Diego Martinez

Assistant Professor




Preferred Pronouns


Personal Academic Website

Research/Topics of Interest

Agent-based models
Antibiotic resistance
Apply models to public health
Health systems
Machine learning models
Network models
Public health application of models
Public health policy/interventions
Social determinants of health
Emergency Medicine
Operations Research
Healthcare Delivery
Health Policy

Pathogens/Diseases of Main Interest/Expertise

Respiratory diseases

Countries of Work/Collaboration

United States
United Kingdom



Shaw-Saliba K, Hansoti B, Burkom H, Martinez DA, DuVal A, Lee B, Chau P, McBride B, Hsieh YH, Sathananthan V, Persing D, Turnlund M, Shively R, Dugas A, Rothman RE. (2022). Cloud-Based Influenza Surveillance System in Emergency Departments Using Molecular-Based Testing: Advances and Challenges. The western journal of emergency medicine, 23(2)

Martinez DA, Klein EY, Parent C, Prieto D, Bigelow BF, Saxton RE, Page KR. (2021). Latino Household Transmission of SARS-CoV-2. Clinical infectious diseases : an official publication of the Infectious Diseases Society of America

Strauss AT, Yeh J, Martinez DA, Yenokyan G, Yoder J, Nehra R, Feller T, Bull-Henry K, Stein E, Hsu LCH, Al-Grain H, Zabko C, Fain C. (2021). A patient-centered framework for health systems engineering in gastroenterology: improving inpatient colonoscopy bowel preparation. BMC gastroenterology, 21(1)

Martinez DA, Levin SR, Hinson JS. (2021). In Reply. Annals of emergency medicine, 77(2)

Kundu A, Feijoo F, Martinez DA, Hermosilla M, Matis T. (2021). Prospective adverse event risk evaluation in clinical trials. Health care management science

Lin G, Tseng KK, Gatalo O, Martinez DA, Hinson JS, Milstone AM, Levin S, Klein E, . (2021). Cost-effectiveness of carbapenem-resistant Enterobacteriaceae (CRE) surveillance in Maryland. Infection control and hospital epidemiology

Acuna JA, Zayas-Castro JL, Feijoo F, Sankaranarayanan S, Martinez R, Martinez DA. (2021). The Waiting Game - How Cooperation Between Public and Private Hospitals Can Help Reduce Waiting Lists. Health care management science

Martinez DA, Cai J, Oke JB, Jarrell AS, Feijoo F, Appelbaum J, Klein E, Barnes S, Levin SR, . (2020). Where is my infusion pump? Harnessing network dynamics for improved hospital equipment fleet management. Journal of the American Medical Informatics Association : JAMIA, 27(6)

Martinez DA, Levin SR, Klein EY, Parikh CR, Menez S, Taylor RA, Hinson JS. (2020). Early Prediction of Acute Kidney Injury in the Emergency Department With Machine-Learning Methods Applied to Electronic Health Record Data. Annals of emergency medicine, 76(4)

Lin G, Siddiqui S, Bernstein J, Martinez DA, Gardner L, Albright T, Igusa T. (2021). Examining association between cohesion and diversity in collaboration networks of pharmaceutical clinical trials with drug approvals. Journal of the American Medical Informatics Association : JAMIA, 28(1)

Jiang W, Siddiqui S, Barnes S, Barouch LA, Korley F, Martinez DA, Toerper M, Cabral S, Hamrock E, Levin S. (2019). Readmission Risk Trajectories for Patients With Heart Failure Using a Dynamic Prediction Approach: Retrospective Study. JMIR medical informatics, 7(4)

Hinson JS, Martinez DA, Cabral S, George K, Whalen M, Hansoti B, Levin S. (2019). Triage Performance in Emergency Medicine: A Systematic Review. Annals of emergency medicine, 74(1)

Martinez DA, Kane EM, Jalalpour M, Scheulen J, Rupani H, Toteja R, Barbara C, Bush B, Levin SR. (2018). An Electronic Dashboard to Monitor Patient Flow at the Johns Hopkins Hospital: Communication of Key Performance Indicators Using the Donabedian Model. Journal of medical systems, 42(8)

Hinson JS, Martinez DA, Schmitz PSK, Toerper M, Radu D, Scheulen J, Stewart de Ramirez SA, Levin S. (2018). Accuracy of emergency department triage using the Emergency Severity Index and independent predictors of under-triage and over-triage in Brazil: a retrospective cohort analysis. International journal of emergency medicine, 11(1)

Mistry B, Stewart De Ramirez S, Kelen G, Schmitz PSK, Balhara KS, Levin S, Martinez D, Psoter K, Anton X, Hinson JS. (2018). Accuracy and Reliability of Emergency Department Triage Using the Emergency Severity Index: An International Multicenter Assessment. Annals of emergency medicine, 71(5)

Martinez DA, Tsalatsanis A, Yalcin A, Zayas-Castro JL, Djulbegovic B. (2016). Activating clinical trials: a process improvement approach. Trials, 17(1)

Woods-Hill CZ, Fackler J, Nelson McMillan K, Ascenzi J, Martinez DA, Toerper MF, Voskertchian A, Colantuoni E, Klaus SA, Levin S, Milstone AM. (2017). Association of a Clinical Practice Guideline With Blood Culture Use in Critically Ill Children. JAMA pediatrics, 171(2)

Martinez DA, Feijoo F, Zayas-Castro JL, Levin S, Das TK. (2018). A strategic gaming model for health information exchange markets. Health care management science, 21(1)

Strauss AT, Martinez DA, Garcia-Arce A, Taylor S, Mateja C, Fabri PJ, Zayas-Castro JL. (2015). A user needs assessment to inform health information exchange design and implementation. BMC medical informatics and decision making, (15)

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