404640PMC
December 2011

A system for de-identifying medical message board text.

BMC Bioinformatics 2011 Jun 9;12 Suppl 3:S2. Epub 2011 Jun 9.

University of Pennsylvania School of Medicine, Philadelphia, PA, USA.

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http://dx.doi.org/10.1186/1471-2105-12-S3-S2DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3111588PMC
June 2011

Natural supplements for H1N1 influenza: retrospective observational infodemiology study of information and search activity on the Internet.

J Med Internet Res 2011 May 10;13(2):e36. Epub 2011 May 10.

Operations and Information Management, The Wharton School, University of Pennsylvania, 3730 Walnut Street, Philadelphia, PA 19104, USA.

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http://dx.doi.org/10.2196/jmir.1722DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3221378PMC
May 2011

Sequence alignment reveals possible MAPK docking motifs on HIV proteins.

PLoS One 2010 Jan 28;5(1):e8942. Epub 2010 Jan 28.

Genomics and Computational Biology and Department of Computer and Information Science, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America.

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http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0008942PLOS
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2812490PMC
January 2010

Host sequence motifs shared by HIV predict response to antiretroviral therapy.

BMC Med Genomics 2009 Jul 23;2:47. Epub 2009 Jul 23.

Center for Integrated Bioinformatics, Drexel University, Bossone Research Center 711, 3120 Market Street, Philadelphia, PA 19104, USA.

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http://dx.doi.org/10.1186/1755-8794-2-47DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2723131PMC
July 2009

Prediction of HIV-1 virus-host protein interactions using virus and host sequence motifs.

BMC Med Genomics 2009 May 18;2:27. Epub 2009 May 18.

Genomics and Computational Biology and Department of Computer and Information Science, University of Pennsylvania, Levine Hall, 3330 Walnut Street, Philadelphia, PA 19104, USA.

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http://dx.doi.org/10.1186/1755-8794-2-27DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2694829PMC
May 2009

A predictive model for identifying mini-regulatory modules in the mouse genome.

Bioinformatics 2009 Feb 3;25(3):353-7. Epub 2008 Dec 3.

Biotechnology Program, CIS, University of Pennsylvania, 3330 Walnut Street, Philadelphia, PA 19104, USA.

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http://dx.doi.org/10.1093/bioinformatics/btn622DOI Listing
February 2009

MetaProm: a neural network based meta-predictor for alternative human promoter prediction.

BMC Genomics 2007 Oct 17;8:374. Epub 2007 Oct 17.

Center for Bioinformatics, University of Pennsylvania, Philadelphia, PA 19104, USA.

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http://dx.doi.org/10.1186/1471-2164-8-374DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2194789PMC
October 2007

Patterns of sequence conservation in presynaptic neural genes.

Genome Biol 2006 ;7(11):R105

Penn Center for Bioinformatics, 423 Guardian Drive, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA.

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http://dx.doi.org/10.1186/gb-2006-7-11-r105DOI Listing
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC1794582PMC
March 2007

Automatic term list generation for entity tagging.

Bioinformatics 2006 Mar 25;22(6):651-7. Epub 2005 Oct 25.

Department of Computer and Information Science, University of Pennsylvania 3330 Walnut Street, Philadelphia, 19104, USA.

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http://dx.doi.org/10.1093/bioinformatics/bti733DOI Listing
March 2006

Using prior knowledge to improve genetic network reconstruction from microarray data.

In Silico Biol 2004 ;4(3):335-53

Department of Genetics, University of Pennsylvania, Philadelphia, PA 19104-6389, USA.

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April 2005

The CRASSS plug-in for integrating annotation data with hierarchical clustering results.

Bioinformatics 2004 Nov 16;20(17):3266-9. Epub 2004 Jun 16.

Applied Computer Science and Mathematics, Merck Research Laboratories, P.O. Box 2000 RY84-202, Rahway, NJ 07065 0900, USA.

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http://dx.doi.org/10.1093/bioinformatics/bth362DOI Listing
November 2004