Patient harm due to diagnostic error of neuro-ophthalmologic conditions.
Open accessAbstract
Purpose To prospectively examine diagnostic error of neuro-ophthalmic conditions and resultant harm at multiple sites.Design Prospective, cross-sectional study.Participants A total of 496 consecutive adult new patients seen at 3 university-based neuro-ophthalmology clinics in the United States in 2019 to 2020.Methods Collected data regarding demographics, prior care, referral diagnosis, final diagnosis, diagnostic testing, treatment, patient disposition, and impact of the neuro-ophthalmologic encounter. For misdiagnosed patients, we identified the cause of error using the Diagnosis Error Evaluation and Research (DEER) taxonomy tool and whether the patient experienced harm due to the misdiagnosis.Main outcome measures The primary outcome was whether patients who were misdiagnosed before neuro-ophthalmology referral experienced harm as a result of the misdiagnosis. Secondary outcomes included appropriateness of referrals, misdiagnosis rate, interventions undergone before referral, and the primary type of diagnostic error.Results Referral diagnosis was incorrect in 49% of cases. A total of 26% of misdiagnosed patients experienced harm, which could have been prevented by earlier referral to neuro-ophthalmology in 97%. Patients experienced inappropriate laboratory testing, diagnostic imaging, or treatment before referral in 23%, with higher rates for patients misdiagnosed before referral (34% of patients vs. 13% with a correct referral diagnosis, P < 0.0001). Seventy-six percent of inappropriate referrals were misdiagnosed, compared with 45% of appropriate referrals (P < 0.0001). The most common reasons for referral were optic neuritis or optic neuropathy (21%), papilledema (18%), diplopia or cranial nerve palsies (16%), and unspecified vision loss (11%). The most common sources of diagnostic error were the physical examination (36%), generation of a complete differential diagnosis (24%), history taking (24%), and use or interpretation of diagnostic testing (13%). In 489 of 496 patients (99%), neuro-ophthalmology consultation (NOC) affected patient care. In 2% of cases, neuro-ophthalmology directly saved the patient's life or vision; in an additional 10%, harmful treatment was avoided or appropriate urgent referral was provided; and in an additional 48%, neuro-ophthalmology provided a diagnosis and direction to the patient's care.Conclusions Misdiagnosis of neuro-ophthalmic conditions, mismanagement before referral, and preventable harm are common. Early appropriate referral to neuro-ophthalmology may prevent patient harm.
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We improved specificity by requiring a second ischemic optic neuropathy diagnosis code in one of the definitions because a definitive diagnosis often requires multiple visits.
“Because a definitive diagnosis often requires multiple visits, we improved specificity by requiring a second ischemic optic neuropathy diagnosis code in one of the definitions.”
From Semaglutide and Nonarteritic Anterior Ischemic Optic Neuropathy (2025) · cites this paper as [20]
The Methods (Institutional section; page not given) say that in some cases a clear neuro-ophthalmic diagnosis required follow-up on results or observation over time. That supports the rationale for allowing more than one visit, but it does not establish that this often occurs for ischemic optic neuropathy. The source also does not evaluate whether requiring a second diagnosis code improves specificity; the citing authors describe that as their own methodological choice. (LLM, conf=0.82)
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Cites
Institute of Medicine (2000) · National Academies Press eBooks · doi:10.17226/9728 · Cited by 14,174 · see citing works
Overconfidence as a Cause of Diagnostic Error in Medicine
Berner, E. S., & Graber, M. L. (2008) · The American Journal of Medicine · doi:10.1016/j.amjmed.2008.01.001 · Cited by 1,034 · see citing works
Singh, H., Meyer, A. N. D., & Thomas, E. J. (2014) · BMJ Quality & Safety · doi:10.1136/bmjqs-2013-002627 · Cited by 677 · see citing works
Diagnostic Error in Medicine: Analysis of 583 Physician-Reported Errors
Schiff, G. D. (2009) · Archives of Internal Medicine · doi:10.1001/archinternmed.2009.333 · Cited by 638 · see citing works
The incidence of diagnostic error in medicine
Graber, M. L. (2013) · BMJ Quality & Safety · doi:10.1136/bmjqs-2012-001615 · Cited by 626 · see citing works
Diagnostic Errors—The Next Frontier for Patient Safety
Newman‐Toker, D. E. (2009) · JAMA · doi:10.1001/jama.2009.249 · Cited by 434 · see citing works
Tehrani, A. S. S., Lee, H., Mathews, S. C., Shore, A. D., Makary, M. A., Pronovost, P. J., & Newman‐Toker, D. E. (2013) · BMJ Quality & Safety · doi:10.1136/bmjqs-2012-001550 · Cited by 327 · see citing works
ED misdiagnosis of cerebrovascular events in the era of modern neuroimaging
Tarnutzer, A. A., Lee, S., Robinson, K. A., Wang, Z., Edlow, J. A., & Newman‐Toker, D. E. (2017) · Neurology · doi:10.1212/wnl.0000000000003814 · Cited by 282 · see citing works
Advances in Patient Safety: From Research to Implementation (Volume 2: Concepts and Methodology)
Henriksen, K., Battles, J. B., Marks, E. S., & Lewin, D. I. (2005) · Cited by 274 · see citing works
Newman‐Toker, D. E., Moy, E. M., Valente, E., Coffey, R. M., & Hines, A. L. (2014) · Diagnosis · doi:10.1515/dx-2013-0038 · Cited by 256 · see citing works
Rates and Characteristics of Paid Malpractice Claims Among US Physicians by Specialty, 1992-2014
Schaffer, A. C., Jena, A. B., Seabury, S. A., Singh, H., Chalasani, V., & Kachalia, A. B. (2017) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2017.0311 · Cited by 227 · see citing works
Dizziness Presentations in U.S. Emergency Departments, 1995–2004
Kerber, K. A., Meurer, W. J., West, B. T., & Fendrick, A. M. (2008) · Academic Emergency Medicine · doi:10.1111/j.1553-2712.2008.00189.x · Cited by 216 · see citing works
Diagnosing Diagnosis Errors: Lessons from a Multi-institutional Collaborative Project
Schiff, G. D., Kim, S., Abrams, R. I., Cosby, K. S., Lambert, B. L., Elstein, A. S., Hasler, S., Krosnjar, N., Odwazny, R., Wisniewski, M. F., et al. (2005) · Cited by 167 · see citing works
Overdiagnosis of idiopathic intracranial hypertension
Fisayo, A. A., Bruce, B. B., Newman, N. J., & Biousse, V. (2015) · Neurology · doi:10.1212/wnl.0000000000002318 · Cited by 165 · see citing works
Self-citationA New Diagnostic Approach to the Adult Patient with Acute Dizziness
Edlow, J. A., Gurley, K. L., & Newman‐Toker, D. E. (2018) · Journal of Emergency Medicine · doi:10.1016/j.jemermed.2017.12.024 · Cited by 136 · see citing works
Incidence and causes of overdiagnosis of optic neuritis.
Stunkel, L., Kung, N. H., Wilson, B., McClelland, C. M., & Van Stavern, G. P. (2018) · JAMA Ophthalmology · doi:10.1001/jamaophthalmol.2017.5470 · Cited by 117 · see citing works
Self-citationAtzema, C. L., Grewal, K., Lu, H., Kapral, M. K., Kulkarni, G. S., & Austin, P. C. (2015) · Annals of Neurology · doi:10.1002/ana.24521 · Cited by 113 · see citing works
Liberman, A. L., & Newman‐Toker, D. E. (2018) · BMJ Quality & Safety · doi:10.1136/bmjqs-2017-007032 · Cited by 111 · see citing works
Kim, A. S., Fullerton, H. J., & Johnston, S. C. (2010) · Annals of Emergency Medicine · doi:10.1016/j.annemergmed.2010.06.559 · Cited by 95 · see citing works
Madsen, T. E., Khoury, J. C., Cadena, R. S., Adeoye, O. M., Alwell, K., Moomaw, C. J., McDonough, E., Flaherty, M. L., Ferioli, S., Woo, D., et al. (2016) · Academic Emergency Medicine · doi:10.1111/acem.13029 · Cited by 71 · see citing works
Underdiagnosis of Posterior Communicating Artery Aneurysm in Noninvasive Brain Vascular Studies
Elmalem, V. I., Hudgins, P. A., Bruce, B. B., Newman, N. J., & Biousse, V. (2010) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0b013e3181f8d985 · Cited by 64 · see citing works
Self-citationDiagnostic Errors in Initial Misdiagnosis of Optic Nerve Sheath Meningiomas
Koytak, P. K., Bruce, B. B., Peragallo, J. H., Newman, N. J., & Biousse, V. (2018) · JAMA Neurology · doi:10.1001/jamaneurol.2018.3989 · Cited by 53 · see citing works
Self-citationMeasuring Diagnostic Errors in Primary Care
Newman‐Toker, D. E., & Makary, M. A. (2013) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2013.225 · Cited by 38 · see citing works
Diagnostic Error in Stroke—Reasons and Proposed Solutions
Bakradze, E., & Liberman, A. L. (2018) · Current Atherosclerosis Reports · doi:10.1007/s11883-018-0712-3 · Cited by 37 · see citing works
Referral patterns in neuro-ophthalmology
Stunkel, L., Mackay, D. D., Bruce, B. B., Newman, N. J., & Biousse, V. (2020) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000000846 · Cited by 37 · see citing works
Self-citationThe Human Resource Crisis in Neuro-Ophthalmology
Frohman, L. (2008) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0b013e318185e084 · Cited by 35 · see citing works
Diagnostic error and neuro-ophthalmology
Stunkel, L., Newman, N. J., & Biousse, V. (2019) · Current Opinion in Neurology · doi:10.1097/wco.0000000000000635 · Cited by 29 · see citing works
Self-citationDiagnostic Management by Gatekeepers Is Not Cost Effective for Neuro-ophthalmology
Dillon, E. C., Sergott, R. C., Savino, P. J., & Bosley, T. M. (1994) · Ophthalmology · doi:10.1016/s0161-6420(94)31127-4 · Cited by 27 · see citing works
Diagnostic Error of Neuro-ophthalmologic Conditions: State of the Science
Stunkel, L. D., Newman‐Toker, D. E., Newman, N. J., & Biousse, V. (2020) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000001031 · Cited by 25 · see citing works
Self-citationNeuroimaging in Patients Referred to a Neuro-ophthalmology Service
McClelland, C. M., Stavern, G. P. V., Shepherd, J. B., Gordon, M. O., & Huecker, J. B. (2012) · Ophthalmology · doi:10.1016/j.ophtha.2012.01.044 · Cited by 23 · see citing works
Detection of Papilloedema Study (DOPS): rates of false positive papilloedema in the community
DOPS Study Group, Blanch, R. J., Horsburgh, J., Creavin, A. L., Burdon, M., & Williams, C. (2019) · Eye · doi:10.1038/s41433-019-0355-9 · Cited by 20 · see citing works
How Can We Assure That Neuro-ophthalmology Will Survive?
Frohman, L. (2005) · Ophthalmology · doi:10.1016/j.ophtha.2005.02.006 · Cited by 17 · see citing works
Common Errors in the Use of Magnetic Resonance Imaging for Neuro-Ophthalmic Diagnosis
Wolintz, R. J., Trobe, J. D., Cornblath, W. T., Gebarski, S. S., Mark, A. S., & Kolsky, M. P. (2000) · Survey of Ophthalmology · doi:10.1016/s0039-6257(00)00147-8 · Cited by 16 · see citing works
Neuro-Ophthalmology: Transitioning From Old to New Models of Health Care Delivery
Frohman, L. (2017) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000000518 · Cited by 15 · see citing works
Misdiagnosis of Third Nerve Palsy
Schroeder, R. M., Stunkel, L. D., Ajjeya, M. T., Kendall, E., Wilson, B., Nagia, L., Eggenberger, E. R., & Stavern, G. P. V. (2020) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000001010 · Cited by 14 · see citing works
Self-citationNeuro-ophthalmology Safer Than MRI?
Sadun, A. A., Chu, E. R., & Boisvert, C. J. (2013) · Ophthalmology · doi:10.1016/j.ophtha.2012.11.027 · Cited by 12 · see citing works
Elimination of Consult Codes in Neuro-Ophthalmology: Another Blow To Our Subspecialty?
Frohman, L., & Digre, K. B. (2010) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0b013e3181e1f927 · Cited by 7 · see citing works
Patient Safety: Its History and Relevance to Neuro-Ophthalmology
Chung, S. M., & Custer, P. L. (2017) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000000559 · Cited by 7 · see citing works
Impact of the Elimination of Consultation Codes on Neuro-Ophthalmology in the United States
Subramanian, P. S., Frohman, L., & Biousse, V. (2018) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000000630 · Cited by 4 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- [35]35. Stuart A. Neuro: How to Minimize Diagnostic Errors. In. EyeNet Magazine. Vol September 2020. San Francisco, CA: American Academy of Ophthalmology; 2020:44-53.
Cited by
Sorted by citations
Imaging of the optic nerve: technological advances and future prospects
Biousse, V., Danesh-Meyer, H. V., Saindane, A. M., Lamirel, C., & Newman, N. J. (2022) · The Lancet Neurology · doi:10.1016/s1474-4422(22)00173-9 · Cited by 121 · see citing works
Self-citationSemaglutide and Nonarteritic Anterior Ischemic Optic Neuropathy
Cai, C. X., Hribar, M., Baxter, S., Goetz, K., Swaminathan, S. S., Flowers, A., Brown, E. N., Toy, B., Xu, B., Chen, J., et al. (2025) · JAMA Ophthalmology · doi:10.1001/jamaophthalmol.2024.6555 · Cited by 114 · see citing works
ChatGPT Assisting Diagnosis of Neuro-Ophthalmology Diseases Based on Case Reports
Madadi, Y., Delsoz, M., Lao, P. A. O., Fong, J. W., Hollingsworth, T., Kahook, M. Y., & Yousefi, S. (2024) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000002274 · Cited by 58 · see citing works
Biousse, V., Najjar, R. P., Tang, Z., Lin, M. Y., Wright, D. W., Keadey, M. T., Wong, T. Y., Bruce, B. B., Miléa, D., Newman, N. J., et al. (2023) · American Journal of Ophthalmology · doi:10.1016/j.ajo.2023.10.025 · Cited by 36 · see citing works
Self-citationLin, M. Y., Najjar, R. P., Tang, Z., Cioplean, D., Dragomir, M., Chia, A., Patil, A. D., Vasseneix, C., Peragallo, J. H., Newman, N. J., et al. (2024) · Journal of American Association for Pediatric Ophthalmology and Strabismus · doi:10.1016/j.jaapos.2023.10.005 · Cited by 20 · see citing works
Self-citationBerman, G., Pendley, A. M., Wright, D. W., Silverman, R., Kelley, C., Duran, M. R., Soto, M. T., Shanmugam, N., Keadey, M. T., Newman, N. J., et al. (2024) · Survey of Ophthalmology · doi:10.1016/j.survophthal.2024.09.012 · Cited by 20 · see citing works
Self-citationDiagnostic errors in uncommon conditions: a systematic review of case reports of diagnostic errors
Harada, Y., Watari, T., Nagano, H., Suzuki, T., Kunitomo, K., Miyagami, T., Aita, T., Ishizuka, K., Maebashi, M., Harada, T., et al. (2023) · Diagnosis · doi:10.1515/dx-2023-0030 · Cited by 19 · see citing works
The Increasing Burden of Emergency Department and Inpatient Consultations for “Papilledema”
Ray, H. J., Smolar, A. L. O., Dattilo, M., Bouthour, W., Berman, G., Peragallo, J. H., Kedar, S., Pendley, A. M., Greene, J. G., Keadey, M. T., et al. (2024) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000002120 · Cited by 19 · see citing works
Self-citationSmolar, A. L. O., Ray, H. J., Dattilo, M., Bouthour, W., Berman, G., Peragallo, J. H., Kedar, S., Pendley, A. M., Greene, J. G., Keadey, M. T., et al. (2023) · Ophthalmology · doi:10.1016/j.ophtha.2023.07.028 · Cited by 18 · see citing works
Self-citationMoss, H. E., Margolin, E., Lee, A. G., & Stavern, G. P. V. (2021) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000001373 · Cited by 18 · see citing works
Diagnostic Error in Neuro-ophthalmology: Avenues to Improve
Muro-Fuentes, E. A., & Stunkel, L. D. (2022) · Current Neurology and Neuroscience Reports · doi:10.1007/s11910-022-01189-4 · Cited by 17 · see citing works
Self-citationRetinal Migraine: Evaluation and Management
Maher, M. E., & Kingston, W. S. (2021) · Current Neurology and Neuroscience Reports · doi:10.1007/s11910-021-01122-1 · Cited by 17 · see citing works
Rieck, C., Mai, C., Eisentraut, L., & Buettner, R. (2025) · IEEE Access · doi:10.1109/access.2025.3606334 · Cited by 15 · see citing works
Liu, K., Liu, S., Tan, X. J., Li, W., Wang, L., Li, X., Xu, X., Fu, Y., Liu, X., Hong, J., et al. (2023) · Frontiers in Medicine · doi:10.3389/fmed.2023.1188542 · Cited by 15 · see citing works
The Use Of Fundus Photography In The Emergency Room—A Review
Browning, S. D., Costello, J. M., Dunn, H., & Fraser, C. L. (2025) · Current Neurology and Neuroscience Reports · doi:10.1007/s11910-025-01417-7 · Cited by 15 · see citing works
The Impact of COVID-19 on Neuro-Ophthalmology Office Visits and Adoption of Telemedicine Services
Moss, H. E., Ko, M. W., Mackay, D. D., Chauhan, D., Gutierrez, K. G., Villegas, N. C., & Lai, K. E. (2021) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000001356 · Cited by 11 · see citing works
Self-citationXu, T. T., Kung, F. F., Lai, K. E., Ko, M. W., Brodsky, M. C., Bhatti, M. T., & Chen, J. J.-W. (2022) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000001643 · Cited by 11 · see citing works
Aung, A. B., Chen, B. S., Wicks, J. M., Bruce, B. B., Meyer, B. I., Dattilo, M., Kedar, S., Saindane, A. M., Newman, N. J., & Biousse, V. (2022) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000001660 · Cited by 11 · see citing works
Self-citationInappropriate Use of the Term “Papilledema” in the Medical Literature
Tao, B. K.-L., Vosoughi, A. R., Margolin, E., & Micieli, J. A. (2022) · Ophthalmology · doi:10.1016/j.ophtha.2022.09.017 · Cited by 11 · see citing works
Khan, A. Y. R., & Malik, M. B. (2025) · Cureus · doi:10.7759/cureus.96121 · Cited by 10 · see citing works
Song, A., Lusk, J. B., Roh, K.-M., Hsu, S. T., Valikodath, N. G., Lad, E. M., Muir, K. W., Engelhard, M., Limkakeng, A. T., Izatt, J. A., et al. (2024) · Translational Vision Science & Technology · doi:10.1167/tvst.13.3.12 · Cited by 8 · see citing works
Mollan, S. P., Menon, V., Cunningham, A., Plant, G. T., Bennetto, L., Wong, S. H., & Dayan, M. R. (2024) · Eye · doi:10.1038/s41433-024-03141-x · Cited by 7 · see citing works
Lee, R. S., Ong, J., Waisberg, E., Ben-David, G. S., Jaiswal, S., Arogundade, E. O., Tavakkoli, A., & Lee, A. G. (2025) · Neuro-Ophthalmology · doi:10.1080/01658107.2025.2459206 · Cited by 6 · see citing works
How far should I manage acute optic neuritis as an ophthalmologist? A United Kingdom perspective
Laviers, H., Petzold, A., & Braithwaite, T. (2024) · Eye · doi:10.1038/s41433-024-03164-4 · Cited by 6 · see citing works
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Rieck, C., Eisentraut, L., & Buettner, R. (2025) · PLoS ONE · doi:10.1371/journal.pone.0335419 · Cited by 4 · see citing works
Advances in ocular motor and pupil biomarkers for neurological disorders
Coito, A. L., Brügger, D., Brémovà-Ertl, T., Massatsch, P., Abegg, M. H., Weber, K. P., & Salmen, A. (2026) · Brain Communications · doi:10.1093/braincomms/fcag102 · Cited by 3 · see citing works
Maculopathies Referred to Neuro-Ophthalmology Clinic as Optic Neuropathies: A Case Series
Vosoughi, A. R., Donaldson, L., Micieli, J. A., & Margolin, E. (2023) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000001950 · Cited by 3 · see citing works
Davidson, S., de Souza, W. R., & Eggleton, K. S. (2024) · Journal of Primary Health Care · doi:10.1071/hc24040 · Cited by 3 · see citing works
Duffield, S. J., Yan, K. Y., Landim, G. A., Pendley, A. M., Shanmugam, N., McHenry, J. G., Adamkiewicz, D. V., Vo, D. T., Prosky, J., Keadey, M. T., et al. (2025) · The Neurohospitalist · doi:10.1177/19418744251382689 · Cited by 3 · see citing works
Self-citationImpact of COVID-19 on Neuro-Ophthalmology in the United States: A National Survey
Waisberg, E., Ong, J., Zaman, N., Kamran, S. A., Tavakkoli, A., & Lee, A. G. (2023) · Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques · doi:10.1017/cjn.2023.37 · Cited by 2 · see citing works
Inappropriate Indexing of Case Reports to the “Papilledema” Subject Heading: A Systematic Review
Tao, B. K.-L., Vosoughi, A. R., Pandya, B. U., Ishaq, J., Margolin, E., & Micieli, J. A. (2023) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000001895 · Cited by 2 · see citing works
Physician Assistants in Neuro-Ophthalmology
Warner, J. E. A., & Krikova, I. (2024) · Neuro-Ophthalmology · doi:10.1080/01658107.2024.2435311 · Cited by 1 · see citing works
Melliti, A. A., van de Berg, R., Anagnostou, E., Čakrt, O., Chabbert, C., Heide, W., Helmchen, C., Jeřábek, J., Kentala, E. L., Kerkeni, H., et al. (2025) · Frontiers in Neurology · doi:10.3389/fneur.2025.1636002 · Cited by 1 · see citing works
Potential legal issues arising from the use of artificial intelligence in ophthalmic diagnosis
Burton, E. (2025) · Medico-Legal Journal · doi:10.1177/00258172251347372 · Cited by 1 · see citing works
Nonmydriatic Ocular Fundus Imaging in Consecutive Patients With Headache in an Emergency Department
Yan, K. Y., Landim, G. A., Lin, M. Y., Pendley, A. M., Shanmugam, N., McHenry, J. G., Duffield, S. J., Adamkiewicz, D. V., Vo, D., Prosky, J., et al. (2025) · Neurology Clinical Practice · doi:10.1212/cpj.0000000000200576 · Cited by 1 · see citing works
Self-citationMittal, S., & Aggarwal, Y. (2026) · Cureus · doi:10.7759/cureus.101433 · Cited by 1 · see citing works
Implications of Diagnostic Error in Ocular Surface Disease
Margolis, T. P., Galor, A., & Novack, G. D. (2024) · JAMA Ophthalmology · doi:10.1001/jamaophthalmol.2024.4867 · Cited by 1 · see citing works
Protecting Patients from the Harm We Can Cause
Subramanian, P. S. (2021) · Ophthalmology · doi:10.1016/j.ophtha.2021.06.005
Kwak, J., Moon, Y., & Lee, B. J. (2023) · Journal of the Korean Ophthalmological Society · doi:10.3341/jkos.2023.64.11.1095
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Margolis, T. P., & Galor, A. (2023) · Cornea · doi:10.1097/ico.0000000000003417
Gyabaah, F., Petersen, C., Bateman, E. M., & Deoker, A. (2024) · Cureus · doi:10.7759/cureus.61767
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Örnek, K. (2024) · IntechOpen eBooks · doi:10.5772/intechopen.115303
Şensoy, E., & Çıtırık, M. (2025) · Genel Tıp Dergisi · doi:10.54005/geneltip.1627508
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Tien, C.-W., Dezard, V. A., Xie, J. S., Rabinovitch, D., Miller, T., Micieli, J. A., & Margolin, E. (2025) · Journal of the Neurological Sciences · doi:10.1016/j.jns.2025.123699
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Self-citationBalraj, A., & Gupta, A. (2026) · TNOA Journal of Ophthalmic Science and Research · doi:10.4103/tjosr.tjosr_198_25
Ong, A. Y., Nguyen, Q., Barai, I., Engelmann, J., Antaki, F., Sevgi, M., Merle, D. A., Ju, L., Dow, E. R., Zhou, Y., et al. (2026) · npj Digital Medicine · doi:10.1038/s41746-026-03136-w
Na, H. S., Hwang, J.-M., Yang, H. K., & Han, S. B. (2026) · Diagnostics · doi:10.3390/diagnostics16060842
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Daud, F., Tao, B. K.-L., Sundaram, A., Bursztyn, L. L. C. D., Sheldon, C. A., Ing, E., & Sharma, R. A. (2026) · Canadian Journal of Ophthalmology · doi:10.1016/j.jcjo.2026.04.023
Self-citationShemesh, R., Mizrachy, M., Arazi, M., Hussen, M., & Huna-Baron, R. (2026) · BMC Medical Education · doi:10.1186/s12909-026-09780-w
Wang, Y., Hu, W., Zhang, X., Liao, H., Wagner, S. K., Wang, Y., Li, L., Chen, R., Zeng, X., Fan, A., et al. (2026) · Ophthalmology Science · doi:10.1016/j.xops.2026.101338
Self-citationRossi, A., Toslak, D., Rahimi, M., Dadzie, A. K., Son, T., Heiferman, M. J., & Yao, X. (2026) · Biomedical Optics Express · doi:10.1364/boe.610988
- Authors
- Stunkel, L., Sharma, R. A., Mackay, D. D., Wilson, B., Van Stavern, G. P., Newman, N. J., & Biousse, V.
- Affiliations
- Washington University in St. Louis (US)
- University of Toronto (CA)
- Indiana University Indianapolis (US)
- Emory University (US)
- Corresponding author
- Biousse, Valérie
- Venue
- Ophthalmology
- Publisher
- Elsevier BV
- Published
- 2021-09
- Volume
- 128
- Issue
- 9
- Pages
- 1356-1362
- ISSN
- 0161-6420 (ISSN-L)
- OpenAlex
- W3135633933
- Cited by
- 54
- References
- 39
- Citations by year
- 2026: 9 · 2025: 13 · 2024: 12 · 2023: 10 · 2022: 5 · 2021: 5
- FWCI
- 8.59
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Locations
- Ophthalmology (publishedVersion)
- PubMed (publishedVersion)
- IUScholarWorks (Indiana University) (submittedVersion)
- Purdue University Indianapolis (Indiana University) (submittedVersion)
- Funders
- Research to Prevent Blindness (P30EY06360)
- Emory University
- Washington University in St. Louis
- National Institutes of Health (EY06360)
- School of Medicine, Emory University
- National Eye Institute (P-30-EY06360, EY0 6360, P30EY006360)
- National Institute of Neurological Disorders and Stroke
- Topics
- Health Sciences › Medicine › Family Practice › Clinical Reasoning and Diagnostic Skills
- Health Sciences › Health Professions › Emergency Medical Services › Patient Safety and Medication Errors
- Health Sciences › Medicine › Ophthalmology › Ophthalmology and Visual Health Research
- Keywords
- patient harm, misdiagnosis rate, deer taxonomy, inappropriate diagnostic testing, inappropriate referrals, optic neuritis, papilledema, diplopia, cranial nerve palsy, vision loss, differential diagnosis, medical history, physical examination, patient safety, quality of care, health care costs
- MeSH terms
- Adolescent, Adult, Aged, Aged, 80 and over, Cross-Sectional Studies, Diagnostic Errors, Eye Diseases, Female, Humans, Male, Middle Aged, Optic Nerve Diseases, Prospective Studies, Referral and Consultation, Medical Errors, Patient Harm
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