Justin Rousseau, M.D.

Deputy Chief Medical Informatics Officer for Neurosciences

Neurology

New Patient Appointment or 214-645-8800

Education & Training

Residency - University of California San Diego (2011-2014), Neurology
Medical School - UNIVERSITY OF OKLAHOMA COLLEGE OF MEDICINE (2006-2010)
Other Post Graduate Training - Harvard Medical School (2014-2016)
Internship - St. Mary Medical Center (2010-2011), Internal Medicine

Books & Publications

Publications
- Creating a collaborative culture of learning within a network of community mental health early psychosis programs in Texas
  Lopez MA, Reznik SJ, Klodnick VV, Cohen D, Myers N, Rousseau JF, Aksan N, de Oliveira E, Strakowski SM Schizophrenia Research 2025 Feb 276 1-7
- Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine
  Jin Q, Chen F, Zhou Y, Xu Z, Cheung JM, Chen R, Summers RM, Rousseau JF, Ni P, Landsman MJ, Baxter SL, Al’Aref SJ, Li Y, Chen A, Brejt JA, Chiang MF, Peng Y, Lu Z npj Digital Medicine 2024 Dec 7
- IgM N-glycosylation correlates with COVID-19 severity and rate of complement deposition
  Author Collaboration ID, Author Collaboration IS, Author Collaboration IC, Author Collaboration IC, Author Collaboration IN, Author Collaboration IS, Author Collaboration C&, Haslund-Gourley BS, Woloszczuk K, Hou J, Connors J, Cusimano G, Bell M, Taramangalam B, Fourati S, Mege N, Bernui M, Altman MC, Krammer F, van Bakel H, Maecker HT, Rouphael N, Diray-Arce J, Wigdah B, Kutzler MA, Cairns CB, Haddad EK, Comunale MA, Ozonoff A, Ehrlich LI, Melamed E, Sesma AF, Simon V, Pulendran B, Nadeau KC, Davis MM, McCoey GA, Sekaly R, Baden LR, Levy O, Schaenman J, Reed EF, Shaw AC, Hafler DA, Montgomery RR, Kleinstein SH, Becker PM, Augustine AD, Calfee CS, Erle DJ, Debakey ME, Corry DB, Kheradmand F, Atkinson MA, Brakenridge SC, Agudelo Higuita NI, Rousseau JF Nature communications 2024 Dec 15
- Beyond bias: Aggregate approaches to conflicts of interest research and policy in biomedical research
  Graham SS, Harrison KR, Edward JC, Majdik ZP, Barbour JB, Rousseau JF World Medical and Health Policy 2024 Sep 16 489-505
- Comparing diagnostic criteria for posttraumatic stress disorder in a diverse sample of trauma-exposed youth
  Dodd CG, Kirk CL, Rathouz PJ, Custer J, Garrett AS, Taylor L, Rousseau JF, Claasen C, Morgan MM, Newport DJ, Wagner KD, Nemeroff CB Journal of Traumatic Stress 2024 Aug 37 606-616
- Patient Characteristics, Management, and Outcomes in a Novel Cohort of Primary Hyperparathyroidism
  Sant VR, Elnakieb Y, Lehmann C, Rousseau JF, Maalouf NM Journal of the Endocrine Society 2024 Aug 8
- The role of resilience in the development of depression, anxiety, and post-traumatic stress disorder after trauma in children and adolescents
  Srivastava AV, Brown R, Newport DJ, Rousseau JF, Wagner KD, Guzick A, Devargas C, Claassen C, Ugalde IT, Garrett A, Gushanas K, Liberzon I, Cisler JM, Nemeroff CB Psychiatry research 2024 Apr 334
- Comparative effectiveness of dexamethasone in treatment of hospitalized COVID-19 patients in the United States during the first year of the pandemic: Findings from the National COVID Cohort Collaborative (N3C) data repository
  Zhou R, Johnson KE, Rousseau JF, Rathouz PJ, Wilcox AB, Lee AM, Graves A, Anzalone A, Manna A, Saha A, Olex A, Zhou A, Williams AE, Southerland A, Girvin AT, Walden A, Sharathkumar AA, Amor B, Bates B, Hendricks B, Patel B, Alexander C, Bramante C, Ward-Caviness C, Madlock-Brown C, Suver C, Chute C, Dillon C, Wu C, Schmitt C, Takemoto C, Housman D, Gabriel D, Eichmann DA, Mazzotti D, Brown D, Boudreau E, Hill E, Zampino E, Carlson Marti E, Pfaff ER, French E, Koraishy FM, Mariona F, Prior F, Sokos G, Martin G, Lehmann H, Spratt H, Mehta H, Liu H, Sidky H, Hayanga JW, Pincavitch J, Clark J, Harper JR, Islam J, Ge J, Gagnier J, Saltz JH, Saltz J, Loomba J, Buse J, Mathew J, Rutter JL, McMurry JA, Guinney J, Starren J, Crowley K, Bradwell KR, Walters KM, Wilkins K, Gersing KR, Cato KD, Murray K, Kostka K, Northington L, Pyles LA, Misquitta L, Cottrell L, Portilla L, Deacy M, Bissell MM, Clark M, Emmett M, Saltz MM, Palchuk MB, Haendel MA, Adams M, Temple-O'Connor M, Kurilla MG, Morris M, Qureshi N, Safdar N, Garbarini N, Sharafeldin N, Sadan O, Francis PA, Burgoon PW, Robinson P, Payne PR, Fuentes R, Jawa R, Erwin-Cohen R, Patel R, Moffitt RA, Zhu RL, Kamaleswaran R, Hurley R, Miller RT, Pyarajan S, Michael SG, Bozzette S, Mallipattu S, Vedula S, Chapman S, O'Neil ST, Setoguchi S, Hong SS, Johnson S, Bennett TD, Callahan T, Topaloglu U, Sheikh U, Gordon V, Subbian V, Kibbe WA, Hernandez W, Beasley W, Cooper W, Hillegass W, Tanner Zhang X PloS one 2024 Mar 19
- The risk and burden of thromboembolic and hemorrhagic events in patients with malignant gliomas receiving bevacizumab
  Dasgupta P, Ou A, Lin H, Gregory T, Alfaro-Munoz KD, Yuan Y, Afshar-Khargan V, Kamiya-Matsuoka C, Rousseau JF, Majd NK Journal of Neuro-Oncology 2024 Mar 167 181-188
- Clinical and molecular determinants of bleeding-related adverse outcomes in high-grade glioma
  Dasgupta P, Rousseau JF Journal of Neuro-Oncology 2024 Feb 166 569-574
- Features of acute COVID-19 associated with post-acute sequelae of SARS-CoV-2 phenotypes: results from the IMPACC study
  Author Collaboration IN, Author Collaboration IS, Author Collaboration C&, Author Collaboration ID, Author Collaboration IS, Author Collaboration IC, Author Collaboration IC, Ozonoff A, Jayavelu ND, Liu S, Melamed E, Milliren CE, Qi J, Geng LN, McComsey GA, Cairns CB, Baden LR, Schaenman J, Shaw AC, Samaha H, Seyfert-Margolis V, Krammer F, Rosen LB, Steen H, Syphurs C, Dandekar R, Shannon CP, Sekaly RP, Ehrlich LI, Corry DB, Kheradmand F, Atkinson MA, Brakenridge SC, Agudelo Higuita NI, Metcalf JP, Hough CL, Messer WB, Pulendran B, Nadeau KC, Davis MM, Sesma AF, Simon V, van Bakel H, Kim-Schulze S, Hafler DA, Levy O, Kraft M, Bime C, Haddad EK, Calfee CS, Erle DJ, Langelier CR, Eckalbar W, Bosinger SE, Peters B, Kleinstein SH, Rousseau JF Nature communications 2024 Jan 15
- Evaluating traumatic event scoring schemas for their predictive value to concurrent diagnostic profiles: Texas Childhood Trauma Research Network
  Aksan N, Guzick AG, Taylor L, Richmond R, Liberzon I, Cross J, Garza C, Rousseau J, Shahidullah JD, Clark SL, Rathouz PJ, Dodd CG, Cisler J, Newport DJ, Wagner KD, Nemeroff CB Journal of affective disorders 2024 Jan 345 94-102
- Evaluating large language models on medical evidence summarization
  Tang L, Sun Z, Idnay B, Nestor JG, Soroush A, Elias PA, Xu Z, Ding Y, Durrett G, Rousseau JF, Weng C, Peng Y npj Digital Medicine 2023 Dec 6
- Characterizing patterns of substance use in trauma exposed youth
  Clark SL, Dodd CG, Taylor L, Stewart S, Yang N, Shahidullah JD, Guzick AG, Richmond R, Aksan N, Rathouz PJ, Rousseau JF, Newport DJ, Wagner KD, Nemeroff CB Journal of Psychiatric Research 2023 Nov 167 1-9
- Relationship of Heterologous Virus Responses and Outcomes in Hospitalized COVID-19 Patients
  Author Collaboration IN, Rosenberg-Hasson Y, Holmes TH, Diray-Arce J, Chen J, Kellogg R, Snyder M, Becker PM, Ozonoff A, Rouphael N, Reed EF, Maecker HT, Al Ozonoff O, Diray-Arce J, Milliren CE, McEnaney K, Barton B, Lentucci C, Saluvan M, Chang AC, Hoch A, Albert M, Shaheen T, Kho AT, Liu S, Thomas S, Chen J, Murphy MD, Cooney M, Syphurs C, Hayati AN, Bryant R, Abraham J, Schaenman J, Reed EF, Salehi-Rad R, Elashoff D, Brook J, Ramires-Sanchez E, Llamas M, Rivera A, Perdomo C, Ward DC, Magyar CE, Fulcher J, Pickering HC, Sen S, Jayavelu ND, Altman MC, Presnell S, Rousseau J Journal of Immunology 2023 Oct 211 1224-1231
- AI-generated text may have a role in evidence-based medicine
  Peng Y, Rousseau JF, Shortliffe EH, Weng C Nature medicine 2023 Jul 29 1593-1594
- Multi-omic longitudinal study reveals immune correlates of clinical course among hospitalized COVID-19 patients
  Author Collaboration IN, Diray-Arce J, Fourati S, Doni Jayavelu N, Patel R, Maguire C, Chang AC, Dandekar R, Qi J, Lee BH, van Zalm P, Schroeder A, Chen E, Konstorum A, Brito A, Gygi JP, Kho A, Chen J, Pawar S, Gonzalez-Reiche AS, Hoch A, Milliren CE, Overton JA, Westendorf K, Abraham J, Adkisson M, Albert M, Altamirano Torres L, Alvarenga B, Anderson ML, Anderson EJ, Arnett A, Asashima H, Atkinson MA, Baden LR, Barton B, Beach K, Beagle E, Becker PM, Bell MR, Bernui M, Bime C, Boddapati Kumar A, Booth LJ, Borresen B, Brakenridge SC, Bristow L, Bryant R, Calfee CS, Carreño Manuel J, Rousseau JF Cell Reports Medicine 2023 Jun 4
- Designing an interprofessional dementia specialty clinic: Conceptualization and evaluation of a patient-centered model
  Aguirre A, Hilsabeck RC, O’Mahar K, Carberry KE, Ayers G, Bertelson J, Rousseau JF, Paydarfar D Journal of Interprofessional Care 2023 37 254-261
- Attend Who is Weak: Pruning-assisted Medical Image Localization under Sophisticated and Implicit Imbalances
  Jaiswal A, Chen T, Rousseau JF, Peng Y, Ding Y, Wang Z 2023 4976-4985
- A Content Analysis of Self-Reported Financial Relationships in Biomedical Research
  Graham SS, Sharma N, Karnes MS, Majdik ZP, Barbour JB, Rousseau JF AJOB Empirical Bioethics 2023 14 91-98
- Less Likely Brainstorming: Using Language Models to Generate Alternative Hypotheses
  Tang L, Peng Y, Wang Y, Ding Y, Durrett G, Rousseau JF 2023 12532-12555
- Understanding Factual Errors in Summarization: Errors, Summarizers, Datasets, Error Detectors
  Tang L, Goyal T, Fabbri AR, Laban P, Xu J, Yavuz S, Kryściński W, Rousseau JF, Durrett G 2023 11626-11644
- Methods for development and application of data standards in an ontology-driven information model for measuring, managing, and computing social determinants of health for individuals, households, and communities evaluated through an example of asthma
  Rousseau JF, Oliveira E, Tierney WM, Khurshid A Journal of Biomedical Informatics 2022 Dec 136
- Analytics to monitor local impact of the Protecting Access to Medicare Act's imaging clinical decision support requirements
  Valtchinov VI, Murphy SN, Lacson R, Ikonomov N, Zhai BK, Andriole K, Rousseau J, Hanson D, Kohane IS, Khorasani R Journal of the American Medical Informatics Association 2022 Nov 29 1870-1878
- Trends in Oral Anticoagulant Use Among 436 864 Patients With Atrial Fibrillation in Community Practice, 2011 to 2020
  Navar AM, Kolkailah AA, Overton R, Shah NP, Rousseau JF, Flaker GC, Pignone MP, Peterson ED Journal of the American Heart Association 2022 Nov 11
- Real-world opioid use among patients with migraine enrolled in US commercial insurance and risk factors associated with migraine progression
  Shao Q, Rascati KL, Lawson KA, Barner JC, Sonawane KB, Rousseau JF Journal of managed care & specialty pharmacy 2022 Nov 28 1272-1281
- Evidence for stratified conflicts of interest policies in research contexts: a methodological review
  Graham SS, Karnes MS, Jensen JT, Sharma N, Barbour JB, Majdik ZP, Rousseau JF BMJ Open 2022 Sep 12
- Phenotypes of disease severity in a cohort of hospitalized COVID-19 patients: Results from the IMPACC study
  Author Collaboration tI, Ozonoff A, Schaenman J, Jayavelu ND, Milliren CE, Calfee CS, Cairns CB, Kraft M, Baden LR, Shaw AC, Krammer F, van Bakel H, Esserman DA, Liu S, Sesma AF, Simon V, Hafler DA, Montgomery RR, Kleinstein SH, Levy O, Bime C, Haddad EK, Erle DJ, Pulendran B, Nadeau KC, Davis MM, Hough CL, Messer WB, Higuita NI, Metcalf JP, Atkinson MA, Brakenridge SC, Corry D, Kheradmand F, Ehrlich LI, Melamed E, McComsey GA, Sekaly R, Diray-Arce J, Peters B, Augustine AD, Reed EF, Altman MC, Becker PM, Rouphael N, Bime C, McEnaney K, Barton B, Lentucci C, Saluvan M, Rousseau JF EBioMedicine 2022 Sep 83
- Trustworthy assertion classification through prompting
  Wang S, Tang L, Majety A, Rousseau JF, Shih G, Ding Y, Peng Y Journal of Biomedical Informatics 2022 Aug 132
- Associations Between Aggregate NLP-Extracted Conflicts of Interest and Adverse Events by Drug Product
  Graham SS, Majdik ZP, Barbour JB, Rousseau JF 2022 Jun 405-409
- Healthcare utilization and costs among patients with chronic migraine, episodic migraine, and tension-type headache enrolled in commercial insurance plans
  Shao Q, Rascati KL, Barner JC, Lawson KA, Sonawane KB, Rousseau JF Headache 2022 Feb 62 141-158
- RoS-KD: A Robust Stochastic Knowledge Distillation Approach for Noisy Medical Imaging
  Jaiswal A, Ashutosh K, Rousseau JF, Peng Y, Wang Z, Ding Y 2022 981-986
- Old can be Gold: Better Gradient Flow can Make Vanilla-GCNs Great Again
  Jaiswal A, Wang P, Chen T, Rousseau JF, Ding Y, Wang Z 2022
- EchoGen: A New Benchmark Study on Generating Conclusions from Echocardiogram Notes
  Tang L, Kooragayalu S, Wang Y, Ding Y, Durrett G, Rousseau JF, Peng Y 2022 359-368
- A dashboard for exploring clinical trials sponsorship and potential virtual monopolies
  Graham SS, Majdik ZP, Barbour JB, Rousseau JF JAMIA Open 2021 Oct 4
- Letter to the editor in response to "risk prediction of delirium in hospitalized patients using machine learning: An implementation and prospective evaluation study"
  Rousseau JF, Tierney WM Journal of the American Medical Informatics Association 2021 Mar 28 664-665
- RadBERT-CL: Factually-Aware Contrastive Learning For Radiology Report Classification
  Jaiswal A, Tang L, Ghosh M, Rousseau JF, Peng Y, Ding Y Proceedings of Machine Learning Research 2021 158 196-206
- SCALP - Supervised Contrastive Learning for Cardiopulmonary Disease Classification and Localization in Chest X-rays using Patient Metadata
  Jaiswal A, Li T, Zander C, Han Y, Rousseau JF, Peng Y, Ding Y 2021 1132-1137
- Building a PubMed knowledge graph
  Xu J, Kim S, Song M, Jeong M, Kim D, Kang J, Rousseau JF, Li X, Xu W, Torvik VI, Bu Y, Chen C, Ebeid IA, Li D, Ding Y Scientific Data 2020 Dec 7
- Can emergency department provider notes help to achieve more dynamic clinical decision support?
  Rousseau JF, Ip IK, Raja AS, Schuur JD, Khorasani R JACEP Open 2020 Dec 1 1269-1277
- Understanding drug repurposing from the perspective of biomedical entities and their evolution: Bibliographic research using aspirin
  Li X, Rousseau JF, Ding Y, Song M, Lu W JMIR Medical Informatics 2020 Jun 8
- Heterogeneous Graph Embeddings of Electronic Health Records Improve Critical Care Disease Predictions
  Wanyan T, Kang M, Badgeley MA, Johnson KW, De Freitas JK, Chaudhry FF, Vaid A, Zhao S, Miotto R, Nadkarni GN, Wang F, Rousseau J, Azad A, Ding Y, Glicksberg BS 2020 14-25
- Can Automated Retrieval of Data from Emergency Department Physician Notes Enhance the Imaging Order Entry Process?
  Rousseau JF, Ip IK, Raja AS, Valtchinov VI, Cochon L, Schuur JD, Khorasani R Applied Clinical Informatics 2019 10 189-198
- Measuring and Managing Population Health
  Tierney WM, Rousseau JF, Khurshid A Texas medicine 2018 Feb 114 42-51
- In Reply to “Erroneous Methodology in ‘Craniotomy Versus Craniectomy for Acute Traumatic Subdural Hematoma in the United States: A National Retrospective Cohort Analysis’”
  Rush B, Rousseau J, Sekhon M, Griesdale DE World neurosurgery 2016 Jul 91 652
- Pulling it all together: Envisioning a data-driven, ideal care system
  Stone D, Rousseau J, Lai Y 2016 Jan 27-42
- Craniotomy Versus Craniectomy for Acute Traumatic Subdural Hematoma in the United States: A National Retrospective Cohort Analysis
  Rush B, Rousseau J, Sekhon MS, Griesdale DE World neurosurgery 2016 88 25-31
- Prosodic stress: Acoustic, aphasic, aprosodic and neuroanatomic interactions
  Ross ED, Shayya L, Rousseau JF Journal of Neurolinguistics 2013 Sep 26 526-551

New Patient Appointment or 214-645-8800