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Last Name

profilePeter Szolovits, PH.D.

TitleMember of the Harvard-MIT Health Sciences and Technology Faculty
InstitutionMassachusetts Institute of Technology
DepartmentHealth Sciences and Technology
AddressHarvard Medical School
The Stata Center, 32-254
32 Vassar St.
Cambridge MA 02139
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Collapse research activities and funding
The research activities and funding listed below are automatically derived from NIH ExPORTER and other sources, which might result in incorrect or missing items. Faculty can login to make corrections and additions.
R01LM009723     (SZOLOVITS, PETER)Sep 30, 2008 - Sep 29, 2012
Capturing Patient-Provider Encounter through Text Speech and Dialogue Processing
Role: Principal Investigator

U54LM008748     (KOHANE, ISAAC S.)Sep 15, 2004 - Sep 14, 2014
Informatics for Integrating Biology &the Bedside (i2b2)
Role: Co-Principal Investigator

R01LM005296     (SZOLOVITS, PETER)Sep 30, 1993 - Sep 29, 1997
Role: Principal Investigator

R01LM004493     (SZOLOVITS, PETER)Sep 30, 1985 - Sep 29, 1994
Role: Principal Investigator

R01HL033041     (LONG, WILLIAM J.)Apr 1, 1984 - Jul 31, 1998
Role: Co-Principal Investigator

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Collapse selected publications
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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  1. Yu S, Ma Y, Gronsbell J, Cai T, Ananthakrishnan AN, Gainer VS, Churchill SE, Szolovits P, Murphy SN, Kohane IS, Liao KP, Cai T. Enabling phenotypic big data with PheNorm. J Am Med Inform Assoc. 2017 Nov 03. PMID: 29126253.
    View in: PubMed
  2. Luo Y, Cheng Y, Uzuner Ö, Szolovits P, Starren J. Segment convolutional neural networks (Seg-CNNs) for classifying relations in clinical notes. J Am Med Inform Assoc. 2017 Aug 31. PMID: 29025149.
    View in: PubMed
  3. Ghassemi M, Wu M, Hughes MC, Szolovits P, Doshi-Velez F. Predicting intervention onset in the ICU with switching state space models. AMIA Jt Summits Transl Sci Proc. 2017; 2017:82-91. PMID: 28815112.
    View in: PubMed
  4. Luo Y, Uzuner Ö, Szolovits P. Bridging semantics and syntax with graph algorithms-state-of-the-art of extracting biomedical relations. Brief Bioinform. 2017 Jul 01; 18(4):722. PMID: 28472242.
    View in: PubMed
  5. Ong MS, Mullen MP, Austin ED, Szolovits P, Natter MD, Geva A, Cai T, Kong SW, Mandl KD. Learning a Comorbidity-Driven Taxonomy of Pediatric Pulmonary Hypertension. Circ Res. 2017 Aug 04; 121(4):341-353. PMID: 28611076.
    View in: PubMed
  6. Dernoncourt F, Lee JY, Uzuner O, Szolovits P. De-identification of patient notes with recurrent neural networks. J Am Med Inform Assoc. 2017 May 01; 24(3):596-606. PMID: 28040687.
    View in: PubMed
  7. Luo Y, Wang F, Szolovits P. Tensor factorization toward precision medicine. Brief Bioinform. 2017 May 01; 18(3):511-514. PMID: 26994614.
    View in: PubMed
  8. Wu M, Ghassemi M, Feng M, Celi LA, Szolovits P, Doshi-Velez F. Understanding vasopressor intervention and weaning: risk prediction in a public heterogeneous clinical time series database. J Am Med Inform Assoc. 2017 May 01; 24(3):488-495. PMID: 27707820.
    View in: PubMed
  9. Yu S, Chakrabortty A, Liao KP, Cai T, Ananthakrishnan AN, Gainer VS, Churchill SE, Szolovits P, Murphy SN, Kohane IS, Cai T. Surrogate-assisted feature extraction for high-throughput phenotyping. J Am Med Inform Assoc. 2017 Apr 01; 24(e1):e143-e149. PMID: 27632993.
    View in: PubMed
  10. Rumshisky A, Ghassemi M, Naumann T, Szolovits P, Castro VM, McCoy TH, Perlis RH. Predicting early psychiatric readmission with natural language processing of narrative discharge summaries. Transl Psychiatry. 2016 Oct 18; 6(10):e921. PMID: 27754482.
    View in: PubMed
  11. Manrai AK, Funke BH, Rehm HL, Olesen MS, Maron BA, Szolovits P, Margulies DM, Loscalzo J, Kohane IS. Genetic Misdiagnoses and the Potential for Health Disparities. N Engl J Med. 2016 Aug 18; 375(7):655-65. PMID: 27532831.
    View in: PubMed
  12. Hoogendoorn M, Berger T, Schulz A, Stolz T, Szolovits P. Predicting Social Anxiety Treatment Outcome Based on Therapeutic Email Conversations. IEEE J Biomed Health Inform. 2017 Sep; 21(5):1449-1459. PMID: 27542187.
    View in: PubMed
  13. Hoogendoorn M, El Hassouni A, Mok K, Ghassemi M, Szolovits P. Prediction using patient comparison vs. modeling: a case study for mortality prediction. Conf Proc IEEE Eng Med Biol Soc. 2016 Aug; 2016:2464-2467. PMID: 28268823.
    View in: PubMed
  14. Luo Y, Szolovits P. Efficient Queries of Stand-off Annotations for Natural Language Processing on Electronic Medical Records. Biomed Inform Insights. 2016; 8:29-38. PMID: 27478379; PMCID: PMC4954589.
  15. Luo Y, Szolovits P, Dighe AS, Baron JM. Using Machine Learning to Predict Laboratory Test Results. Am J Clin Pathol. 2016 Jun; 145(6):778-88. PMID: 27329638.
    View in: PubMed
  16. Johnson AE, Pollard TJ, Shen L, Lehman LW, Feng M, Ghassemi M, Moody B, Szolovits P, Celi LA, Mark RG. MIMIC-III, a freely accessible critical care database. Sci Data. 2016 May 24; 3:160035. PMID: 27219127; PMCID: PMC4878278.
  17. Hoogendoorn M, Szolovits P, Moons LMG, Numans ME. Utilizing uncoded consultation notes from electronic medical records for predictive modeling of colorectal cancer. Artif Intell Med. 2016 May; 69:53-61. PMID: 27085847; PMCID: PMC4884499 [Available on 05/01/17].
  18. Luo Y, Uzuner Ö, Szolovits P. Bridging semantics and syntax with graph algorithms-state-of-the-art of extracting biomedical relations. Brief Bioinform. 2017 Jan; 18(1):160-178. PMID: 26851224.
    View in: PubMed
  19. Liao KP, Ananthakrishnan AN, Kumar V, Xia Z, Cagan A, Gainer VS, Goryachev S, Chen P, Savova GK, Agniel D, Churchill S, Lee J, Murphy SN, Plenge RM, Szolovits P, Kohane I, Shaw SY, Karlson EW, Cai T. Methods to Develop an Electronic Medical Record Phenotype Algorithm to Compare the Risk of Coronary Artery Disease across 3 Chronic Disease Cohorts. PLoS One. 2015; 10(8):e0136651. PMID: 26301417; PMCID: PMC4547801.
  20. Yu S, Liao KP, Shaw SY, Gainer VS, Churchill SE, Szolovits P, Murphy SN, Kohane IS, Cai T. Toward high-throughput phenotyping: unbiased automated feature extraction and selection from knowledge sources. J Am Med Inform Assoc. 2015 Sep; 22(5):993-1000. PMID: 25929596; PMCID: PMC4986664.
  21. Liao KP, Cai T, Savova GK, Murphy SN, Karlson EW, Ananthakrishnan AN, Gainer VS, Shaw SY, Xia Z, Szolovits P, Churchill S, Kohane I. Development of phenotype algorithms using electronic medical records and incorporating natural language processing. BMJ. 2015 Apr 24; 350:h1885. PMID: 25911572; PMCID: PMC4707569.
  22. Luo Y, Xin Y, Hochberg E, Joshi R, Uzuner O, Szolovits P. Subgraph augmented non-negative tensor factorization (SANTF) for modeling clinical narrative text. J Am Med Inform Assoc. 2015 Sep; 22(5):1009-19. PMID: 25862765; PMCID: PMC4986663.
  23. Ghassemi M, Pimentel MA, Naumann T, Brennan T, Clifton DA, Szolovits P, Feng M. A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data. Proc Conf AAAI Artif Intell. 2015 Jan; 2015:446-453. PMID: 27182460.
    View in: PubMed
  24. Luo Y, Riedlinger G, Szolovits P. Text mining in cancer gene and pathway prioritization. Cancer Inform. 2014; 13(Suppl 1):69-79. PMID: 25392685; PMCID: PMC4216063.
  25. Ghassemi M, Naumann T, Doshi-Velez F, Brimmer N, Joshi R, Rumshisky A, Szolovits P. Unfolding Physiological State: Mortality Modelling in Intensive Care Units. KDD. 2014 Aug 24; 2014:75-84. PMID: 25289175.
    View in: PubMed
  26. Sinnott JA, Dai W, Liao KP, Shaw SY, Ananthakrishnan AN, Gainer VS, Karlson EW, Churchill S, Szolovits P, Murphy S, Kohane I, Plenge R, Cai T. Improving the power of genetic association tests with imperfect phenotype derived from electronic medical records. Hum Genet. 2014 Nov; 133(11):1369-82. PMID: 25062868; PMCID: PMC4185241.
  27. Velasquez A, Ghassemi M, Szolovits P, Park S, Osorio J, Dejam A, Celi L. Long-term outcomes of minor troponin elevations in the intensive care unit. Anaesth Intensive Care. 2014 May; 42(3):356-64. PMID: 24794476.
    View in: PubMed
  28. Brownstein CA, Beggs AH, Homer N, Merriman B, Yu TW, Flannery KC, DeChene ET, Towne MC, Savage SK, Price EN, Holm IA, Luquette LJ, Lyon E, Majzoub J, Neupert P, McCallie D, Szolovits P, Willard HF, Mendelsohn NJ, Temme R, Finkel RS, Yum SW, Medne L, Sunyaev SR, Adzhubey I, Cassa CA, de Bakker PI, Duzkale H, Dworzynski P, Fairbrother W, Francioli L, Funke BH, Giovanni MA, Handsaker RE, Lage K, Lebo MS, Lek M, Leshchiner I, MacArthur DG, McLaughlin HM, Murray MF, Pers TH, Polak PP, Raychaudhuri S, Rehm HL, Soemedi R, Stitziel NO, Vestecka S, Supper J, Gugenmus C, Klocke B, Hahn A, Schubach M, Menzel M, Biskup S, Freisinger P, Deng M, Braun M, Perner S, Smith RJ, Andorf JL, Huang J, Ryckman K, Sheffield VC, Stone EM, Bair T, Black-Ziegelbein EA, Braun TA, Darbro B, DeLuca AP, Kolbe DL, Scheetz TE, Shearer AE, Sompallae R, Wang K, Bassuk AG, Edens E, Mathews K, Moore SA, Shchelochkov OA, Trapane P, Bossler A, Campbell CA, Heusel JW, Kwitek A, Maga T, Panzer K, Wassink T, Van Daele D, Azaiez H, Booth K, Meyer N, Segal MM, Williams MS, Tromp G, White P, Corsmeier D, Fitzgerald-Butt S, Herman G, Lamb-Thrush D, McBride KL, Newsom D, Pierson CR, Rakowsky AT, Maver A, Lovrecic L, Palandacic A, Peterlin B, Torkamani A, Wedell A, Huss M, Alexeyenko A, Lindvall JM, Magnusson M, Nilsson D, Stranneheim H, Taylan F, Gilissen C, Hoischen A, van Bon B, Yntema H, Nelen M, Zhang W, Sager J, Zhang L, Blair K, Kural D, Cariaso M, Lennon GG, Javed A, Agrawal S, Ng PC, Sandhu KS, Krishna S, Veeramachaneni V, Isakov O, Halperin E, Friedman E, Shomron N, Glusman G, Roach JC, Caballero J, Cox HC, Mauldin D, Ament SA, Rowen L, Richards DR, San Lucas FA, Gonzalez-Garay ML, Caskey CT, Bai Y, Huang Y, Fang F, Zhang Y, Wang Z, Barrera J, Garcia-Lobo JM, González-Lamuño D, Llorca J, Rodriguez MC, Varela I, Reese MG, De La Vega FM, Kiruluta E, Cargill M, Hart RK, Sorenson JM, Lyon GJ, Stevenson DA, Bray BE, Moore BM, Eilbeck K, Yandell M, Zhao H, Hou L, Chen X, Yan X, Chen M, Li C, Yang C, Gunel M, Li P, Kong Y, Alexander AC, Albertyn ZI, Boycott KM, Bulman DE, Gordon PM, Innes AM, Knoppers BM, Majewski J, Marshall CR, Parboosingh JS, Sawyer SL, Samuels ME, Schwartzentruber J, Kohane IS, Margulies DM. 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. 2014 Mar 25; 15(3):R53. PMID: 24667040; PMCID: PMC4073084.
  29. Ananthakrishnan AN, Cagan A, Gainer VS, Cheng SC, Cai T, Szolovits P, Shaw SY, Churchill S, Karlson EW, Murphy SN, Kohane I, Liao KP. Higher plasma vitamin D is associated with reduced risk of Clostridium difficile infection in patients with inflammatory bowel diseases. Aliment Pharmacol Ther. 2014 May; 39(10):1136-42. PMID: 24641590; PMCID: PMC4187206.
  30. Ananthakrishnan AN, Cagan A, Gainer VS, Cheng SC, Cai T, Scoville E, Konijeti GG, Szolovits P, Shaw SY, Churchill S, Karlson EW, Murphy SN, Kohane I, Liao KP. Thromboprophylaxis is associated with reduced post-hospitalization venous thromboembolic events in patients with inflammatory bowel diseases. Clin Gastroenterol Hepatol. 2014 Nov; 12(11):1905-10. PMID: 24632349; PMCID: PMC4162859.
  31. Ananthakrishnan AN, Cagan A, Gainer VS, Cheng SC, Cai T, Szolovits P, Shaw SY, Churchill S, Karlson EW, Murphy SN, Kohane I, Liao KP. Mortality and extraintestinal cancers in patients with primary sclerosing cholangitis and inflammatory bowel disease. J Crohns Colitis. 2014 Sep; 8(9):956-63. PMID: 24559536; PMCID: PMC4136996.
  32. Chasin R, Rumshisky A, Uzuner O, Szolovits P. Word sense disambiguation in the clinical domain: a comparison of knowledge-rich and knowledge-poor unsupervised methods. J Am Med Inform Assoc. 2014 Sep-Oct; 21(5):842-9. PMID: 24441986; PMCID: PMC4147600.
  33. Luo Y, Sohani AR, Hochberg EP, Szolovits P. Automatic lymphoma classification with sentence subgraph mining from pathology reports. J Am Med Inform Assoc. 2014 Sep-Oct; 21(5):824-32. PMID: 24431333; PMCID: PMC4147603.
  34. Ananthakrishnan AN, Cheng SC, Cai T, Cagan A, Gainer VS, Szolovits P, Shaw SY, Churchill S, Karlson EW, Murphy SN, Kohane I, Liao KP. Serum inflammatory markers and risk of colorectal cancer in patients with inflammatory bowel diseases. Clin Gastroenterol Hepatol. 2014 Aug; 12(8):1342-8.e1. PMID: 24407106; PMCID: PMC4085150.
  35. Klann JG, Szolovits P, Downs SM, Schadow G. Decision support from local data: creating adaptive order menus from past clinician behavior. J Biomed Inform. 2014 Apr; 48:84-93. PMID: 24355978; PMCID: PMC4004673.
  36. Xia Z, Secor E, Chibnik LB, Bove RM, Cheng S, Chitnis T, Cagan A, Gainer VS, Chen PJ, Liao KP, Shaw SY, Ananthakrishnan AN, Szolovits P, Weiner HL, Karlson EW, Murphy SN, Savova GK, Cai T, Churchill SE, Plenge RM, Kohane IS, De Jager PL. Modeling disease severity in multiple sclerosis using electronic health records. PLoS One. 2013; 8(11):e78927. PMID: 24244385; PMCID: PMC3823928.
  37. Manrai AK, Kohane IS, Szolovits P. Urinary-cell mRNA and acute kidney-transplant rejection. N Engl J Med. 2013 Nov 07; 369(19):1859. PMID: 24195557.
    View in: PubMed
  38. Ananthakrishnan AN, Cheng SC, Cai T, Cagan A, Gainer VS, Szolovits P, Shaw SY, Churchill S, Karlson EW, Murphy SN, Kohane I, Liao KP. Association between reduced plasma 25-hydroxy vitamin D and increased risk of cancer in patients with inflammatory bowel diseases. Clin Gastroenterol Hepatol. 2014 May; 12(5):821-7. PMID: 24161349; PMCID: PMC3995841.
  39. Ananthakrishnan AN, Cagan A, Gainer VS, Cai T, Cheng SC, Savova G, Chen P, Szolovits P, Xia Z, De Jager PL, Shaw SY, Churchill S, Karlson EW, Kohane I, Plenge RM, Murphy SN, Liao KP. Normalization of plasma 25-hydroxy vitamin D is associated with reduced risk of surgery in Crohn's disease. Inflamm Bowel Dis. 2013 Aug; 19(9):1921-7. PMID: 23751398; PMCID: PMC3720838.
  40. Ananthakrishnan AN, Cai T, Savova G, Cheng SC, Chen P, Perez RG, Gainer VS, Murphy SN, Szolovits P, Xia Z, Shaw S, Churchill S, Karlson EW, Kohane I, Plenge RM, Liao KP. 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. 2013 Jun; 19(7):1411-20. PMID: 23567779; PMCID: PMC3665760.
  41. Liao KP, Diogo D, Cui J, Cai T, Okada Y, Gainer VS, Murphy SN, Gupta N, Mirel D, Ananthakrishnan AN, Szolovits P, Shaw SY, Raychaudhuri S, Churchill S, Kohane I, Karlson EW, Plenge RM. 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. 2014 Jun; 73(6):1170-5. PMID: 23716066; PMCID: PMC3815491.
  42. Liao KP, Kurreeman F, Li G, Duclos G, Murphy S, Guzman R, Cai T, Gupta N, Gainer V, Schur P, Cui J, Denny JC, Szolovits P, Churchill S, Kohane I, Karlson EW, Plenge RM. 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. 2013 Mar; 65(3):571-81. PMID: 23233247; PMCID: PMC3582761.
  43. Ananthakrishnan AN, Gainer VS, Cai T, Perez RG, Cheng SC, Savova G, Chen P, Szolovits P, Xia Z, De Jager PL, Shaw S, Churchill S, Karlson EW, Kohane I, Perlis RH, Plenge RM, Murphy SN, Liao KP. Similar risk of depression and anxiety following surgery or hospitalization for Crohn's disease and ulcerative colitis. Am J Gastroenterol. 2013 Apr; 108(4):594-601. PMID: 23337479; PMCID: PMC3627544.
  44. Ananthakrishnan AN, Gainer VS, Perez RG, Cai T, Cheng SC, Savova G, Chen P, Szolovits P, Xia Z, De Jager PL, Shaw SY, Churchill S, Karlson EW, Kohane I, Perlis RH, Plenge RM, Murphy SN, Liao KP. Psychiatric co-morbidity is associated with increased risk of surgery in Crohn's disease. Aliment Pharmacol Ther. 2013 Feb; 37(4):445-54. PMID: 23289600; PMCID: PMC3552092.
  45. Joshi R, Szolovits P. Prognostic physiology: modeling patient severity in Intensive Care Units using radial domain folding. AMIA Annu Symp Proc. 2012; 2012:1276-83. PMID: 23304406; PMCID: PMC3540548.
  46. Bodnari A, Szolovits P, Uzuner Ö. MCORES: a system for noun phrase coreference resolution for clinical records. J Am Med Inform Assoc. 2012 Sep-Oct; 19(5):906-12. PMID: 22419739; PMCID: PMC3422821.
  47. Rudin RS, Schneider EC, Volk LA, Szolovits P, Salzberg CA, Simon SR, Bates DW. Simulation Suggests that medical group mergers won't undermine the potential utility of health information exchanges. Health Aff (Millwood). 2012 Mar; 31(3):548-59. PMID: 22392665; PMCID: PMC3759523.
  48. Rudin RS, Salzberg CA, Szolovits P, Volk LA, Simon SR, Bates DW. Care transitions as opportunities for clinicians to use data exchange services: how often do they occur? J Am Med Inform Assoc. 2011 Nov-Dec; 18(6):853-8. PMID: 21531703; PMCID: PMC3197987.
  49. Kohane IS, Szolovits P. Marco Ramoni: an appreciation of academic achievement. J Am Med Inform Assoc. 2011 Jul-Aug; 18(4):367-9. PMID: 21474623; PMCID: PMC3128413.
  50. Kurreeman F, Liao K, Chibnik L, Hickey B, Stahl E, Gainer V, Li G, Bry L, Mahan S, Ardlie K, Thomson B, Szolovits P, Churchill S, Murphy SN, Cai T, Raychaudhuri S, Kohane I, Karlson E, Plenge RM. Genetic basis of autoantibody positive and negative rheumatoid arthritis risk in a multi-ethnic cohort derived from electronic health records. Am J Hum Genet. 2011 Jan 07; 88(1):57-69. PMID: 21211616; PMCID: PMC3014362.
  51. Liao KP, Cai T, Gainer V, Goryachev S, Zeng-treitler Q, Raychaudhuri S, Szolovits P, Churchill S, Murphy S, Kohane I, Karlson EW, Plenge RM. Electronic medical records for discovery research in rheumatoid arthritis. Arthritis Care Res (Hoboken). 2010 Aug; 62(8):1120-7. PMID: 20235204; PMCID: PMC3121049.
  52. Hug CW, Szolovits P. ICU acuity: real-time models versus daily models. AMIA Annu Symp Proc. 2009 Nov 14; 2009:260-4. PMID: 20351861; PMCID: PMC2815497.
  53. Klann JG, Szolovits P. An intelligent listening framework for capturing encounter notes from a doctor-patient dialog. BMC Med Inform Decis Mak. 2009 Nov 03; 9 Suppl 1:S3. PMID: 19891797; PMCID: PMC2773918.
  54. Clifford GD, Long WJ, Moody GB, Szolovits P. Robust parameter extraction for decision support using multimodal intensive care data. Philos Trans A Math Phys Eng Sci. 2009 Jan 28; 367(1887):411-29. PMID: 18936019; PMCID: PMC2617714.
  55. Celi LA, Hinske LC, Alterovitz G, Szolovits P. An artificial intelligence tool to predict fluid requirement in the intensive care unit: a proof-of-concept study. Crit Care. 2008; 12(6):R151. PMID: 19046450; PMCID: PMC2646316.
  56. Patel VL, Shortliffe EH, Stefanelli M, Szolovits P, Berthold MR, Bellazzi R, Abu-Hanna A. The coming of age of artificial intelligence in medicine. Artif Intell Med. 2009 May; 46(1):5-17. PMID: 18790621; PMCID: PMC2752210.
  57. Neamatullah I, Douglass MM, Lehman LW, Reisner A, Villarroel M, Long WJ, Szolovits P, Moody GB, Mark RG, Clifford GD. Automated de-identification of free-text medical records. BMC Med Inform Decis Mak. 2008 Jul 24; 8:32. PMID: 18652655; PMCID: PMC2526997.
  58. Zhang Y, Szolovits P. Patient-specific learning in real time for adaptive monitoring in critical care. J Biomed Inform. 2008 Jun; 41(3):452-60. PMID: 18463000; PMCID: PMC4450160.
  59. Uzuner O, Sibanda TC, Luo Y, Szolovits P. A de-identifier for medical discharge summaries. Artif Intell Med. 2008 Jan; 42(1):13-35. PMID: 18053696; PMCID: PMC2271040.
  60. Uzuner O, Luo Y, Szolovits P. Evaluating the state-of-the-art in automatic de-identification. J Am Med Inform Assoc. 2007 Sep-Oct; 14(5):550-63. PMID: 17600094; PMCID: PMC1975792.
  61. Szolovits P. What is a grid? J Am Med Inform Assoc. 2007 May-Jun; 14(3):386. PMID: 17329718; PMCID: PMC2244879.
  62. Sebastiani P, Mandl KD, Szolovits P, Kohane IS, Ramoni MF. A Bayesian dynamic model for influenza surveillance. Stat Med. 2006 Jun 15; 25(11):1803-16; discussion 1817-25. PMID: 16645996; PMCID: PMC4128871.
  63. Mohtashemi M, Szolovits P, Dunyak J, Mandl KD. A susceptible-infected model of early detection of respiratory infection outbreaks on a background of influenza. J Theor Biol. 2006 Aug 21; 241(4):954-63. PMID: 16556450; PMCID: PMC3754793.
  64. Sibanda T, He T, Szolovits P, Uzuner O. Syntactically-informed semantic category recognition in discharge summaries. AMIA Annu Symp Proc. 2006; 714-8. PMID: 17238434; PMCID: PMC1839398.
  65. Heldt T, Long B, Verghese GC, Szolovits P, Mark RG. Integrating data, models, and reasoning in critical care. Conf Proc IEEE Eng Med Biol Soc. 2006; 1:350-3. PMID: 17946818.
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  66. Fioriglio G, Szolovits P. Copy fees and patients' rights to obtain a copy of their medical records: from law to reality. AMIA Annu Symp Proc. 2005; 251-5. PMID: 16779040; PMCID: PMC1560890.
  67. Fraser HS, Biondich P, Moodley D, Choi S, Mamlin BW, Szolovits P. Implementing electronic medical record systems in developing countries. Inform Prim Care. 2005; 13(2):83-95. PMID: 15992493.
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  68. Szolovits P. Adding a medical lexicon to an English Parser. AMIA Annu Symp Proc. 2003; 639-43. PMID: 14728251; PMCID: PMC1480111.
  69. Riva A, Mandl KD, Oh DH, Nigrin DJ, Butte A, Szolovits P, Kohane IS. The personal internetworked notary and guardian. Int J Med Inform. 2001 Jun; 62(1):27-40. PMID: 11340004.
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  70. Mandl KD, Szolovits P, Kohane IS. Public standards and patients' control: how to keep electronic medical records accessible but private. BMJ. 2001 Feb 03; 322(7281):283-7. PMID: 11157533; PMCID: PMC1119527.
  71. Fraser HS, Jazayeri D, Bannach L, Szolovits P, McGrath SJ. TeleMedMail: free software to facilitate telemedicine in developing countries. Stud Health Technol Inform. 2001; 84(Pt 1):815-9. PMID: 11604848.
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  72. Kohane IS, Dong H, Szolovits P. Health information identification and de-identification toolkit. Proc AMIA Symp. 1998; 356-60. PMID: 9929241; PMCID: PMC2232117.
  73. Halamka JD, Szolovits P, Rind D, Safran C. A WWW implementation of national recommendations for protecting electronic health information. J Am Med Inform Assoc. 1997 Nov-Dec; 4(6):458-64. PMID: 9391933; PMCID: PMC61263.
  74. Rind DM, Kohane IS, Szolovits P, Safran C, Chueh HC, Barnett GO. Maintaining the confidentiality of medical records shared over the Internet and the World Wide Web. Ann Intern Med. 1997 Jul 15; 127(2):138-41. PMID: 9230004.
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  75. Wang K, van Wingerde FJ, Bradshaw K, Szolovits P, Kohane I. A Java-based multi-institutional medical information retrieval system. Proc AMIA Annu Fall Symp. 1997; 538-42. PMID: 9357684; PMCID: PMC2233350.
  76. Kohane IS, Greenspun P, Fackler J, Cimino C, Szolovits P. Building national electronic medical record systems via the World Wide Web. J Am Med Inform Assoc. 1996 May-Jun; 3(3):191-207. PMID: 8723610; PMCID: PMC116301.
  77. Kohane IS, van Wingerde FJ, Fackler JC, Cimino C, Kilbridge P, Murphy S, Chueh H, Rind D, Safran C, Barnett O, Szolovits P. Sharing electronic medical records across multiple heterogeneous and competing institutions. Proc AMIA Annu Fall Symp. 1996; 608-12. PMID: 8947738; PMCID: PMC2233175.
  78. van Wingerde FJ, Schindler J, Kilbridge P, Szolovits P, Safran C, Rind D, Murphy S, Barnett GO, Kohane IS. Using HL7 and the World Wide Web for unifying patient data from remote databases. Proc AMIA Annu Fall Symp. 1996; 643-7. PMID: 8947745; PMCID: PMC2233237.
  79. Szolovits P. Uncertainty and decisions in medical informatics. Methods Inf Med. 1995 Mar; 34(1-2):111-21. PMID: 9082120.
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  80. Szolovits P, Kohane I. Against simple universal health-care identifiers. J Am Med Inform Assoc. 1994 Jul-Aug; 1(4):316-9. PMID: 7719815; PMCID: PMC116211.
  81. Szolovits P, Pauker SG. A coherent philosophy for development or a straightjacket for research? Methods Inf Med. 1993; 32(1):16-7. PMID: 21203680.
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  82. Szolovits P. Compilation for fast calculation over pedigrees. Cytogenet Cell Genet. 1992; 59(2-3):136-8. PMID: 1737481.
    View in: PubMed
  83. Szolovits P, Patil RS, Schwartz WB. Artificial intelligence in medical diagnosis. Ann Intern Med. 1988 Jan; 108(1):80-7. PMID: 3276267.
    View in: PubMed
  84. Schwartz WB, Patil RS, Szolovits P. Artificial intelligence in medicine. Where do we stand? N Engl J Med. 1987 Mar 12; 316(11):685-8. PMID: 3821801.
    View in: PubMed
  85. Potvin AR, Crosier WG, Fromm E, Lin JC, Neuman MR, Pilkington TC, Robinson CJ, Schneider LW, Strohbehn JW, Szolovits P, et al. Report of an IEEE task force--an IEEE opinion on research needs for biomedical engineering systems. IEEE Trans Biomed Eng. 1986 Jan; 33(1):48-59. PMID: 3940989.
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