Justin Rousseau, M.D.

Neurology

New Patient Appointment or 214-645-8800

Education & Training

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

Books & Publications

Publications
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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