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Adam C. Dziorny, M.D., Ph.D.

Adam C. Dziorny, M.D., Ph.D.

Pediatrics , Pediatric Critical Care

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UR Medicine Faculty The University of Rochester Medical Faculty Group (URMFG) consists of over 900 specialist and primary care providers spanning 19 departments. URMFG is certified by the National Committee for Quality Assurance.
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Contact

Office (585) 276-3014
Administrative (585) 275-8138

About Me

Adam received his B.S. in Biomedical Engineering and Computer Science at Johns Hopkins University. He earned his MD PhD from the University of Rochester and a certificate in Clinical Informatics at the Oregon Health and Science University. He completed his Pediatric residency at the Children’s Hos...
Adam received his B.S. in Biomedical Engineering and Computer Science at Johns Hopkins University. He earned his MD PhD from the University of Rochester and a certificate in Clinical Informatics at the Oregon Health and Science University. He completed his Pediatric residency at the Children’s Hospital of Philadelphia where he also was a Chief Resident and stayed on for his dual subspecialty training in Pediatric Critical Care and Clinical Informatics. His research interests lie at the intersection of data science and pediatric clinical care. He has developed a data-driven software platform to automatically attribute patients to trainees and has received several foundation grants to support this multi-institutional program to enhance graduate medical education. Additionally he is interested in effective clinical decision support in the critical care environment and has ongoing collaborations to understand the current state as well as test improved decision support methods.

Certified Specialties

Clinical Informatics - American Board of Preventive Medicine

Faculty Appointments

Associate Professor - Department of Pediatrics, Critical Care (SMD)

Associate Professor - Department of Biomedical Engineering (SMD) - Joint

Credentials

Residency & Fellowship

Fellowship, Children's Hospital of Philadelphia. 2016 - 2020

Residency, Pediatrics, Children's Hospital of Philadelphia. 2013 - 2015

Internship, Pediatrics, Children's Hospital of Philadelphia. 2012 - 2013

Education

MD | University of Rochester School of Medicine/Dentistry (USA). 2012

PhD | University of Rochester School of Medicine/Dentistry (USA). Specialist/Technology, Other, Biomedical Engineering. 2009

Awards

Outstanding Faculty Teaching Award. 2022

Distinguished Poster Award: Probabilistic Linkage of Virtual Pediatric Systems and PEDSnet Patients. 2018 - 2018

Publications

Journal Articles

Fluid Management Bundles: Beginning to Build a Bridge Over Troubled Water?

Braun CG, Selewski DT, Dziorny AC, Hasson DC

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies.. 2025 March 7 Epub 03/07/2025.

External Validation, Re-Calibration, and Extension of a Prediction Model of Early Acute Kidney Injury in Critically Ill Children using Multi-Center Data.

Dziorny AC, Drury S, Clark A, Farris RW, Nishisaki A, Cornell TT, Tawfik DS, Bennett TD, Shah SS, Weiss SL, Mohamed T, Shah N, McMahon J, Muthu N, Wetzel RC, Zand M, Nelson Sanchez-Pinto L

medRxiv : the preprint server for health sciences.. 2025 February 6 Epub 02/06/2025.

Alert design in the real world: a cross-sectional analysis of interruptive alerting at 9 academic pediatric health systems.

Kandaswamy S, Yarahuan JKW, Dobler EA, Molloy MJ, Knake LA, Hernandez SM, Fallon AA, Hess LM, McCoy AB, Fortunov RM, Kirkendall ES, Muthu N, Orenstein EW, Dziorny AC, Chaparro JD

Journal of the American Medical Informatics Association : JAMIA.. 2025 February 4 Epub 02/04/2025.

Pediatric Predictive Artificial Intelligence Implemented in Clinical Practice from 2010-2021: A Systematic Review.

Kandaswamy S, Knake LA, Dziorny A, Hernandez S, McCoy AB, Hess LM, Orenstein E, White MS, Kirkendall ES, Molloy M, Hagedorn P, Muthu N, Murugan A, Beus JM, Mai M, Luo B, Chaparro JD

Applied clinical informatics.. 2025 January 21 Epub 01/21/2025.

Low-Resource Hospital Days for Children Following New Tracheostomy.

Cecil CA, Dziorny AC, Hall M, Kane JM, Kohne J, Olszewski AE, Rogerson CM, Slain KN, Toomey V, Goodman DM, Heneghan JA

Pediatrics.. 2024 September 1154 (3)Epub 1900 01 01.

The Pediatric Data Science and Analytics Subgroup of the Pediatric Acute Lung Injury and Sepsis Investigators Network: Use of Supervised Machine Learning Applications in Pediatric Critical Care Medicine Research.

Heneghan JA, Walker SB, Fawcett A, Bennett TD, Dziorny AC, Sanchez-Pinto LN, Farris RWD, Winter MC, Badke C, Martin B, Brown SR, McCrory MC, Ness-Cochinwala M, Rogerson C, Baloglu O, Harwayne-Gidansky I, Hudkins MR, Kamaleswaran R, Gangadharan S, Tripathi S, Mendonca EA, Markovitz BP, Mayampurath A, Spaeder MC,

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies.. 2024 April 125 (4):364-374. Epub 12/07/2023.

Child Opportunity Index and Pediatric Intensive Care Outcomes: A Multicenter Retrospective Study in the United States.

McCrory MC, Akande M, Slain KN, Kennedy CE, Winter MC, Stottlemyre MG, Wakeham MK, Barnack KA, Huang JX, Sharma M, Zurca AD, Pinto NP, Dziorny AC, Maddux AB, Garg A, Woodruff AG, Hartman ME, Timmons OD, Heidersbach RS, Cisco MJ, Sochet AA, Wells BJ, Halvorson EE, Saha AK,

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies.. 2024 April 125 (4):323-334. Epub 12/13/2023.

Probabilistic Linkage Creates a Novel Database to Study Bronchiolitis Care in the PICU.

Flaherty BF, Smith M, Dziorny A, Srivastava R, Cook LJ, Keenan HT

Hospital pediatrics.. 2024 March 114 (3):e150-e155. Epub 1900 01 01.

Guidance for reporting analyses of metadata on electronic health record use.

Rule A, Kannampallil T, Hribar MR, Dziorny AC, Thombley R, Apathy NC, Adler-Milstein J

Journal of the American Medical Informatics Association : JAMIA.. 2024 February 1631 (3):784-789. Epub 1900 01 01.

Clinical and Analytic Accuracy of Simultaneously Acquired Hemoglobin Measurements: A Multi-Institution Cohort Study to Minimize Redundant Laboratory Usage.

Dziorny AC, Jones C, Salant JA, Kubis S, Zand MS, Wolfe HA, Srinivasan V

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies.. 2023 November 124 (11):e520-e530. Epub 05/23/2023.

The association of auditory function measures with low-level methylmercury from oceanic fish consumption and mercury vapor from amalgam: The Seychelles Child Development Study Nutrition 1 Cohort.

Orlando MS, Love T, Harrington D, Dziorny AC, Shamlaye CF, Watson GE, van Wijngaarden E, Davidson PW, Myers GJ

Neurotoxicology.. 2023 March 95 :46-55. Epub 01/05/2023.

Measuring Training Disruptions Using an Informatics Based Tool.

Mai MV, Muthu N, Carroll B, Costello A, West DC, Dziorny AC

Academic pediatrics.. 2023 23 (1):7-11. Epub 03/16/2022.

Clinical Decision Support in the PICU: Implications for Design and Evaluation.

Dziorny AC, Heneghan JA, Bhat MA, Karavite DJ, Sanchez-Pinto LN, McArthur J, Muthu N,

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies.. 2022 August 123 (8):e392-e396. Epub 04/28/2022.

Clinical Decision Support Stewardship: Best Practices and Techniques to Monitor and Improve Interruptive Alerts.

Chaparro JD, Beus JM, Dziorny AC, Hagedorn PA, Hernandez S, Kandaswamy S, Kirkendall ES, McCoy AB, Muthu N, Orenstein EW

Applied clinical informatics.. 2022 May 13 (3):560-568. Epub 05/25/2022.

Alert burden in pediatric hospitals: a cross-sectional analysis of six academic pediatric health systems using novel metrics.

Orenstein EW, Kandaswamy S, Muthu N, Chaparro JD, Hagedorn PA, Dziorny AC, Moses A, Hernandez S, Khan A, Huth HB, Beus JM, Kirkendall ES

Journal of the American Medical Informatics Association : JAMIA.. 2021 November 2528 (12):2654-2660. Epub 1900 01 01.

An introduction to machine learning for clinicians: How can machine learning augment knowledge in geriatric oncology?

Ramsdale E, Snyder E, Culakova E, Xu H, Dziorny A, Yang S, Zand M, Anand A

Journal of geriatric oncology.. 2021 November 12 (8):1159-1163. Epub 03/29/2021.

Rescuing Auditory Temporal Processing with a Novel Augmented Acoustic Environment in an Animal Model of Congenital Hearing Loss.

Dziorny AC, Luebke AE, Scott LL, Walton JP

eNeuro.. 2021 8 (4)Epub 07/14/2021.

Joining Datasets Without Identifiers: Probabilistic Linkage of Virtual Pediatric Systems and PEDSnet.

Dziorny AC, Lindell RB, Bennett TD, Bailey LC

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies.. 2020 September 21 (9):e628-e634. Epub 1900 01 01.

From Bedside to Bytes and Back: Data Quality and Standardization for Research, Quality Improvement, and Clinical Decision Support in the Era of Electronic Health Records.

Sanchez-Pinto LN, Dziorny AC

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies.. 2020 August 21 (8):780-781. Epub 1900 01 01.

Attributing Patients to Pediatric Residents Using Electronic Health Record Features Augmented with Audit Logs.

Mai MV, Orenstein EW, Manning JD, Luberti AA, Dziorny AC

Applied clinical informatics.. 2020 May 11 (3):442-451. Epub 06/24/2020.

Association of Audiometric Measures with plasma long chain polyunsaturated fatty acids in a high-fish eating population: The Seychelles Child Development Study.

Orlando MS, Dziorny AC, Love T, Harrington D, Shamlaye CF, Watson G, van Wijngaarden E, Zareba G, Davidson PW, Mulhern MS, McSorley EM, Yeates AJ, Strain JJ, Myers GJ

Neurotoxicology.. 2020 March 77 :137-144. Epub 01/23/2020.

Association Between Mobile Telephone Interruptions and Medication Administration Errors in a Pediatric Intensive Care Unit.

Bonafide CP, Miller JM, Localio AR, Khan A, Dziorny AC, Mai M, Stemler S, Chen W, Holmes JH, Nadkarni VM, Keren R

JAMA pediatrics.. 2020 February 1174 (2):162-169. Epub 1900 01 01.

Automatic Detection of Front-Line Clinician Hospital Shifts: A Novel Use of Electronic Health Record Timestamp Data.

Dziorny AC, Orenstein EW, Lindell RB, Hames NA, Washington N, Desai B

Applied clinical informatics.. 2019 January 10 (1):28-37. Epub 01/09/2019.

Pediatric trainees systematically under-report duty hour violations compared to electronic health record defined shifts.

Dziorny AC, Orenstein EW, Lindell RB, Hames NA, Washington N, Desai B

PloS one.. 2019 14 (12):e0226493. Epub 12/12/2019.

Development and Evaluation of High-Value Pediatrics: A High-Value Care Pediatric Resident Curriculum.

Dewan M, Herrmann LE, Tchou MJ, Parsons A, Muthu N, Tenney-Soeiro R, Fieldston E, Lindell RB, Dziorny A, Gosdin C, Bamat TW

Hospital pediatrics.. 2018 December 8 (12):785-792. Epub 11/13/2018.

Influence of simulation on electronic health record use patterns among pediatric residents.

Orenstein EW, Rasooly IR, Mai MV, Dziorny AC, Phillips W, Utidjian L, Luberti A, Posner J, Tenney-Soeiro R, Bonafide CP

Journal of the American Medical Informatics Association : JAMIA.. 2018 November 125 (11):1501-1506. Epub 1900 01 01.

Effect of the Procalcitonin Assay on Antibiotic Use in Critically Ill Children.

Ross RK, Keele L, Kubis S, Lautz AJ, Dziorny AC, Denson AR, O'Connor KA, Chilutti MR, Weiss SL, Gerber JS

Journal of the Pediatric Infectious Diseases Society.. 2018 May 157 (2):e43-e46. Epub 1900 01 01.

Loss of the Cochlear Amplifier Prestin Reduces Temporal Processing Efficacy in the Central Auditory System.

Walton JP, Dziorny AC, Vasilyeva ON, Luebke AE

Frontiers in cellular neuroscience.. 2018 12 :291. Epub 09/21/2018.

Value of Procalcitonin Measurement for Early Evidence of Severe Bacterial Infections in the Pediatric Intensive Care Unit.

Lautz AJ, Dziorny AC, Denson AR, O'Connor KA, Chilutti MR, Ross RK, Gerber JS, Weiss SL

The Journal of pediatrics.. 2016 December 179 :74-81.e2. Epub 08/29/2016.

Life course health and healthcare utilization among adults with spina bifida.

Liptak GS, Robinson LM, Davidson PW, Dziorny A, Lavalley R, Flaherty MG, Dosa NP

Developmental medicine and child neurology.. 2016 July 58 (7):714-20. Epub 11/02/2015.

Associations between prenatal and recent postnatal methylmercury exposure and auditory function at age 19 years in the Seychelles Child Development Study.

Orlando MS, Dziorny AC, Harrington D, Love T, Shamlaye CF, Watson GE, van Wijngaarden E, Davidson PW, Myers GJ

Neurotoxicology and teratology.. 2014 46 :68-76. Epub 1900 01 01.

Neurophysiologic measures of auditory function in fish consumers: associations with long chain polyunsaturated fatty acids and methylmercury.

Dziorny AC, Orlando MS, Strain JJ, Davidson PW, Myers GJ

Neurotoxicology.. 2013 September 38 :147-57. Epub 10/12/2012.

Regional white matter change in pre-symptomatic Huntington's disease: a diffusion tensor imaging study.

Reading SA, Yassa MA, Bakker A, Dziorny AC, Gourley LM, Yallapragada V, Rosenblatt A, Margolis RL, Aylward EH, Brandt J, Mori S, van Zijl P, Bassett SS, Ross CA

Psychiatry research.. 2005 October 30140 (1):55-62. Epub 09/30/2005.

Functional brain changes in presymptomatic Huntington's disease.

Reading SA, Dziorny AC, Peroutka LA, Schreiber M, Gourley LM, Yallapragada V, Rosenblatt A, Margolis RL, Pekar JJ, Pearlson GD, Aylward E, Brandt J, Bassett SS, Ross CA

Annals of neurology.. 2004 June 55 (6):879-83. Epub 1900 01 01.

Dynamic programming generation of boundaries of local coordinatized submanifolds in the neocortex: application to the planum temporale.

Ratnanather JT, Barta PE, Honeycutt NA, Lee N, Morris HM, Dziorny AC, Hurdal MK, Pearlson GD, Miller MI

NeuroImage.. 2003 September 20 (1):359-77. Epub 1900 01 01.

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