Peter Szolovits' Publications

These are listed in chronological order. Some are hyperlinked from their titles to on-line available copies of the documents. Note that in some cases, these are not as they appeared in print but late drafts, because of copyright limitations. PMCID shows Pubmed Central identifiers, which represent papers describing work supported by NIH grants, which become freely available after a publisher’s embargo of no more than a year. These hyperlink to the accessible papers. Those papers that list only PMID refer (and link) to Pubmed listings, which provide an abstract and possibly a link to the publisher’s site; this is the case mainly for older papers that predate the open access policy and for recent papers that have not yet been deposited in Pubmed Central. Recent talks and panel presentations are listed at the end.

  1. R. Bigelow, N. R. Greenfeld, P. Szolovits, and F. B. Thompson. Specialized languages: An applications methodology. In Proceedings of the 1973 National Computer Conference, pages M49–53. AFIPS Press, 1973.
  2. P. Szolovits. A specialized language implementation facility. REL Project Report 10, Calif. Inst. of Technology, Pasadena, Calif., 1973.
  3. P. Szolovits. The REL Language Writer’s Language: A Metalanguage for Implementing Specialized Applications Languages. PhD thesis, Calif. Inst. of Technology, Pasadena, CA, 1974. Also  REL Project Report 14, Calif. Inst. of Tech., Pasadena, CA, 1974.
  4. F. B. Thompson, R. Bigelow, N. R. Greenfeld, J. Odden, and P. Szolovits. The REL animated film language. In Proc. Conf. on Computer Graphics and Interactive Techniques, Boulder, Co, 1974. ACM Siggraph.
  5. S. G. Pauker, P. Szolovits, H. Silverman, W. Swartout, and G. A. Gorry. A computer program that captures clinical expertise about digitalis therapy and provides explanations of its recommendations. In Computer Networking in the University: Success and Potential; Proc. of the EDUCOM Fall Conference, pages 187–189. EDUCOM, 1976.
  6. P. Szolovits and S. G. Pauker. Research on a medical consultation system for taking the present illness. In Proceedings of the Third Illinois Conference on Medical Information Systems. University of Illinois at Chicago Circle, 1976.
  7. P. Szolovits. Remarks on scoring. Class Notes, 1976.
  8. S. G. Pauker and P. Szolovits. Analyzing and simulating taking the history of the present illness: Context formation. In W. Schneider and A. L. Sagvall-Hein, editors, Computational Linguistics in Medicine, pages 109–118. North Holland, 1977.
  9. P. Szolovits, L. Hawkinson, and W. A. Martin. An overview of the OWL language for knowledge representation. In Proceedings of the Workshop on Natural Language Interaction with Databases, Schloss Laxenburg, Austria, 1977. Also appeared as Technical Report TR-86, MIT Lab for Computer Science, 1977.
  10. P. Szolovits. The lure of numbers—how to live with and without them in medical diagnosis. In B. E. Statland and S. Bauer, editors, Proceedings of the Colloquium in Computer-Assisted Decision Making Using Clinical and Paraclinical (Laboratory) Data, pages 65–76, Tarrytown, NY, 1978. Technicon Co.
  11. P. Szolovits. Coordinating the use of categorical and probabilistic reasoning. In W. B. Jarzembski and B. A. Rowley, editors, Proc. 1978 Computer Laboratory Health Care Resources Workshop, pages 21–43, Lubbock, Texas, 1978. Texas Technical University School of Medicine.
  12. P. Szolovits and S. G. Pauker. Categorical and probabilistic reasoning in medical diagnosis. Artificial Intelligence, 11:115-144, 1978. Reprinted in W. J. Clancey and E. H. Shortliffe, Readings in Medical Artificial Intelligence: The First Decade, Chapter 9, Addison-Wesley, 1984. Also available as HTML.
  13. Peter Szolovits and Stephen G. Pauker. Computers and clinical decision making: Whether, how, and for whom?. Proceedings of the IEEE, 67:1224-1226, 1979.
  14. P. Szolovits. Artificial intelligence and clinical problem solving. Technical Memo TM-140, MIT Laboratory for Computer Science, 1979.
  15. P. Szolovits. Brand X manual. Technical Manual TM 186, MIT Lab for Computer Science, 1980.
  16. W. A. Martin and Peter Szolovits. Semantic networks in lisp: Fundamental concepts and a specific implementation. Unpublished draft, 1981.
  17. R. S. Patil, P. Szolovits, and W. B. Schwartz. Causal understanding of patient illness in medical diagnosis. In Proc. Seventh International Joint Conference on Artificial Intelligence, pages 893–899, 1981. Reprinted in W. J. Clancey and E. H. Shortliffe, Readings in Medical Artificial Intelligence: The First Decade, Chapter 14, Addison-Wesley, 1984.
  18. P. Szolovits. Providing intelligent medical advice by computer. In H. S. Eden and M. Eden, editors, Microcomputers in Patient Care, pages 96–113. Noyes Data Corp, Park Ridge, N.J., 1981.
  19. P. Szolovits and W. A. Martin. Brand X: Lisp support for semantic networks. In Proceedings of the Seventh International Joint Conference on Artificial Intelligence, pages 940–946, 1981.
  20. P. Szolovits, R. S. Patil, and W. B. Schwartz. Reasoning methods in AI programs in medicine. Unpublished manuscript, 1981.
  21. R. S. Patil, P. Szolovits, and W. B. Schwartz. Information acquisition in diagnosis. In Proc. National Conference on Artificial Intelligence, pages 345–348, Pittsburgh, Pennsylvania, 1982. American As- sociation for Artificial Intelligence.
  22. P. Szolovits, editor. Artificial Intelligence in Medicine, volume 51 of AAAS Selected Symposium Series. Westview Press, Boulder, Colo., 1982.
  23. P. Szolovits. Artificial intelligence and medicine. In P. Szolovits, editor, Artificial Intelligence in Medicine, chapter 1, pages 1–19. Westview Press, 1982.
  24. P. Szolovits and W. J. Long. The development of clinical expertise in the computer. In P. Szolovits, editor, Artificial Intelligence in Medicine, chapter 4, pages 79–117. Westview Press, 1982.
  25. R. S. Patil, P. Szolovits, and W. B. Schwartz. Modeling knowledge of the patient in acid-base and electrolyte disorders. In P. Szolovits, editor, Artificial Intelligence in Medicine, chapter 6, pages 187– 222. Westview Press, 1982.
  26. P. Szolovits. Artificial intelligence methods for medical expert systems. In Proc. Amer. Med. Informatics Assn. Congress. AMIA, 1982.
  27. R. S. Patil, P. Szolovits, and W. B. Schwartz. An experimental computer program that captures clinical expertise through in-depth causal reasoning. Unpublished manuscript, 1983.
  28. P. Szolovits. Using artificial intelligence models of medical decision making in medical education. In J. Pages, A. H. Levy, F. Gremy, and J. Anderson, editors, Meeting the Challenge: Informatics and Medical Education, pages 271–281. North Holland, 1983.
  29. P. Szolovits. Toward more perspicuous expert system organization. SIGART Newsletter, pages 85–89, 1983.
  30. W. J. Long, S. Naimi, M. G. Criscitiello, S. G. Pauker, and P. Szolovits. An aid to physiological reasoning in the management of cardiovascular disease. In IEEE Computers in Cardiology Conference, pages 3–6, Salt Lake City, Utah, 1984. IEEE.
  31. P. Szolovits. Types of knowledge as bases for reasoning in medical AI programs. In I. D. Lotto and M. Stefanelli, editors, Artificial Intelligence in Medicine: Proc. Int. Conf. on Artif. Intell. in Medicine. North Holland (Elsevier), Pavia, Italy, 1986.
  32. P. Szolovits. Survey on expert systems. In M. L. Brodie and J. Mylopoulos, editors, On Knowledge Base Management Systems: Integrating Artificial Intelligence and Database Technologies, chapter 24. Springer-Verlag, 1986.
  33. P. Szolovits, J. P. Kassirer, W. J. Long, A. J. Moskowitz, S. G. Pauker, R. S. Patil, and M. P. Wellman. An artificial intelligence approach to clinical decision making. Technical Memo TM-310, MIT Lab for Computer Science, Cambridge, MA, 1986.
  34. A. R. Potvin, W. G. Crosier, E. Fromm, J. C. Lin, M. R. Neuman, T. C. Pilkington, C. J. Robinson, L. W. Schneider, J. W. Strohbehn, and P. Szolovits. Report of an IEEE task force—an IEEE opinion on research needs for biomedical engineering systems. IEEE Trans Biomed Eng, 33(1):48–59, Jan 1986. PMID: 3940989.
  35. W. B. Schwartz, R. S. Patil, and P. Szolovits. Artificial intelligence in medicine. Where do we stand? N Engl J Med, 316(11):685–8, Mar 1987. PMID: 3821801.
  36. P. Szolovits. Expert systems tools and techniques: Past, present and future. In W. E. L. Grimson and R. S. Patil, editors, AI in the 1980s and Beyond: An MIT Survey, pages 43–74. MIT Press, Cambridge, MA, 1987.
  37. P. Szolovits, R. S. Patil, and W. B. Schwartz. Artificial intelligence in medical diagnosis. Ann Intern Med, 108(1):80–7, Jan 1988. PMID: 3276267.
  38. P. Szolovits. How can medical computer programs reason? In S. Furman, editor, Proceedings of CARDIOSTIM 88, 1988.
  39. I. J. Haimowitz, R. S. Patil, and P. Szolovits. Representing Medical Knowledge in a Terminological Language is Difficult. In Twelfth Annual Symposium on Computer Applications in Medical Care, pages 101–105, 1988.
  40. S. R. Simon, M. A. Weintraub, T. Bylander, D. Hirsch, and P. Szolovits. Dr. Gait: An expert system for gait analysis. In RESNA 12th Annual Conference. Rehabilitation Engineering Society of North America, 1989.
  41. L. R. Young, S. P. Colombano, G. Haymann-Haber, N. Groleau, and P. Szolovits. An expert system to advise astronauts during experiments. In International Astronautical Congress, Malaga, Spain, 1989.
  42. D. E. Hirsch, S. R. Simon, T. Bylander, M. A. Weintraub, and P. Szolovits. Using causal reasoning in gait analysis. Applied Artificial Intelligence, 3(2-3):337–356, 1989.
  43. S. R. Simon, T. Bylander, M. Weintraub, P. Szolovits, and D. E. Hirsch. Dr. Gait: An expert system for gait analysis. Transactions on Orthopedic Research, 13(2):330–331, 1989.
  44. R. Franier, N. Groleau, R. Bhatnagar, C. Lam, M. Compton, S. Colombano, S. Lai, P. Szolovits, M. Manahan, I. Statler, and L. Young. A comparison of CLIPS- and LISP-based approaches to the development of a real-time expert system. In Proc. First CLIPS Conference, pages 321–333, 1990.
  45. A. R. Meyer, J. V. Guttag, R. L. Rivest, and P. Szolovits, editors. Research Directions in Computer Science: An MIT Perspective. MIT Press, 1991.
  46. P. Szolovits. Knowledge-based systems. In Research Directions in Computer Science: An MIT Perspective, pages 317–370. MIT Press, 1991.
  47. P. Rosenbloom and P. Szolovits, editors. Proceedings: Tenth National Conference on Artificial Intelligence, Cambridge, MA, 1992. AAAI, MIT Press.
  48. P. Szolovits. Compilation for fast calculation over pedigrees. Cytogenet Cell Genet, 59(2-3):136–8, 1992. PMID: 1737481.
  49. P. Szolovits and S. P. Pauker. Pedigree analysis for genetic counseling. In K. C. Lun et al., editors, MEDINFO 92, pages 679–683. Elsevier (North Holland), 1992.
  50. R. Davis, H. Shrobe, and P. Szolovits. What is a knowledge representation? AI Magazine, 14(1):17–33, 1993.
  51. S. P. Colombano, I. C. Statler, R. J. Frainier, L. R. Hazelton, N. Groleau, M. M. Compton, P. Szolovits, and L. R. Young. The astronaut science advisor: Tradeoffs between communication with the ground and onboard intelligence. In Proc. Computing in Aerospace 9, 1993.
  52. N. Groleau, L. R. Hazelton, R. J. Frainier, M. M. Compton, S. P. Colombano, and P. Szolovits. Portable computing: A fielded interactive scientific application in a small off-the-shelf package. In Proc. Computing in Aerospace 9, San Diego, CA, 1993.
  53. R. J. Frainier, N. Groleau, L. R. Hazelton, S. P. Colombano, M. M. Compton, I. Statler, P. Szolovits, and L. R. Young. PI-in-a-box: a knowledge-based system for space science experimentation. In Fifth Annual Conf. on Innovative Applications of Artificial Intelligence, 1993.
  54. L. R. Hazelton, N. Groleau, R. J. Franier, M. M. Compton, S. P. Colombano, and P. Szolovits. PI in the sky: The astronaut science advisor on SLS-2. In Sixth Annual Space Operations and Research Conference, Houston, Texas, 1993.
  55. P. Szolovits and S. G. Pauker. A coherent philosophy for development or a straightjacket for research? Methods Inf Med, 32(1):16–7, 1993. PMID: 21203680.
  56. P. Szolovits and S. G. Pauker. Categorical and probabilistic reasoning in medicine revisited. Artificial Intelligence, 59:167–180, 1993.
  57. R. Frainier, N. Groleau, L. Hazelton, S. Colombano, M. Compton, I. Statler, P. Szolovits, and L. Young. PI-in-a-box: a knowledge-based system for space science experimentation. AI Magazine, 15(1), March 1994.
  58. R. A. Greenes, G. O. Barnett, S. G. Pauker, P. Szolovits, and M. C. Weinstein. The Harvard-MIT- NEMC research training program in medical informatics. Yearbook of Medical Informatics, pages 105–110, 1994.
  59. P. Szolovits, J. Doyle, W. J. Long, I. S. Kohane, and S. G. Pauker. Guardian Angel: Patient-centered health information systems. Technical Report TR-604, MIT Laboratory for Computer Science, 1994.
  60. R. D. Shachter, S. K. Andersen, and P. Szolovits. Global conditioning for probabilistic inference in belief networks. In Proc. Tenth Conference on Uncertainty in AI, pages 514–522. Morgan Kaufmann, 1994.
  61. P. Szolovits and I. Kohane. Against simple universal health-care identifiers. J Am Med Inform Assoc, 1(4):316–9, 1994. PMCID: PMC116211.
  62. P. Szolovits. Uncertainty and decisions in medical informatics. Methods Inf Med, 34(1-2):111–21, Mar 1995. PMID: 9082120.
  63. P. Szolovits. A revolution in electronic medical record systems via the World Wide Web. In The Use of Internet and World-Wide Web for Telematics in Healthcare, Geneva, Switzerland, 1995. International Association for the Advance of Health Information Technology (IAHIT).
  64. R. Zhao, R. G. Mark, and P. Szolovits. A model-based expert system for interpretation of hemodynamic data from ICU patients. In Computers in cardiology, pages 585–588, 1996.
  65. P. Szolovits. Sources of error and accountability in computer systems: Comments on “Accountability in a computerized society”. Science and Engineering Ethics, 2:43–46, 1996.
  66. I. S. Kohane, F. J. van Wingerde, J. C. Fackler, C. Cimino, P. Kilbridge, S. Murphy, H. Chueh, D. Rind, C. Safran, O. Barnett, and P. Szolovits. Sharing electronic medical records across multiple heterogeneous and competing institutions. Proc AMIA Annu Fall Symp, pages 608–12, 1996. PMCID: PMC2233175.
  67. F. J. van Wingerde, J. Schindler, P. Kilbridge, P. Szolovits, C. Safran, D. Rind, S. Murphy, G. O. Barnett, and I. S. Kohane. Using HL7 and the World Wide Web for unifying patient data from remote databases. Proc AMIA Annu Fall Symp, pages 643–7, 1996. PMCID: PMC2233237.
  68. I. S. Kohane, P. Greenspun, J. Fackler, C. Cimino, and P. Szolovits. Building national electronic medical record systems via the World Wide Web. J Am Med Inform Assoc, 3(3):191–207, 1996. PMCID: PMC116301.
  69. Committee on Maintaining Privacy and Security in Health Care Applications of the National Information Infrastructure, CSTB, NRC. For the Record: Protecting Electronic Health Information. National Academy Press, Washington, DC, 1997.
  70. K. Wang, F. J. van Wingerde, K. Bradshaw, P. Szolovits, and I. Kohane. A Java-based multiinstitutional medical information retrieval system. Proc AMIA Annu Fall Symp, pages 538–42, 1997. PMCID: PMC2233350.
  71. D. M. Rind, I. S. Kohane, P. Szolovits, C. Safran, H. C. Chueh, and G. O. Barnett. Maintaining the confidentiality of medical records shared over the Internet and the World Wide Web. Ann Intern Med, 127(2):138–41, Jul 1997. PMID: 9230004.
  72. J. D. Halamka, P. Szolovits, D. Rind, and C. Safran. A WWW implementation of national recommendations for protecting electronic health information. J Am Med Inform Assoc, 4(6):458–64, 1997. PMCID: PMC61263.
  73. I. S. Kohane, H. Dong, and P. Szolovits. Health information identification and de-identification toolkit. Proc AMIA Symp, pages 356–60, 1998. PMCID: PMC2232117.
  74. R. Zhao, R. G. Mark, and P. Szolovits. A model-based expert system for improving assessment of patients with cardiovascular diseases in intensive care units. Journal of the American College of Cardiology Supp, 33(2):5A, 1999.
  75. H. Shrobe, J. Doyle, and P. Szolovits. Active trust management for autonomous adaptive survivable systems. Grant proposal, 1999.
  76. B. Lo, E. Andrews, J. Colmers, G. Duncan, J. Goldman, C. W. Hendrix, M. C. Hornbrooks, L. Iezzoni, D. Kornfeld, E. Stone, P. Szolovits, and A. Waller. Protecting Data Privacy in Health Services Research. National Academy Press, 2000.
  77. L. Mui, M. Mohtashemi, C. Ang, P. Szolovits, and A. Halberstadt. Ratings in distributed systems: A Bayesian approach. In Proceedings of the Workshop on Information Technologies and Systems (WITS), 2001.
  78. L. Mui, P. Szolovits, and C. Ang. Collaborative sanctioning: applications in restaurant recommen- dations based on reputation. In AGENTS ’01: Proceedings of the fifth international conference on autonomous agents, May 2001.
  79. J. Doyle, I. Kohane, W. Long, H. Shrobe, and P. Szolovits. Event recognition beyond signature and anomaly. In Proceedings of the Second IEEE SMC Information Assurance Workshop, pages 17–23. IEEE Computer Society, 2001.
  80. K. D. Mandl, P. Szolovits, and I. S. Kohane. Public standards and patients' control: how to keep electronic medical records accessible but private. BMJ, 322(7281):283–7, Feb 2001. PMCID: PMC1119527.
  81. A. Riva, K. D. Mandl, D. H. Oh, D. J. Nigrin, A. Butte, P. Szolovits, and I. S. Kohane. The personal internetworked notary and guardian. Int J Med Inform, 62(1):27–40, Jun 2001. PMID: 11340004.
  82. H. S. Fraser, D. Jazayeri, L. Bannach, P. Szolovits, and S. J. McGrath. TeleMedMail: free software to facilitate telemedicine in developing countries. Stud Health Technol Inform, 84(Pt 1):815–9, 2001. PMID: 11604848.
  83. W. J. Long, J. Doyle, G. Burke, and P. Szolovits. Detection of Intrusion Across Multiple Sensors. In Proc. AeroSense: Technologies and Systems for Defense & Security, pages 5107–21, Orlando, Florida, April 2003.
  84. R. Lacson, E. Lacson Jr, , and P. Szolovits. Home hemodialysis queries. In Medinfo 2004, page 1702, 2004.
  85. R. Lacson, E. Lacson Jr, , and P. Szolovits. Discourse structure of medical dialogue. In Medinfo 2004, page 1703, 2004.
  86. W. Long, S. Chung, K. D. Mandl, P. Szolovits, and M. Shannon. Diagnosis of bioagents and emerging diseases. In MEDINFO 2004, page 1726, 2004.
  87. P. Szolovits. Adding a medical lexicon to an English Parser. AMIA Annu Symp Proc, pages 639–43, 2003. PMCID: PMC1480111.
  88. H. S. F. Fraser, P. Biondich, D. Moodley, S. Choi, B. W. Mamlin, and P. Szolovits. Implementing electronic medical record systems in developing countries. Inform Prim Care, 13(2):83–95, 2005. PMID: 15992493.
  89. M. Mohtashemi, P. Szolovits, J. Dunyak, and K. D. Mandl. A susceptible-infected model of early detection of respiratory infection outbreaks on a background of influenza. J Theor Biol, 241(4):954–63, Aug 2006. PMCID: PMC3754793.
  90. P. Sebastiani, K. D. Mandl, P. Szolovits, I. S. Kohane, and M. F. Ramoni. A Bayesian dynamic model for influenza surveillance. Stat Med, 25(11):1803–16; discussion 1817–25, Jun 2006. PMCID: PMC4128871.
  91. G. Fioriglio and P. Szolovits. Copy fees and patients' rights to obtain a copy of their medical records: from law to reality. AMIA Annu Symp Proc, pages 251–5, 2005. PMCID: PMC1560890.
  92. T. Sibanda, T. He, P. Szolovits, and O. Uzuner. Syntactically-informed semantic category recognition in discharge summaries. AMIA Annu Symp Proc, pages 714–8, 2006. PMCID: PMC1839398.
  93.  Ö. Uzuner, P. Szolovits, and I. S. Kohane, editors. i2b2 Workshop on Natural Language Processing Challenges for Clinical Records. AMIA & I2B2, 2006.
  94. P. Szolovits. What is a grid? J Am Med Inform Assoc, 14(3):386, 2007. PMCID: PMC2244879.
  95. O. Uzuner, Y. Luo, and P. Szolovits. Evaluating the state-of-the-art in automatic de-identification. J Am Med Inform Assoc, 14(5):550–63, 2007. PMCID: PMC1975792.
  96. T. Heldt, B. Long, G. C. Verghese, P. Szolovits, and R. G. Mark. Integrating data, models, and reasoning in critical care. Conf Proc IEEE Eng Med Biol Soc, 1:350–3, 2006. PMID: 17946818.
  97. O. Uzuner, T. C. Sibanda, Y. Luo, and P. Szolovits. A de-identifier for medical discharge summaries. Artif Intell Med, 42(1):13–35, Jan 2008. PMCID: PMC2271040.
  98. Y. Zhang and P. Szolovits. Patient-specific learning in real time for adaptive monitoring in critical care. J Biomed Inform, 41(3):452–60, Jun 2008. PMCID: PMC4450160.
  99. J. Klann and P. Szolovits. An intelligent listening framework for capturing encounter notes from a doctor-patient dialog. In IEEE International Conference on Bioinformatics and Bioengineering (BIBE’ 2008), pages 70–74, 2008.
  100. I. Neamatullah, M. M. Douglass, L.-w. H. Lehman, A. Reisner, M. Villarroel, W. J. Long, P. Szolovits, G. B. Moody, R. G. Mark, and G. D. Clifford. Automated de-identification of free-text medical records. BMC Med Inform Decis Mak, 8:32, 2008. PMCID: PMC2526997.
  101. W. W. Stead, H. S. Lin, G. O. Barnett, S. B. Davidson, E. Dishman, D. L. Estrin, A. Halevy, D. A. Norman, I. Sim, A. Z. Spector, P. Szolovits, A. van Dam, and G. Wiederhold. Computational Technology for Effective Health Care: Immediate Steps and Strategic Directions. National Academy Press, 2009.
  102. mc schraefel, P. Andr ́e, R. White, D. Tan, T. Berners-Lee, S. Consolvo, R. Jacobs, I. Kohane, C. A. L. Dantec, L. Mamykina, G. Marsden, B. Shneiderman, P. Szolovits, and D. Weitzner. Interacting with eHealth: towards grand challenges for HCI. In CHI EA ’09: Proceedings of the 27th international conference on Human factors in computing systems, April 2009.
  103. V. L. Patel, E. H. Shortliffe, M. Stefanelli, P. Szolovits, M. R. Berthold, R. Bellazzi, and A. Abu- Hanna. The coming of age of artificial intelligence in medicine. Artif Intell Med, 46(1):5–17, May 2009. PMCID: PMC2752210.
  104. P. Szolovits. Foreword to I. J. Kalet, Principles of Biomedical Informatics. Academic Press, 2009.
  105. G. D. Clifford, W. J. Long, G. B. Moody, and P. Szolovits. Robust parameter extraction for decision support using multimodal intensive care data. Philos Trans A Math Phys Eng Sci, 367(1887):411–29, Jan 2009. PMCID: PMC2617714.
  106. L. A. Celi, L. C. Hinske, G. Alterovitz, and P. Szolovits. An artificial intelligence tool to predict fluid requirement in the intensive care unit: a proof-of-concept study. Crit Care, 12(6):R151, 2008. PMCID: PMC2646316.
  107. C. W. Hug and P. Szolovits. ICU acuity: real-time models versus daily models. AMIA Annu Symp Proc, 2009:260–4, 2009. PMCID: PMC2815497.
  108. J. G. Klann and P. Szolovits. An intelligent listening framework for capturing encounter notes from a doctor-patient dialog. BMC Med Inform Decis Mak, 9 Suppl 1:S3, 2009. PMCID: PMC2773918.
  109. Committee on Future Information Architectures, Processes, and Strategies for the Centers for Medi- care and Medicaid Services; National Research Council. Preliminary Observations on Information Technology Needs and Priorities for the Centers for Medicare and Medicaid Services: An Interim Report. National Academies Press, 2010.
  110. K. P. Liao, T. Cai, V. Gainer, S. Goryachev, Q. Zeng-treitler, S. Raychaudhuri, P. Szolovits, S. Churchill, S. Murphy, I. Kohane, E. W. Karlson, and R. M. Plenge. Electronic medical records for discovery research in rheumatoid arthritis. Arthritis Care Res (Hoboken), 62(8):1120–7, Aug 2010. PMCID: PMC3121049.
  111. R. Joshi, K. Kshetri, C.-H. Lee, and P. Szolovits. Modeling Latent Pathophysiologic States. In NIPS 2010 Workshop on Learning and Planning from Batch Time Series Data, 2010.
  112. Committee on Future Information Architectures, Processes, and Strategies for the Centers for Medi- care and Medicaid Services; National Research Council. Strategies and Priorities for Information Technology at the Centers for Medicare and Medicaid Services. National Academies Press, 2011.
  113. F. Kurreeman, K. Liao, L. Chibnik, B. Hickey, E. Stahl, V. Gainer, G. Li, L. Bry, S. Mahan, K. Ardlie, B. Thomson, P. Szolovits, S. Churchill, S. N. Murphy, T. Cai, S. Raychaudhuri, I. Kohane, E. Karlson, and R. M. Plenge. Genetic basis of autoantibody positive and negative rheumatoid arthritis risk in a multi-ethnic cohort derived from electronic health records. Am J Hum Genet, 88(1):57–69, Jan 2011. PMCID: PMC3014362.
  114. I. S. Kohane and P. Szolovits. Marco Ramoni: an appreciation of academic achievement. J Am Med Inform Assoc, 18(4):367–9, 2011. PMCID: PMC3128413.
  115. R. S. Rudin, C. A. Salzberg, P. Szolovits, L. A. Volk, S. R. Simon, and D. W. Bates. Care transitions as opportunities for clinicians to use data exchange services: how often do they occur? J Am Med Inform Assoc, 18(6):853–8, 2011. PMCID: PMC3197987.
  116. R. S. Rudin, E. C. Schneider, L. A. Volk, P. Szolovits, C. A. Salzberg, S. R. Simon, and D. W. Bates. Simulation suggests that medical group mergers won't undermine the potential utility of health information exchanges. Health Aff (Millwood), 31(3):548–59, Mar 2012. PMCID: PMC3759523.
  117. A. Bodnari, P. Szolovits, and O ̈. Uzuner. MCORES: a system for noun phrase coreference resolution for clinical records. J Am Med Inform Assoc, 19(5):906–12, 2012. PMCID: PMC3422821.
  118. K. P. Liao, F. Kurreeman, G. Li, G. Duclos, S. Murphy, R. Guzman, T. Cai, N. Gupta, V. Gainer, P. Schur, J. Cui, J. C. Denny, P. Szolovits, S. Churchill, I. Kohane, E. W. Karlson, and R. M. Plenge. Associations of autoantibodies, autoimmune risk alleles, and clinical diagnoses from the electronic medical records in rheumatoid arthritis cases and non-rheumatoid arthritis controls. Arthritis Rheum, 65(3):571–81, Mar 2013. PMCID: PMC3582761.
  119. A. N. Ananthakrishnan, V. S. Gainer, R. G. Perez, T. Cai, S.-C. Cheng, G. Savova, P. Chen, P. Szolovits, Z. Xia, P. L. De Jager, S. Y. Shaw, S. Churchill, E. W. Karlson, I. Kohane, R. H. Perlis, R. M. Plenge, S. N. Murphy, and K. P. Liao. Psychiatric co-morbidity is associated with increased risk of surgery in Crohn's disease. Aliment Pharmacol Ther, 37(4):445–54, Feb 2013. PMCID: PMC3552092.
  120. R. Joshi and P. Szolovits. Prognostic physiology: modeling patient severity in Intensive Care Units using radial domain folding. AMIA Annu Symp Proc, 2012:1276–83, 2012. PMCID: PMC3540548.
  121. A. N. Ananthakrishnan, V. S. Gainer, T. Cai, R. G. Perez, S.-C. Cheng, G. Savova, P. Chen, P. Szolovits, Z. Xia, P. L. De Jager, S. Shaw, S. Churchill, E. W. Karlson, I. Kohane, R. H. Perlis, R. M. Plenge, S. N. Murphy, and K. P. Liao. Similar risk of depression and anxiety following surgery or hospitalization for Crohn's disease and ulcerative colitis. Am J Gastroenterol, 108(4):594–601, Apr 2013. PMCID: PMC3627544.
  122. A. N. Ananthakrishnan, T. Cai, G. Savova, S.-C. Cheng, P. Chen, R. G. Perez, V. S. Gainer, S. N. Murphy, P. Szolovits, Z. Xia, S. Shaw, S. Churchill, E. W. Karlson, I. Kohane, R. M. Plenge, and K. P. Liao. Improving case definition of Crohn's disease and ulcerative colitis in electronic medical records using natural language processing: a novel informatics approach. Inflamm Bowel Dis, 19(7):1411–20, Jun 2013. PMCID: PMC3665760.
  123. K. P. Liao, D. Diogo, J. Cui, T. Cai, Y. Okada, V. S. Gainer, S. N. Murphy, N. Gupta, D. Mirel, A. N. Ananthakrishnan, P. Szolovits, S. Y. Shaw, S. Raychaudhuri, S. Churchill, I. Kohane, E. W. Karlson, and R. M. Plenge. Association between low density lipoprotein and rheumatoid arthritis genetic factors with low density lipoprotein levels in rheumatoid arthritis and non-rheumatoid arthritis controls. Ann Rheum Dis, 73(6):1170–5, Jun 2014. PMCID: PMC3815491.
  124. A. N. Ananthakrishnan, A. Cagan, V. S. Gainer, T. Cai, S.-C. Cheng, G. Savova, P. Chen, P. Szolovits, Z. Xia, P. L. De Jager, S. Y. Shaw, S. Churchill, E. W. Karlson, I. Kohane, R. M. Plenge, S. N. Murphy, and K. P. Liao. Normalization of plasma 25-hydroxy vitamin D is associated with reduced risk of surgery in Crohn's disease. Inflamm Bowel Dis, 19(9):1921–7, Aug 2013. PMCID: PMC3720838.
  125. A. N. Ananthakrishnan, S.-C. Cheng, T. Cai, A. Cagan, V. S. Gainer, P. Szolovits, S. Y. Shaw, S. Churchill, E. W. Karlson, S. N. Murphy, I. Kohane, and K. P. Liao. Association between reduced plasma 25-hydroxy vitamin D and increased risk of cancer in patients with inflammatory bowel diseases. Clin Gastroenterol Hepatol, 12(5):821–7, May 2014. PMCID: PMC3995841.
  126. A. K. Manrai, I. S. Kohane, and P. Szolovits. Urinary-cell mRNA and acute kidney-transplant rejection. N Engl J Med, 369(19):1859, Nov 2013. PMID: 24195557.
  127. Z. Xia, E. Secor, L. B. Chibnik, R. M. Bove, S. Cheng, T. Chitnis, A. Cagan, V. S. Gainer, P. J. Chen, K. P. Liao, S. Y. Shaw, A. N. Ananthakrishnan, P. Szolovits, H. L. Weiner, E. W. Karlson, S. N. Murphy, G. K. Savova, T. Cai, S. E. Churchill, R. M. Plenge, I. S. Kohane, and P. L. De Jager. Modeling disease severity in multiple sclerosis using electronic health records. PLoS One, 8(11):e78927, 2013. PMCID: PMC3823928.
  128. J. G. Klann, P. Szolovits, S. M. Downs, and G. Schadow. Decision support from local data: creating adaptive order menus from past clinician behavior. J Biomed Inform, 48:84–93, Apr 2014. PMCID: PMC4004673.
  129. A. N. Ananthakrishnan, S.-C. Cheng, T. Cai, A. Cagan, V. S. Gainer, P. Szolovits, S. Y. Shaw, S. Churchill, E. W. Karlson, S. N. Murphy, I. Kohane, and K. P. Liao. Serum inflammatory markers and risk of colorectal cancer in patients with inflammatory bowel diseases. Clin Gastroenterol Hepatol, 12(8):1342–8.e1, Aug 2014. PMCID: PMC4085150.
  130. Y. Luo, A. R. Sohani, E. P. Hochberg, and P. Szolovits. Automatic lymphoma classification with sentence subgraph mining from pathology reports. J Am Med Inform Assoc, 21(5):824–32, 2014. PMCID: PMC4147603.
  131. R. Chasin, A. Rumshisky, O. Uzuner, and P. Szolovits. Word sense disambiguation in the clinical domain: a comparison of knowledge-rich and knowledge-poor unsupervised methods. J Am Med Inform Assoc, 21(5):842–9, 2014. PMCID: PMC4147600.
  132. A. N. Ananthakrishnan, A. Cagan, V. S. Gainer, S.-C. Cheng, T. Cai, P. Szolovits, S. Y. Shaw, S. Churchill, E. W. Karlson, S. N. Murphy, I. Kohane, and K. P. Liao. Mortality and extraintestinal cancers in patients with primary sclerosing cholangitis and inflammatory bowel disease. J Crohns Colitis, 8(9):956–63, Sep 2014. PMCID: PMC4136996.
  133. A. N. Ananthakrishnan, A. Cagan, V. S. Gainer, S.-C. Cheng, T. Cai, E. Scoville, G. G. Konijeti, P. Szolovits, S. Y. Shaw, S. Churchill, E. W. Karlson, S. N. Murphy, I. Kohane, and K. P. Liao. Thromboprophylaxis is associated with reduced post-hospitalization venous thromboembolic events in patients with inflammatory bowel diseases. Clin Gastroenterol Hepatol, 12(11):1905–10, Nov 2014. PMCID: PMC4162859.
  134. A. N. Ananthakrishnan, A. Cagan, V. S. Gainer, S.-C. Cheng, T. Cai, P. Szolovits, S. Y. Shaw, S. Churchill, E. W. Karlson, S. N. Murphy, I. Kohane, and K. P. Liao. Higher plasma vitamin D is associated with reduced risk of Clostridium difficile infection in patients with inflammatory bowel diseases. Aliment Pharmacol Ther, 39(10):1136–42, May 2014. PMCID: PMC4187206.
  135. C. A. Brownstein, A. H. Beggs, N. Homer, B. Merriman, T. W. Yu, K. C. Flannery, E. T. DeChene, M. C. Towne, S. K. Savage, E. N. Price, I. A. Holm, L. J. Luquette, E. Lyon, J. Majzoub, P. Neupert, D. McCallie, Jr, P. Szolovits, H. F. Willard, N. J. Mendelsohn, R. Temme, R. S. Finkel, S. W. Yum, L. Medne, S. R. Sunyaev, I. Adzhubey, C. A. Cassa, P. I. W. de Bakker, H. Duzkale, P. Dworzyński, W. Fairbrother, L. Francioli, B. H. Funke, M. A. Giovanni, R. E. Handsaker, K. Lage, M. S. Lebo, M. Lek, I. Leshchiner, D. G. MacArthur, H. M. McLaughlin, M. F. Murray, T. H. Pers, P. P. Polak, S. Raychaudhuri, H. L. Rehm, R. Soemedi, N. O. Stitziel, S. Vestecka, J. Supper, C. Gugenmus, B. Klocke, A. Hahn, M. Schubach, M. Menzel, S. Biskup, P. Freisinger, M. Deng, M. Braun, S. Perner, R. J. H. Smith, J. L. Andorf, J. Huang, K. Ryckman, V. C. Sheffield, E. M. Stone, T. Bair, E. A. Black-Ziegelbein, T. A. Braun, B. Darbro, A. P. DeLuca, D. L. Kolbe, T. E. Scheetz, A. E. Shearer, R. Sompallae, K. Wang, A. G. Bassuk, E. Edens, K. Mathews, S. A. Moore, O. A. Shchelochkov, P. Trapane, A. Bossler, C. A. Campbell, J. W. Heusel, A. Kwitek, T. Maga, K. Panzer, T. Wassink, D. Van Daele, H. Azaiez, K. Booth, N. Meyer, M. M. Segal, M. S. Williams, G. Tromp, P. White, D. Corsmeier, S. Fitzgerald-Butt, G. Herman, D. Lamb-Thrush, K. L. McBride, D. Newsom, C. R. Pierson, A. T. Rakowsky, A. Maver, L. Lovrečić, A. Palandačić, B. Peterlin, A. Torkamani, A. Wedell, M. Huss, A. Alexeyenko, J. M. Lindvall, M. Magnusson, D. Nilsson, H. Stranneheim, F. Taylan, C. Gilissen, A. Hoischen, B. van Bon, H. Yntema, M. Nelen, W. Zhang, J. Sager, L. Zhang, K. Blair, D. Kural, M. Cariaso, G. G. Lennon, A. Javed, S. Agrawal, P. C. Ng, K. S. Sandhu, S. Krishna, V. Veeramachaneni, O. Isakov, E. Halperin, E. Friedman, N. Shomron, G. Glusman, J. C. Roach, J. Caballero, H. C. Cox, D. Mauldin, S. A. Ament, L. Rowen, D. R. Richards, F. A. San Lucas, M. L. Gonzalez-Garay, C. T. Caskey, Y. Bai, Y. Huang, F. Fang, Y. Zhang, Z. Wang, J. Barrera, J. M. Garcia-Lobo, D. González-Lamuño, J. Llorca, M. C. Rodriguez, I. Varela, M. G. Reese, F. M. De La Vega, E. Kiruluta, M. Cargill, R. K. Hart, J. M. Sorenson, G. J. Lyon, D. A. Stevenson, B. E. Bray, B. M. Moore, K. Eilbeck, M. Yandell, H. Zhao, L. Hou, X. Chen, X. Yan, M. Chen, C. Li, C. Yang, M. Gunel, P. Li, Y. Kong, A. C. Alexander, Z. I. Albertyn, K. M. Boycott, D. E. Bulman, P. M. K. Gordon, A. M. Innes, B. M. Knoppers, J. Majewski, C. R. Marshall, J. S. Parboosingh, S. L. Sawyer, M. E. Samuels, J. Schwartzentruber, I. S. Kohane, and D. M. Margulies. An international effort towards developing standards for best practices in analysis, interpretation and reporting of clinical genome sequencing results in the CLARITY Challenge. Genome Biol, 15(3):R53, 2014. PMCID: PMC4073084.
  136. A. Velasquez, M. Ghassemi, P. Szolovits, S. Park, J. Osorio, A. Dejam, and L. Celi. Long-term outcomes of minor troponin elevations in the intensive care unit. Anaesth Intensive Care, 42(3):356–64, May 2014. PMID: 24794476.
  137. J. A. Sinnott, W. Dai, K. P. Liao, S. Y. Shaw, A. N. Ananthakrishnan, V. S. Gainer, E. W. Karlson, S. Churchill, P. Szolovits, S. Murphy, I. Kohane, R. Plenge, and T. Cai. Improving the power of genetic association tests with imperfect phenotype derived from electronic medical records. Hum Genet, 133(11):1369–82, Nov 2014. PMCID: PMC4185241.
  138. M. Ghassemi, T. Naumann, F. Doshi-Velez, N. Brimmer, R. Joshi, A. Rumshisky, and P. Szolovits. Unfolding Physiological State: Mortality Modelling in Intensive Care Units. KDD, 2014:75–84, Aug 2014. PMCID: PMC4185189.
  139. Y. Luo, G. Riedlinger, and P. Szolovits. Text mining in cancer gene and pathway prioritization. Cancer Inform, 13(Suppl 1):69–79, 2014. PMCID: PMC4216063.
  140. M. Ghassemi, M. A. F. Pimentel, T. Naumann, T. Brennan, D. A. Clifton, P. Szolovits, and M. Feng. A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data. In AAAI 2015 Proceedings, pages 446–453, 2015.
  141. Y. Luo, Y. Xin, E. Hochberg, R. Joshi, O. Uzuner, and P. Szolovits. Subgraph augmented non-negative tensor factorization (SANTF) for modeling clinical narrative text. J Am Med Inform Assoc, 22(5):1009–19, Sep 2015. PMID: 25862765.
  142. K. P. Liao, T. Cai, G. K. Savova, S. N. Murphy, E. W. Karlson, A. N. Ananthakrishnan, V. S. Gainer, S. Y. Shaw, Z. Xia, P. Szolovits, S. Churchill, and I. Kohane. Development of phenotype algorithms using electronic medical records and incorporating natural language processing. BMJ, 350:h1885, 2015. PMCID: PMC4707569.
  143. S. Yu, K. P. Liao, S. Y. Shaw, V. S. Gainer, S. E. Churchill, P. Szolovits, S. N. Murphy, I. S. Kohane, and T. Cai. Toward high-throughput phenotyping: unbiased automated feature extraction and selection from knowledge sources. J Am Med Inform Assoc, 22(5):993–1000, Sep 2015. PMID: 25929596.
  144. A.Stubbs, Ö. Uzuner, C. Kotfila, I. Goldstein, and P. Szolovits. Challenges in Synthesizing Surrogate PHI in Narrative EMRs. In A. Gkoulalas-Divanis and G. Loukides, editors, Medical Data Privacy Handbook. Springer, 2015.
  145. Y. Luo, Ö. Uzuner, and P. Szolovits. Bridging semantics and syntax with graph algorithms-state-of-the-art of extracting biomedical relations. Brief Bioinform, Feb 2016. PMID: 26851224.
  146. Y. Luo, F. Wang, and P. Szolovits. Tensor factorization toward precision medicine. Brief Bioinform, Mar 2016. PMID: 26994614.

Recent Talks

  1. 4/8/2009. Health Information Technology and the Personal Health Record, CHI 2009, Boston, MA.
  2. 4/16/2009. Health Care Challenges for Computer Science, Northeastern University Distinguished Lecture, Boston, MA.
  3. 4/30/2009. Panel on Challenges and Opportunities Facing the Healthcare IT Industry, Harvard Law School, Cambridge, MA.
  4. 5/8/2009. The Personal Health Record: Implications for Research, Symposium on Collaboration: Information Technology and Biomedical Research, USC Keck School of Medicine, Los Angeles, CA.
  5. 5/12/2009. Panel on Improving Patient Safety and Clinical Workflow: System Integration through Medical Device Interoperability, CIMIT Forum, MGH, Boston, MA.
  6. 7/26/2009. Ontologies and Beyond. Panel presentation at the International Conference on Biomedical Ontologies, Buffalo, NY.
  7. 3/23/2010. Contemporary Clinical Research: the i2b2 Approach. Division of Biomedical Informatics, UC San Diego.
  8. 5/26/2010. Desiderata for the New Health Information Technology Initiatives. MIT CSAIL Industrial Affiliates Program, Cambridge, MA.
  9. 6/14/2010. Possibilities for Healthcare Computing. Keynote, Third U.S.-China Computer Science Leadership Summit, Beijing, China.
  10. 6/17/2010. Information Technology to Improve Health Care for Society. Keynote, 2010 China Computer Federation Conference on Future Computing, Changsha, China.
  11. 7/10/2010. I2B2 NLP Challenges. BioLINK SIG Workshop: Linking Literature, Information and Knowledge for Biology. ISMB 2010, Boston, Massachusetts.
  12. 10/7/2010. Capturing Primary Medical Data from Doctor/Patient Conversations. Nuance Corp., Burlington, Massachusetts.
  13. 11/14/2010. Computer Science in Bio-Medical Informatics. Panel presentation, AMIA Fall Symposium. Washington, DC.
  14. 11/16/2010. Doing Time in Medical Decision Support Systems. Panel presentation, AMIA Fall Symposium. Washington, DC.
  15. 12/9/2010. How Computer Science Research should Help Improve Healthcare. Harvard School of Public Health Colloquium Seminar. Boston MA.
  16. 1/4/2011. Natural Language Processing Challenges and Opportunities in Health Care Computing. Basis Technology, Inc. Cambridge, MA.
  17. 3/29/2011. Challenges and Possibilities for Health Care Computing. Distinguished Lecture, Wayne State University, Detroit MI.
  18. 7/2/2011. Exploiting Clinical Data for Research. Keynote, Workshop on Learning from Clinical Text, Seattle, WA.
  19. 11/17/2011. Predictive Modeling. Harvard Medical School Biomedical Informatics Seminar, Boston, MA.
  20. 12/14/2011. Predictive Modeling in Intensive Care. Children’s Hospital of Cincinnati, Cincinnati OH.
  21. 1/19/2012. Predictive Modeling in Intensive Care. Arizona State University, Dept. of Biomedical Informatics, Scottsdale, AZ.
  22. 1/24/2012. Predictive Modeling in Intensive Care. Division of Biomedical Informatics, University of California, San Diego.
  23. 8/11/2012. Predictive Modeling in Intensive Care. Meaningful Use of Complex Medical Data (MUCMD), Children’s Hospital Los Angeles.
  24. 12/4/2012. Combining Knowledge Rich and Evidence Driven Approaches Based on Large Amounts of EHR Data. Siemens-MIT Program Review, MIT, Cambridge, MA.
  25. 5/3/2013. Mining Clinical Data to build Predictive Model. Keynote at 2013 SIAM International Conference on Data Mining, Austin, TX.
  26. 5/3/2013. Panel "On Being a Successful Data Scientist in the Big Data Era". SIAM International Conference on Data Mining, Austin, TX.
  27. 7/18/2013. Mining Clinical Data to build Predictive Models. MIT ILP—Epoch Foundation Taiwan Symposium on "Big Data: Technologies and Applications," Taipei, Taiwan.
  28. 7/22-23/2013. Mining Clinical Data to build Predictive Models. Presented on visits to Astellas Pharmaceuticals, Fujitsu, and Toshiba, Tokyo, Japan.
  29. 9/25/2013. “New Diagnostics — or, Opportunities to Exploit Data”. Inaugural IMES Symposium (Converge, Create, Cure), MIT, Cambridge, MA.
  30. 11/25/2013. Mining Clinical Data to build Predictive Models. Computer Science Distinguished Lecture, U Mass, Amherst, MA.
  31. 12/4/2013. Mining Clinical Data to build Predictive Models. Boston Informatics and Research Training Seminar, Harvard Medical School, Boston, MA.
  32. 12/9/2013. Exploiting Clinical Data for Medical Research and Predictive Modeling. MGH Laboratory for Quantitative Modeling, Cambridge, MA.
  33. 1/7/2014. The Unreasonable Effectiveness of Clinical Data. Critical Data: Secondary Use of Big Data from Critical Care. Cambridge, MA.
  34. 3/26/2014. The Unreasonable Effectiveness of Clinical Data. Big Data Analytics: Challenges in Big Data for Data Mining, Machine Learning and Statistics. Cambridge, MA.
  35. 7/25/2014. Does Narrative Complement Codified Data as a Driver for Autism Research?. Simons Center for the Social Brain, MIT, Cambridge, MA.
  36. 7/27/2014. How AI Can Help Realize the Learning Healthcare System? AAAI Workshop on Modern AI for Health Analytics. Quebec City, Canada.
  37. 10/17/2014. Toward the Learning Healthcare System. Keynote at U. Wisconsin CIBM Annual Retreat. Madison, Wisconsin.
  38. 11/5/2014. How to Learn in “The Learning Healthcare System”. National Library of Medicine Informatics Lecture Series. Bethesda, MD.
  39. 11/17/2014. Evolution of Decision Support and Clinical Reasoning Systems. AMIA Symposium, Panel on History of Medical Informatics. Washington, DC.
  40. 9/29/2015. Clinical Decision Support: What's "Old" is New Again. Harvard Medical School, Boston, MA.
  41. 11/14/2015. Predictive Analytics: The Promise and Problems of Change. 2nd Workshop on Data Mining for Medical Informatics: Predictive Analytics. AMIA Symposium, San Francisco, CA.
  42. 11/17/2015. State of the Art of Clinical Narrative Report De-Identification and Its Future. AMIA Symposium, San Francisco, CA.
  43. 12/11/2016. Computational Identification of Complex Patterns and Temporal Trajectories within Sets of Clinical Laboratory Results. MIT-MGH Grand Challenge Workshop: Diagnostics.
  44. 1/9/2016. Artificial Intelligence in Medicine:
Past, Present, and Future. Pediatrics, 2040. Children's Hospital of Orange County, CA.
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