Harvard Catalyst Profiles

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David Alexander Sontag, Ph.D.


Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Faculty can login to make corrections and additions.
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PMC Citations indicate the number of times the publication was cited by articles in PubMed Central, and the Altmetric score represents citations in news articles and social media. (Note that publications are often cited in additional ways that are not shown here.) Fields are based on how the National Library of Medicine (NLM) classifies the publication's journal and might not represent the specific topic of the publication. Translation tags are based on the publication type and the MeSH terms NLM assigns to the publication. Some publications (especially newer ones and publications not in PubMed) might not yet be assigned Field or Translation tags.) Click a Field or Translation tag to filter the publications.
  1. Wu J, Sivaraman V, Kumar D, Banda JM, Sontag D. Pulse of the pandemic: Iterative topic filtering for clinical information extraction from social media. J Biomed Inform. 2021 08; 120:103844. PMID: 34153432.
    Citations:    Fields:    Translation:HumansCellsPHPublic Health
  2. Johansson FD, Collins JE, Yau V, Guan H, Kim SC, Losina E, Sontag D, Stratton J, Trinh H, Greenberg J, Solomon DH. Predicting Response to Tocilizumab Monotherapy in Rheumatoid Arthritis: A Real-world Data Analysis Using Machine Learning. J Rheumatol. 2021 09; 48(9):1364-1370. PMID: 33934070.
    Citations: 1     Fields:    Translation:Humans
  3. Evans ED, Duvallet C, Chu ND, Oberst MK, Murphy MA, Rockafellow I, Sontag D, Alm EJ. Predicting human health from biofluid-based metabolomics using machine learning. Sci Rep. 2020 10 19; 10(1):17635. PMID: 33077825.
    Citations: 3     Fields:    Translation:Humans
  4. Chen IY, Agrawal M, Horng S, Sontag D. Robustly Extracting Medical Knowledge from EHRs: A Case Study of Learning a Health Knowledge Graph. Pac Symp Biocomput. 2020; 25:19-30. PMID: 31797583.
    Citations: 2     Fields:    Translation:Humans
  5. Hodos R, Zhang P, Lee HC, Duan Q, Wang Z, Clark NR, Ma'ayan A, Wang F, Kidd B, Hu J, Sontag D, Dudley J. Cell-specific prediction and application of drug-induced gene expression profiles. Pac Symp Biocomput. 2018; 23:32-43. PMID: 29218867.
    Citations: 11     Fields:    Translation:HumansCells
  6. Sontag D, Singh R, Berger B. Probabilistic modeling of systematic errors in two-hybrid experiments. Pac Symp Biocomput. 2007; 445-57. PMID: 17990509.
    Citations: 3     Fields:    Translation:HumansAnimals
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Funded by the NIH National Center for Advancing Translational Sciences through its Clinical and Translational Science Awards Program, grant number UL1TR002541.