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research [2020/07/20 18:04]
shyam [Causal discovery from biomedical data]
research [2022/05/03 14:35]
shyam
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 The Vis Lab is focused on on the application of artificial intelligence and machine learning to problems in biomedicine with a specific focus on developing intelligent electronic medical record systems, precision medicine and personalized modeling, data mining and causal discovery from biomedical data, and research data warehousing. The Vis Lab is focused on on the application of artificial intelligence and machine learning to problems in biomedicine with a specific focus on developing intelligent electronic medical record systems, precision medicine and personalized modeling, data mining and causal discovery from biomedical data, and research data warehousing.
  
-==== Learning electronic medical record system and computerized clinical decision support ====+==== Machine learning-based clinical decision support ====
  
 {{ wiki:lemur_transparent.png?150x0}} {{ wiki:lemur_transparent.png?150x0}}
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   * King AJ, Cooper GF, Clermont G, Hochheiser H, Hauskrecht M, Sittig DF, **Visweswaran, S**. Leveraging eye tracking to prioritize relevant medical record data: Comparative machine learning study. Journal of Medical Internet Research. 2020;22(4):e15876 ([[https://www.jmir.org/2020/4/e15876/|paper]])   * King AJ, Cooper GF, Clermont G, Hochheiser H, Hauskrecht M, Sittig DF, **Visweswaran, S**. Leveraging eye tracking to prioritize relevant medical record data: Comparative machine learning study. Journal of Medical Internet Research. 2020;22(4):e15876 ([[https://www.jmir.org/2020/4/e15876/|paper]])
  
-==== Precision medicine and patient-specific modeling ====+==== Precision medicine and personalized modeling ====
  
 {{ wiki:allofus.png?200x0}} {{ wiki:allofus.png?200x0}}
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 Publications: Publications:
  
-  * AminW, BorromeoC, SaulM, BecichMJ, **VisweswaranS**. {{papers:2015_informatics_synergies_between_path_and_act_networks.pdf|Informatics synergies between PaTH and ACT networks}}. In: Proceedings of the 2015 Summit on Clinical Research Informatics (Mar 2015).+  * Amin W, Borromeo C, Saul M, Becich MJ, **Visweswaran S**. {{papers:2015_informatics_synergies_between_path_and_act_networks.pdf|Informatics synergies between PaTH and ACT networks}}. In: Proceedings of the 2015 Summit on Clinical Research Informatics (Mar 2015).
  
   * **Visweswaran S**, Becich MJ, D’Itri VS, Sendro ER, MacFadden D, Anderson NR, Allen KA, Ranganathan D, Murphy SN, Morrato EH, Pincus HA, Toto R, Firestein GS, Nadler LM, Reis SE. [[https://academic.oup.com/jamiaopen/article/1/2/147/5077449|Accrual to Clinical Trials (ACT): A Clinical and Translational Science Award Consortium network]]. JAMIA Open. 2018 Aug 21.   * **Visweswaran S**, Becich MJ, D’Itri VS, Sendro ER, MacFadden D, Anderson NR, Allen KA, Ranganathan D, Murphy SN, Morrato EH, Pincus HA, Toto R, Firestein GS, Nadler LM, Reis SE. [[https://academic.oup.com/jamiaopen/article/1/2/147/5077449|Accrual to Clinical Trials (ACT): A Clinical and Translational Science Award Consortium network]]. JAMIA Open. 2018 Aug 21.