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63 citation(s) found for "Patel, Neil".

Multi‐Frequency Electrocochleography Results in Fewer Drop Alarms During Cochlear Implant Insertion
Espahbodi, Mana , Syed, Ali, Tu, Alex, Seidman, Michael D. , Danner, Christopher J., Allen, Kyle P., Bartels, Loren J., Ahsan, Syed F. , Voelker, Courtney C. J. , Deep, Nicholas L. , Chiffer, Rebecca C., Elrakhawy, Mohamed, Miller, Matthew W., Lin, Harrison W., Djalilian, Hamid R. , Angeli, Simon I., Kim, H J, Widick, Mark H., Stidham, Katrina R. , Patel, Neil S. , Koka, Kanthaiah , Hunter, Jacob B , Djalilian, Hamid R , Stidham, Katrina R , Gurgel, Richard Klaus , Doerfer, Karl W , Harris, Michael S , Danner, Christopher, Bartels, Loren Jay, Hunter, Jacob B. , Michaelides, Elias M. , Miller, Matthew W, Vivas, Esther , Angeli, Simón I., Hoa, Michael , Harris, Michael S.

Mayo Clinic

The Laryngoscope | May 5, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1002/lary.70592 | PMID 42084107 Get It

ABSTRACT Objective To evaluate intracochlear electrocochleography (ECochG) amplitude parameters during cochlear implantation (CI) using a novel multi‐frequency ECochG algorithm. Methods A multi‐institutional, prospective cohort study was performed at 18 high‐volume CI centers. The inclusion criteria were adults with sensorineural hearing loss and audiometric thresholds of ≤ 90 dB hearing level at 500 Hz undergoing CI with Advanced Bionics (Valencia, CA) Ultra 3D devices between 2024 and 2025. ECochG recordings were performed with simultaneous multi‐frequency stimulation of four frequencies between 125 and 4000 Hz during cochlear implant insertion. Concurrent multi‐frequency recording allowed extraction of amplitude and phase of each frequency individually. Post hoc analysis was performed to determine the difference in the number of drop alarms between single‐ and multi‐frequency ECochG. An ECochG amplitude drop of 6 dB was defined as a drop alarm. Insertion track patterns were compared between single‐ and multi‐frequency ECochG. Results One hundred ninety‐five ears were included. Mean number of drop alarms for the single‐frequency algorithm was 1.72 (95% CI: 1.52, 1.92; median 1) compared to 0.42 (95% CI: 0.31, 0.53; median 0) for multi‐frequency; p < 0.001. The number of Type C patterns (rise in amplitude during insertion followed by a drop) decreased with the multi‐frequency ECochG algorithm compared to the single‐frequency ECochG algorithm. The number of Type D patterns (no‐response) decreased, indicating that multi‐frequency ECochG generated more responses across the cochlea than single‐frequency ECochG. Conclusions A novel multi‐frequency ECochG algorithm during CI is associated with fewer drop alarms and altered insertion track patterns, which may provide a more accurate assessment of the cochlear microenvironment. Level of Evidence 3.
Current State of Temporal Bone Education: National Survey of U.S. Otolaryngology Residency Programs
Karkoutli, Adam , Bestourous, Daniel E. , Espahbodi, Mana , Patel, Neil S. , Carlson, Matthew L., Gurgel, Richard K. , Gurgel, Richard Klaus , Carlson, Matthew L.

Mayo Clinic

The Laryngoscope | April 3, 2026 | Volume: 136 | Issue: 9 | Pages: 3966-3972

10.1002/lary.70545 | PMID 41928393 Get It

ABSTRACT Objectives To characterize the structure, resources, and educational practices of temporal bone laboratory training across ACGME‐accredited U.S. otolaryngology residency programs. Methods A national cross‐sectional survey was distributed to program directors and faculty responsible for temporal bone education. Survey domains included curriculum structure, training frequency, faculty involvement, assessment practices, and access to laboratory resources. Descriptive statistics and univariable regression analyses were performed to explore associations between program characteristics and neurotology fellowship pursuit. Results Thirty‐seven programs responded (28.2%). Laboratory structure varied widely, including longitudinal (monthly or weekly) and condensed (annual or 2–3 courses/year) formats. Programs with longitudinal sessions reported more annual lab hours than condensed formats (median 42 vs. 16 h/year, p = 0.003). All programs had access to cadaveric temporal bones (mean 2.25 ± 1.13 bones per resident/year), though five reported fewer bones than residents. The mean drill‐to‐resident ratio was 0.59, with 10.8% reporting a 1:1 ratio. Formal performance evaluation was used by 43.2% of programs. On exploratory univariable analysis, longer otology rotation duration was associated with having at least one neurotology fellow within five years ( p = 0.025). Larger resident cohort size ( p = 0.048) and older laboratory instruments ( p = 0.043) were associated with producing more than one fellow. Conclusion There is substantial variability in temporal bone education across U.S. otolaryngology training programs. Programs differ in curricula, resources, and access to cadaveric and simulation‐based training. Standardization of core components may improve educational equity and training consistency. Level of Evidence N/A.
Pediatric Cochlear Implantation for Single-Sided Deafness After Temporal Bone Fracture
Mendenhall, Taylor , Babajanian, Eric E. , Anderson, Cody M. , Pitt, Cache, Tooker, Evan L., Carlson, Matthew L., Patel, Neil S., Espahbodi, Mana , Carlson, Matthew L. , Patel, Neil S. , Gurgel, Richard Klaus

Mayo Clinic

Otology & Neurotology | March 24, 2026 | Volume: 47 | Issue: 5 | Pages: 684-690

10.1097/mao.0000000000004881 | PMID 41872113 Get It

Objective: To examine the benefit of cochlear implantation (CI) in pediatric patients with a history of temporal bone fracture resulting in single-sided deafness (SSD). Study design: Retrospective chart review. Setting: Two tertiary academic centers. Patients: Pediatric patients less than 18 years of age with SSD secondary to temporal bone fracture who underwent CI from 2012 to 2022. Intervention(s): CI. Main outcome measure(s): Postoperative audiometric testing. Results: Seven subjects were identified (median age: 10 years (y); Q1 to Q3: 5 to 16 y). Median time from temporal bone trauma to CI was 7 months (mo) (Q1 to Q3: 3 to 7 mo) and 85% had otic capsule involvement. Subjects were followed for a median length of 12 months (Q1 to Q3: 6 to 24 mo) after CI. All patients achieved full electrode insertion, though 2 required scala vestibuli insertion due to ossification of the scala tympani (one of whom had a history of meningitis after temporal bone fracture). Postoperative audiometric testing revealed variable speech perception outcomes with 4 of 7 obtaining open or closed set speech perception and 3 of 7 obtaining only sound awareness. No postoperative complications occurred. Conclusions: CI is a feasible intervention for SSD following pediatric temporal bone fractures, but outcomes are variable. Early evaluation and timely CI, ideally within 6 months of temporal bone fracture, may optimize outcomes. Cochlear ossification, either as a result of otic capsule fracture or subsequent meningitis, may lead to suboptimal outcomes.
Impact of MRI Cochlear FLAIR Signal on Hearing Preservation after Middle Fossa Vestibular Schwannoma Resection
Ewer, Nicole, Takkoush, Samira , Steele, Jason L. , Smith, H. , Lee, Melissa Shuhui, Espahbodi, Mana , Wiggins, Richard H. , Smith, Heather J, Couldwell, William T. , Gurgel, Richard Klaus , Patel, Neil S

Mayo Clinic

Otology & Neurotology | August 5, 2025 | Volume: 46 | Issue: 9 | Pages: e428-e433

10.1097/mao.0000000000004619 | PMID 40763184 Get It

Objective Literature is limited regarding the relationship between cochlear magnetic resonance imaging fluid-attenuated inversion recovery (FLAIR) signal and hearing preservation after resection of vestibular schwannoma (VS). We hypothesize that increased preoperative FLAIR signal is associated with decreased odds of hearing preservation. Study Design Retrospective cohort study. Setting Single academic tertiary/quaternary care center. Patients Subjects with histologically confirmed intracanalicular VS (without extension into the cerebellopontine angle). Intervention Microsurgical resection via middle fossa approach. Main Outcome Measures A review of demographic, clinical, radiographic, and audiometric outcomes were performed. Hearing preservation was defined as American Academy of Otolaryngology–Head and Neck Surgery (AAO-HNS) class A or B hearing. Binary logistic regression analysis was performed with SPSS version 29. Results Twenty-seven subjects met inclusion criteria with median age at time of surgery of 47 (interquartile range [IQR]: 38–54) years; 92.60% were White; 66.67% had AAO-HNS class A, and 33.33% had class B hearing. Postoperatively, at median (IQR) of 11.50 (2.10–38.50) months, 44.40% had class A or B hearing. On logistic regression analysis, a ratio of cochlea-to-brainstem FLAIR signal greater than 0.6 was associated with decreased odds of hearing preservation at 11.50 months—odds ratio, 0.13; 95% confidence interval, 0.02–0.84. Age, sex, surgery duration, tumor volume and linear dimension, fundal cap of cerebrospinal fluid, and extent of resection were not associated with hearing preservation. Conclusion Increased cochlear FLAIR signal on preoperative imaging is associated with decreased likelihood of hearing preservation after resection of intracanalicular, sporadic VS via middle fossa approach.
Congress of Neurological Surgeons Systematic Review and Evidence-Based Guideline on Surgical Resection for the Treatment of Patients With Vestibular Schwannomas: Update
Hadjipanayis, Constantinos G., Graffeo, Christopher S. , Patel, Neil S. , Carlson, Matthew L. , Jacob, Jeffrey T. , Carlstrom, Lucas P. , Gompel, Jamie J. Van , Olson, Jeffrey J.

Mayo Clinic

Neurosurgery | June 5, 2025 | Volume: 98 | Issue: 2 | Pages: 272-277

10.1227/neu.0000000000003473 | PMID 40470965 Get It

BACKGROUND: Surgical intervention remains an important option in the management of vestibular schwannoma (VSs). Development of a systematic approach to choose the most appropriate route for this intervention, based on existing published evidence, is an important goal. OBJECTIVE: To review the literature published since the 2018 Congress of Neurological Surgeons Guideline on surgical intervention for patients with sporadic VSs and use this information to update that set of recommendations. METHODS: The literature in the PubMed and MEDLINE databases from January 2015 through May 20, 2022, was searched for manuscripts pertaining to surgical intervention for VSs. Those manuscripts meeting inclusion criteria were then analyzed for creation of recommendations in response to a set of updated questions. RESULTS: The resultant findings included a considerable amount of data that did not alter the recommendations form the 2018 publication on this topic. Thus, recommendations stating hearing preservation surgery through the middle fossa or retrosigmoid approach may be considered in individuals with good preoperative hearing as an alternative to simple observation remain. In addition, if microsurgical resection is necessary after stereotactic radiosurgery, it is recommended that patients be counseled that there is an increased likelihood of a subtotal resection and decreased facial nerve function. In some questions, insufficient data were present to create an answer and that is stated. CONCLUSION: This guideline demonstrates surgical intervention for VSs and represents a range of options, and the choice of the intervention depends on the specific aspects of the lesion and the individual that harbors them. Objective refinement of those choices will require thoughtful research design by investigations that wish to address those items for which we still have insufficient information. The full guideline can be seen online at https://www.cns.org/guidelines/treatment-adults-vestibular-schwannoma/7-surgical-resection-treatment-of-patients-with-ve-2
Congress of Neurological Surgeons Systematic Review and Evidence-Based Guideline on Hearing Preservation Outcomes in Patients With Sporadic Vestibular Schwannoma: Update
Daher, Ghazal S. , Marinelli, John P. , Patel, Neil , Carlson, Matthew L., Gompel, Jamie J. Van , Olson, Jeffrey J. , Carlson, Matthew L.

Mayo Clinic

Neurosurgery | June 5, 2025 | Volume: 98 | Issue: 2 | Pages: 298-302

10.1227/neu.0000000000003551 | PMID 40470934 Get It

BACKGROUND: Given the increasing prevalence and shifting disease demographic of vestibular schwannoma toward smaller tumors in people with less advanced symptoms, increasing emphasis has been placed on functional hearing preservation. OBJECTIVE: To provide an update to the 2018 CNS Guideline on hearing preservation outcomes in patients with sporadic vestibular schwannoma. METHODS: Systematic review and clinical practice guideline summarizing data pertaining to hearing preservation outcomes within the first 10 years after contemporary stereotactic radiation, microsurgery, or observation with serial imaging. The analysis incorporates studies included in the 2018 guideline and additional literature published up to May 20, 2022, providing a comprehensive up-to-date review of published clinical outcome data over time. RESULTS: Pooled estimated rates of serviceable hearing preservation are presented for observation, radiosurgery, and microsurgery for adults with sporadic vestibular schwannoma who have documented serviceable hearing in the ipsilateral ear at the time of diagnosis. Overall estimated rates of maintaining serviceable hearing are 78% at 2 years, 59% at 5 years, and 47% at 10 years during observation; 71% at 2 years, 59% at 5 years, and 38% at 10 years after radiosurgery; and 48% at 2 years, 40% at 5 years, and 32% at 10 years after microsurgery. In addition, features portending hearing outcome among management modalities are reported to guide accurate patient counseling. CONCLUSION: Regardless of treatment modality, fewer than half of patients with sporadic vestibular schwannoma who present with serviceable hearing will maintain useful hearing by 10 years. Across all studies, microsurgery and radiosurgery seem to accelerate this decline over the natural history, although further research is needed given limitations of available evidence. The full guideline can be seen online at https://www.cns.org/guidelines/treatment-adults-vestibular-schwannoma/4-hearing-preservation-outcomes-in-patients-with-s
Congress of Neurological Surgeons Systematic Review and Evidence-Based Guidelines Update for the Role of Intraoperative Cranial Nerve Monitoring in the Management of Patients With Vestibular Schwannomas
Patel, Neil S. , Carlson, Matthew L. , Sughrue, Michael E. , Olson, Jeffrey J.

Mayo Clinic

Neurosurgery | June 5, 2025 | Volume: 98 | Issue: 2 | Pages: 288-292

10.1227/neu.0000000000003421 | PMID 40470951 Get It

BACKGROUND: Intraoperative neuromonitoring (IONM) has become vital in the management of vestibular schwannoma (VS) with the paradigm shift from tumor eradication to functional preservation. Several facial nerve (FN) monitoring strategies have been explored over the past few decades ranging from free-running electromyography, direct nerve stimulation, continuous nerve stimulation, facial motor evoked potentials, blink reflex, and others. Hearing preservation surgery is guided primarily by far-field auditory brainstem response and real-time cochlear nerve action potentials. Given the heterogeneity in tumor and patient factors, it remains very difficult to accurately predict cranial nerve outcomes, regardless of the monitoring strategy. OBJECTIVE: To critically appraise literature regarding IONM during VS surgery and update the previous evidence-based clinical practice guideline. METHODS: This is a systematic review of the literature, incorporating articles from March 2015 to May 2022. Literature published before 2015 that would have been included in the previous Congress of Neurological Surgeons guideline was not searched again in this update. RESULTS: FN monitoring provides better functional outcomes compared with anatomic dissection alone and may guide the extent of tumor resection. While facial motor evoked potentials and free-running electromyography can provide continuous noninvasive FN monitoring, there are insufficient data to determine which more strongly correlates with facial function outcomes. Both electrophysiological data and tumor size correlate with facial function outcomes. The ideal hearing monitoring strategy remains unclear as there are insufficient data comparing cochlear nerve action potentials with far-field auditory brainstem response. All studies were graded as Class III evidence. CONCLUSION: IONM should be used in all VS cases. While the optimal FN and hearing monitoring strategy remains elusive, available data support the use of a combination of strategies, including preoperative tumor size, to maximize sensitivity and specificity. There remains a significant need for high-quality comparative studies to determine which intraoperative monitoring scheme can provide intraoperative guidance and predict postoperative outcome. The full guideline can be seen online at https://www.cns.org/guidelines/treatment-adults-vestibular-schwannoma/3-intraoperative-cranial-nerve-monitoring-in-manag
Initial Surgeon Experiences With a Robotic-Assisted Cochlear Implant Electrode Array Insertion System
Ernst, Amanda R., Adunka, Oliver F., Carlson, Matthew L., Claussen, Alexander D. , Deep, Nicholas L. , Gantz, Bruce J. , Gantz, Jay A., Lee, Daniel J. , Patel, Neil S. , Yates, Charles W. , Hansen, Marlan R. , Nelson, Rick F , Babu, S., Carlson, Matthew L. , Gurgel, Richard Klaus , Hong, Robert , Hua, Xiaoyang , Santos, Felipe Oliveira dos

Mayo Clinic

Otology & Neurotology | June 4, 2025 | Volume: 46 | Issue: 8 | Pages: 924-932

10.1097/mao.0000000000004554 | PMID 40466138 Get It

Objective To assess integration of a single-use robotic-assisted cochlear implant (RA-CI) electrode array insertion system into surgical workflows, identify potential challenges, and inform best practices. Study Design Survey. Setting Survey data from 16 surgeons across 10 US hospitals. Patients CI candidates 12 years and older with radiographically normal cochleae. Intervention CI surgery with single-use RA-CI insertion system during electrode array insertion. Main Outcome Measures Number of RA-CI to achieve proficiency, estimated additional time for RA-CI, and best practices to successfully incorporate the RA insertion system into CI surgery. Results A total of 121 RA-CI cases were performed. All surgeons completed the survey. Most surgeons (62.5%) reported they would feel comfortable using the device within five cases. Eight (50%) reported use of the RA system added 5 to 10 minutes to the case, and seven (44%) reported an added 10–15 minutes. Providing adequate incision size to secure the unit base superior to the temporal line and maximizing exposure of the facial recess were the most recommended best practices. Additional recommendations included pulling the receiver/stimulator forward within the pocket to facilitate a full electrode array insertion and considering drive head placement and mastoidectomy size to maximize overall visibility during electrode array insertion. Conclusions Proficiency with an RA electrode array insertion system during CI surgery can be achieved with minor adjustments to the surgical approach, within relatively few use cases (generally <5) and with minimal time addition (between 5 and 15 min). Training to specific best practices is important before initial clinical use.
18F-FDG Positron Emission Tomography Findings in Patients With Lymphoid Interstitial Pneumonia
Alaws, Hossny, Deleveaux, S., Patel, Neil , Soto, Jose Soto

Mayo Clinic

American Journal of Respiratory and Critical Care Medicine | May 11, 2025 | Volume: 211 | Issue: Supplement_1 | Pages: A1712-A1712

10.1164/ajrccm.2025.211.abstracts.a1712 Get It

Abstract Rationale: Lymphoid Interstitial Pneumonia (LIP) is a rare interstitial lung disease characterized as a benign lymphoproliferative pulmonary condition. It is often associated with autoimmune conditions such as Sjögren's syndrome, immune dysregulatory syndromes, and common variable immunodeficiency. The incidence and prevalence of LIP remain unclear. While fluorodeoxyglucose (FDG) Positron Emission Tomography (PET/CT) findings have been documented for various diffuse parenchymal lung diseases, data specific to LIP is limited. This study aims to assess the utility of PET/CT in the evaluation of malignancy in patients with LIP, in addition to describing PET/CT findings in patients with known LIP who underwent PET/CT for any reason. Methods: This retrospective study involved a reviewof electronic medical records within the Mayo Clinic Enterprise to identify patients with an established diagnosis of LIP who had undergone PET/CT. Using ICD code J84.2, we identified patients with a diagnosis of LIP, and further selected for those who had undergone PET/CT between 2009 and 2023. We analyzed descriptive statistics, including the mean and prevalence of common PET/CT findings. Results: We identified 10 patients, all of whom had anestablished expert diagnosis of LIP and had undergone PET/CT for any reason. The mean age was 66 years, and all patients were female. Six of the ten patients (60%) underwent a lung biopsy, and six (60%) exhibited FDG uptake in the lungs, with maximum standard uptake value (SUVmax) uptake ranging from 2.0 to 8.2. Six of the imaging studies (60%) showed abnormal FDG uptake in one or more lymph nodes, with SUV maximum ranging from 2.4 to 7.8, and four (40%) demonstrated extrapulmonary FDG uptake. Four patients were diagnosed with a malignancy, the majority being MALT, with one being lung squamous cell carcinoma (SCC). Conclusion: Given the rarity of LIP, there is limiteddata on the utility and findings of PET/CT in these patients. Our study reveals that in patients with LIP, despite abnormal parenchyma in the background of inflammatory disease, malignancy was still likely in abnormally hypermetabolic regions. In this study, lymphoma was the most common malignancy isolated in patients with LIP. Nonetheless, malignancy other than lymphoma can occur, namely squamous cell carcinoma (SCC), and PET positivity can occur in LIP patients even in the absence of tissue proven malignancy. In patients with LIP, SUVmax does not appear to be a differentiating factor between those later diagnosed with lymphoma (SUVmax 2.0-8.2) and SCC (SUVmax=3.1).
Evaluation of AI Summaries on Interdisciplinary Understanding of Ophthalmology Notes
Becerra, Clara M. Castillejo , Dahl, Heidi M., Patel, Neil R. , Kaplan, Tyler M., Kohli, Darrell, Bothun, Erick D. , Mohney, Brian G., Tooley, Andrea A. , Baratz, Keith H. , Iezzi, Raymond , Bakri, Sophie J. , Roddy, Gavin W. , Hodge, David O. , Sit, Arthur J. , Chen, John J. , D'Souza, Haley S, Barkmeier, Andrew J. , Hodge, David, Chen, John J , Castillejo Becerra, Clara M , Sit, Arthur J , Tailor, Prashant D. , D’Souza, Haley S. , Patel, Neil R., Starr, Matthew R.

Mayo Clinic

JAMA Ophthalmology | April 4, 2025 | Volume: 143 | Issue: 5 | Pages: 410

10.1001/jamaophthalmol.2025.0351 | PMID 40178837 Get It

ImportanceSpecialized ophthalmology terminology limits comprehension for nonophthalmology clinicians and professionals, hindering interdisciplinary communication and patient care. The clinical implementation of large language models (LLMs) into practice has to date been relatively unexplored.ObjectiveTo evaluate LLM–generated plain language summaries (PLSs) integrated into standard ophthalmology notes (SONs) in improving diagnostic understanding, satisfaction, and clarity.Design, Setting, and ParticipantsRandomized quality improvement study conducted from February 1, 2024, to May 31, 2024, including data from inpatient and outpatient encounters in a single tertiary academic center. Participants were nonophthalmology clinicians and professionals and ophthalmologists. The single inclusion criterion was any encounter note generated by an ophthalmologist during the study dates. Exclusion criteria were (1) lack of established nonophthalmology clinicians and professionals for outpatient encounters and (2) procedure-only patient encounters.InterventionAddition of LLM-generated plain language summaries to ophthalmology notes.Main Outcomes and MeasuresThe primary outcome was survey responses from nonophthalmology clinicians and professionals assessing understanding, satisfaction, and clarity of ophthalmology notes. Secondary outcomes were survey responses from ophthalmologists evaluating PLS in terms of clinical workflow and accuracy, objective measures of semantic quality, and safety analysis.ResultsA total of 362 (85%) nonophthalmology clinicians and professionals (33.0% response rate) preferred the PLS to SON. Demographic data on age, race and ethnicity, and sex were not collected. Nonophthalmology clinicians and professionals reported enhanced diagnostic understanding (percentage point increase, 9.0; 95% CI, 0.3-18.2; P = .01), increased note detail satisfaction (percentage point increase, 21.5; 95% CI, 11.4-31.5; P &amp;lt; .001), and improved explanation clarity (percentage point increase, 23.0; 95% CI, 12.0-33.1; P &amp;lt; .001) for notes containing a PLS. The addition of a PLS was associated with reduced comprehension gaps between clinicians who were comfortable and uncomfortable with ophthalmology terminology (from 26.1% [95% CI, 13.7%-38.6%; P &amp;lt; .001] to 14.4% [95% CI, 4.3%-24.6%; P &amp;gt; .06]). PLS semantic analysis found high meaning preservation (bidirectional encoder representations from transformers score mean F1 score: 0.85) with greater readability than SONs (Flesch Reading Ease: 51.8 vs 43.6; Flesch-Kincaid Grade Level: 10.7 vs 11.9). Ophthalmologists (n = 489; 84% response rate) reported high PLS accuracy (90% [320 of 355] a great deal) with minimal review time burden (94.9% [464 of 489] ≤1 minute). PLS error rate on ophthalmologist review was 26% (126 of 489). A total of 83.9% (104 of 126) of errors were deemed low risk for harm and none had a risk of severe harm or death.Conclusions and RelevanceIn this study, use of LLM-generated PLSs was associated with enhanced comprehension and satisfaction among nonophthalmology clinicians and professionals, which might aid interdisciplinary communication. Careful implementation and safety monitoring are recommended for clinical integration given the persistence of errors despite physician review.