Using Large Language Models to Generate Educational Materials on Childhood Glaucoma.

PURPOSE: To evaluate the quality, readability, and accuracy of large language model (LLM)-generated patient education materials (PEMs) on childhood glaucoma, and their ability to improve existing the readability of online information. DESIGN: Cross-sectional comparative study. METHODS: We evaluated responses of ChatGPT-3.5, ChatGPT-4, and Bard to 3 separate prompts requesting that they write PEMs on "childhood glaucoma." Prompt A required PEMs be "easily understandable by the average American." Prompt B required that PEMs be written "at a 6th-grade level using Simple Measure of Gobbledygook (SMOG) readability formula." We then compared responses' quality (DISCERN questionnaire, Patient Education Materials Assessment Tool [PEMAT]), readability (SMOG, Flesch-Kincaid Grade Level [FKGL]), and accuracy (Likert Misinformation scale). To assess the improvement of readability for existing online information, Prompt C requested that LLM rewrite 20 resources from a Google search of keyword "childhood glaucoma" to the American Medical Association-recommended "6th-grade level." Rewrites were compared on key metrics such as readability, complex words (≥3 syllables), and sentence count. RESULTS: All 3 LLMs generated PEMs that were of high quality, understandability, and accuracy (DISCERN ≥4, ≥70% PEMAT understandability, Misinformation score = 1). Prompt B responses were more readable than Prompt A responses for all 3 LLM (P ≤ .001). ChatGPT-4 generated the most readable PEMs compared to ChatGPT-3.5 and Bard (P ≤ .001). Although Prompt C responses showed consistent reduction of mean SMOG and FKGL scores, only ChatGPT-4 achieved the specified 6th-grade reading level (4.8 ± 0.8 and 3.7 ± 1.9, respectively). CONCLUSIONS: LLMs can serve as strong supplemental tools in generating high-quality, accurate, and novel PEMs, and improving the readability of existing PEMs on childhood glaucoma.

Blind Spots in Therapy: Unveiling Drug-Induced Angle-Closure Glaucoma Through a National Analysis.

OBJECTIVE: To identify and quantify medications causing angle-closure glaucoma through the FDA Federal Adverse Event Reporting System (FAERS). DESIGN: National, retrospective database analysis. SUBJECTS, PARTICIPANTS, AND/OR CONTROLS: 11,737,133 total adverse event reports from the FDA Federal Adverse Event Reporting System (FAERS) database 2004-2022Q3, which included 1,629 reports of angle-closure glaucoma. METHODS: Drugs associated with reports of angle-closure glaucoma were identified in FAERS. To ascertain if these reports yielded statistically significant signals, we used the proportional reporting ratio (PRR), reporting odds ratio (ROR), empirical Bayes geometric mean (EBGM), and information component (IC) as a part of a disproportionality analysis. We considered a signal to be detected when all four disproportionality analysis metrics were positive. RESULTS: We identified a total of 1,629 adverse event reports linked to 611 suspected drugs over the course of 20 years (2004-2023Q3). Frequently reported drugs included topiramate (520 reports) and citalopram (69 reports), amongst many others. 18 medications yielded a positive signal, including lesser-known medications like olanzapine, phentermine, and ranibizumab. Tropicamide exhibited the most robust statistical significance (n=18; PRR: 164.263; ROR (95% CI): 167.95 (104.994-268.655); EBGM (EBGM05): 162.421 (109.5); IC (IC05): 7.344 (4.591)), while acetazolamide was the second strongest (n=51; PRR: 113.088; ROR 95% CI: 114.782 (86.665-152.021); EBGM (EBGM05): 109.506 (86.501); IC (IC05): 6.775 (5.115)). CONCLUSION: Drug-induced glaucoma included both well-known medications such as topiramate as well as lesser-known medications such as olanzapine, phentermine, and ranibizumab. Clinician awareness of these findings is important.

Hyphema and vitreous hemorrhage after micropulse cyclophotocoagulation a case report.

INTRODUCTION: We present two cases of vitreous hemorrhage after micropulse cyclophotocoagulation one of which had concurrent hyphema. To the best of our knowledge, these are the first cases of vitreous hemorrhage due to micropulse CPC in the United States. CASE DESCRIPTION: The first case is an 82-year-old woman with bilateral severe primary open angle glaucoma. BCVA in the right eye was 20/25, and 10-2 Humphrey visual field showed severe peripheral defects. The patient underwent MPCPC of the right eye and at one week, a settled 2 mm hyphema and vitreous hemorrhage confirmed by B-scan were noted. At three months, the patient had a BCVA of 20/80 with an IOP of 12 and retina consultation deferred a PPV. The second case is of a patient with bilateral moderate stage POAG who underwent MPCPC in both eyes. His original VA was 20/200 bilaterally. At 2 weeks, RE VA was count fingers at one foot and LE was 20/150-1. At two months, a RE B scan revealed dense vitreous opacities. Retina consultation revealed vitreous hemorrhage but a PPV was deferred. CONCLUSION: Clinicians should be aware of the risks of bleeding and the potential need for additional surgical interventions after MPCPC.

Continuous Wave Transscleral Cyclophotocoagulation and Endoscopic Cyclophotocoagulation in Childhood Glaucoma: A Meta-analysis.

PURPOSE: To report the outcomes of continuous wave-transscleral cyclophotocoagulation (TS-CPC) and endoscopic cyclophotocoagulation (ECP) in childhood glaucoma. METHODS: We performed a systematic search of relevant databases. We collected data on age, follow-up duration, type of glaucoma, previous surgical interventions, preoperative and postoperative intraocular pressure (IOP), preoperative and postoperative number of glaucoma medications, adverse events, number of sessions, and success rates at different time points. The main outcome measures are the amount of IOP and glaucoma medication reduction. RESULTS: We included 17 studies studying 526 patients (658 eyes); 11 evaluated the effectiveness of TS-CPC (268 patients, 337 eyes), 5 evaluated ECP (159 patients, 197 eyes), and one study compared both techniques (56 patients, 72 eyes for TS-CPC vs. 43 patients, 52 eyes for ECP). The median duration of follow-up was 28 months in the TS-CPC group and 34.4 months in the ECP group. The mean number of treatment sessions was 1.7 in the TS-CPC and 1.3 in the ECP. In the TS-CPC group, the mean IOP was significantly reduced from 31.2±8 to 20.8±8 mmHg at the last follow-up (P<0.001). The mean number of glaucoma medications was reduced from 2.3±1.3 to 2.2±1.3 (P=0.37). In the ECP group, there was also a significant reduction in the mean IOP from 32.9±8 mmHg with a mean of 1.7±0.7 glaucoma medications to 22.6±9.8 mmHg (P<0.0001) on 1.2±1.1 medications (P=0.009) at the last follow-up. CONCLUSION: Both TS-CPC and ECP were effective in reducing the IOP and glaucoma medications in childhood glaucoma. Multiple treatment sessions were required.

Corneal Hysteresis as a Marker for Patients with Secondary Glaucoma.

PURPOSE: To investigate and compare the association of corneal hysteresis (CH) in patients with secondary glaucoma to control patients and patients with primary open-angle glaucoma (POAG). Additionally, to determine the consistency of CH measurements in patients with secondary glaucoma. METHODS: A total of 84 patients (121 eyes) were prospectively included in this study. Twenty-three patients (46 eyes) were healthy controls, 24 patients (40 eyes) were diagnosed with POAG, and 27 patients (35 eyes) were diagnosed with a form of secondary glaucoma. CH and intraocular pressure (IOP) were measured using the Ocular Response Analyzer. Three measurements per eye were performed and used for the analysis and to determine fluctuations in CH data. One-way ANOVA with post-hoc Bonferroni analysis and Chi-Squared testing was done to determine differences between groups. RESULTS: All patients were matched for age. Patients in both POAG and secondary glaucoma groups were matched for age and IOP. All groups had similar sex and racial compositions as well as similar proportions of diabetes, hypertension, and hyperlipidemia. CH was lower (p < .05) in patients with POAG (9.32 ± 1.64) and secondary glaucoma (7.89 ± 3.18) when compared to healthy controls (11.16 ± 1.60). Fluctuations in CH measurements were minimal in all groups. Further analysis of the secondary glaucoma group revealed no differences in CH between different types of secondary glaucoma (p > .05). CONCLUSION: Patients with secondary glaucoma have lower CH when compared to POAG or control groups. The ORA exhibits precision of CH measurements for control, POAG, and secondary glaucoma groups, making it a reliable tool in management of secondary forms of glaucoma.

Applications of artificial intelligence-enabled robots and chatbots in ophthalmology: recent advances and future trends.

PURPOSE OF REVIEW: Recent advances in artificial intelligence (AI), robotics, and chatbots have brought these technologies to the forefront of medicine, particularly ophthalmology. These technologies have been applied in diagnosis, prognosis, surgical operations, and patient-specific care in ophthalmology. It is thus both timely and pertinent to assess the existing landscape, recent advances, and trajectory of trends of AI, AI-enabled robots, and chatbots in ophthalmology. RECENT FINDINGS: Some recent developments have integrated AI enabled robotics with diagnosis, and surgical procedures in ophthalmology. More recently, large language models (LLMs) like ChatGPT have shown promise in augmenting research capabilities and diagnosing ophthalmic diseases. These developments may portend a new era of doctor-patient-machine collaboration. SUMMARY: Ophthalmology is undergoing a revolutionary change in research, clinical practice, and surgical interventions. Ophthalmic AI-enabled robotics and chatbot technologies based on LLMs are converging to create a new era of digital ophthalmology. Collectively, these developments portend a future in which conventional ophthalmic knowledge will be seamlessly integrated with AI to improve the patient experience and enhance therapeutic outcomes.

Demographics and Research Activity Among 2023 Academic Glaucoma Specialists.

PURPOSE: To characterize demographics, academic characteristics, and research activity of academic glaucoma specialists. METHODS: Faculty demographic and academic data were recorded for glaucoma specialist faculty from 99 United States ophthalmology residency programs using institutional websites, Doximity, and LinkedIn. H-index was calculated using Scopus. Mean and weighted relative citation ratio (RCR), measuring research impact and productivity, respectively, was determined with the National Institute of Health iCite tool. RESULTS: Most academic glaucoma specialists were men (0.61), located in the Southern United States (0.316), and in practice for less than or equal to 10 years in 2023 (0.324). Twenty-six percent had additional professional degrees, and 11% completed fellowship training in addition to clinical glaucoma. Assistant professor was the most common academic appointment (0.479), and almost a quarter (0.23) had additional positions. Mean h-index (13.3), mean-RCR (1.76), and weighted-RCR (84.0) were consistent with high research productivity and impact. Gender comparison found that men had significantly higher h-index (p < .001), m-RCR (p = .007), w-RCR (p < .001) as compared to women. H-index (p < .001; p < .001; p < .001), m-RCR (p = .006; p < .001; p < .001), and w-RCR (p < .001; p < .001; p < .001) also increased with career duration, academic position, and additional academic appointments, respectively. Additional training was associated with higher h-index (p = .023) and w-RCR (p = .012), but not m-RCR (p = .699). CONCLUSION: Higher research activity is significantly associated with higher departmental positions and additional academic appointments. This illustrates the importance of research contributions for academic promotion. Variations in research activity by gender distribution may therefore affect opportunities for career advancement.

Gender Representation Among Ophthalmology Fellowship Directors in 2022.

PURPOSE: Women are underrepresented in several medical specialties, including ophthalmology. Reducing disparities is critical in diversifying perspectives and increasing equity within ophthalmology, both of which can ultimately improve care delivery. We examined ophthalmic fellowship programs directors in the United States to investigate gender disparities by subspecialty. DESIGN: Cross-sectional study. METHODS: This was a retrospective cross-sectional study of ophthalmology fellowship program directors in academic medical centers. The primary outcome measure was a descriptive analysis of current fellowship directors in 2022 when stratified by subspecialty and demographic features. RESULTS: Analysis was conducted on 358 fellowship directors in the United States. Twenty-nine percent of directors were women. Female directors had significantly fewer years since residency graduation compared with male peers (17 vs 24; P < .001); however, no differences were observed by program type (P = .896) or location (P = 0.104). Differences in female director representation were observed by subspecialty (P < .001), with the greatest percentage of women in pediatric ophthalmology (54%), other (oncology and pathology) fellowships (50%), and medical retina (40%). The subspecialties with the lowest percentage of female directors were oculoplastic and reconstructive surgery (13%) surgical retina and vitreous (16%). CONCLUSION: There are disparities in female representation in academic leadership positions across ophthalmic subspecialties. Addressing this difference may have critical impacts on career advancement and opportunities available for marginalized groups in medicine.

Comparison of Efficacy of Micropulse and Continuous Wave Cyclophotocoagulation in Patients With Pediatric Glaucoma.

PRCIS: Both micropulse (MP-CPC) and continuous wave (CW-CPC) cyclophotocoagulation exhibited short-term effectiveness in lowering IOP, followed by reversion to near baseline levels 12 months after laser treatment. OBJECTIVE: To determine and compare the effectiveness and safety of MP-CPC and CW-CPC in patients diagnosed with pediatric glaucoma. METHODS: A retrospective cohort study was conducted on a total of 28 patients (81 eyes) diagnosed with pediatric glaucoma either undergoing MP-CPC or CW-CPC. Intraocular pressure (IOP) measurements, number of glaucoma medications, and the onset of complications were collected at baseline, 1-month, 3-month, 6-month, and 12-month intervals. Success rate (SR) was defined as eyes achieving IOP ≤21 mm Hg and ≥5 mm Hg and a 20% reduction in IOP at the last follow-up visit. RESULTS: All patients either undergoing MP-CPC or CW-CPC were matched for age (mean ± SD; 1.76 ± 1.69 vs 1.56 ± 2.49 y). Patients undergoing MP-CPC had significant decreases in IOP from baseline IOP at 1, 3, and 6 months with a 22% SR at 12 months. CW-CPC had a significant decrease in IOP from baseline IOP at all follow-ups, with a 27% SR at 12 months. At the 12-month follow-up, the CW-CPC cohort exhibited a significantly larger overall drop in IOP when compared with the MP-CPC cohort, (7.99 ± 7.95 vs 1.78 ± 6.89, P < 0.05); however, the difference in SR between treatment groups (27% vs 22%) at 12 months was not significant ( P > 0.05). Complications were minimal for both groups. CONCLUSION: Both MP-CPC and CW-CPC exhibited short-term effectiveness in lowering IOP, followed by reversion to near baseline levels 12 months after laser treatment. Both MP-CPC and CW-CPC exhibited similar SR at 12 months, 22% and 27% respectively.

Salary Negotiations: Gender Differences in Attitudes, Priorities, and Behaviors of Ophthalmologists.

PURPOSE: To investigate attitudes, priorities, and behaviors of ophthalmologists in salary negotiations. DESIGN: Cross-sectional study. METHODS: A Qualtrics survey was disseminated to U.S.-based practicing ophthalmologists between November 1, 2021 and March 31, 2022 and assessed attitudes, behaviors, and priorities surrounding salary negotiation during the respondents' first negotiation as a practicing physician and currently. Optional case-based scenarios were also included. RESULTS: Of 424 respondents, 155 (36.5%) identified as male (M) and 269 (63.3%) identified as female (F). Men were more likely to negotiate salary for their first position as an independent ophthalmologist (M 78.3%, F 68.2%; P = .04). Respondents of both genders assessed their success similarly; 85.0% of men and 75.7% of women (P = .07) felt that their negotiation was very successful or somewhat successful. Women were more likely to select "flexibility in clinic/OR schedule for personal commitments" as a priority during salary negation for their first position (M 14.8%, F 23.1%; P = .04). Women ophthalmologists reported feeling more uncomfortable (M 36.1%, F 49.1%; P = .01), intimidated (M 20.0%, F 43.5%; P < .01), and were less likely to feel well-trained (M 24.5%, F 13.0%; P < .01). Most respondents never received formal training in negotiation. CONCLUSIONS: We found significant gender differences among ophthalmologists in attitudes, priorities and behaviors surrounding salary negotiation. There were low reported levels of formal negotiation training, which appears to disadvantage women more than men. These gender disparities suggest that incorporating education about negotiation skills and career development early in training may be impactful.

Future direction for the deployment of deep learning artificial intelligence: Vision threatening disease detection in underserved communities during COVID-19.

PURPOSE: Vision-threatening diseases (VTDs) are the leading causes of vision loss and blindness. Use of deep learning artificial intelligence (DLAI) in early detection and subspecialty referral is critical to saving vision years and maintaining quality of life. To address this, we propose a comprehensive community-based screening retinal approach that incorporates DLAI to mitigate disparities and address need in an underserved urban community. METHODS: We evaluated two DLAI software designed for 45° retinal image analysis. DLAI was deployed in clinical settings to triage cases for ophthalmic referrals. Functionality was evaluated to propose implementation in a community screening. RESULTS: Our community screenings have incorporated various imaging modalities to improve VTD pick up rate: nonmydriatic color retinal imaging (18%), fundus autofluorescence (AF) (23%), and ocular coherence tomography B and angiography scans (35%). Robotic teleconsultation increased follow-up reached 100%. In clinical settings, DLAI reduced image analysis time (EyeArt™ = under 38 s, SELENA+™ =10.6 s) and highlighted multiple VTDs. High concordance was observed between human graders and DLAI (k = 0.68 in the department of endocrinology and k = 1 in the emergency department). CONCLUSION: Integration of DLAI in our ocular screening protocol can be used to reach underserved communities, especially when traditional health-care access is limited.

Quality, Reliability, Technical Quality, and Readability of Google Online Information on Childhood Glaucoma.

PURPOSE: To evaluate the quality, reliability, technical quality, and readability of online information related to childhood glaucoma. METHODS: In this cross-sectional study, no human subjects were studied. Analysis was done for online websites on childhood glaucoma. The terms "childhood glaucoma," "pediatric glaucoma," "congenital glaucoma," "buphthalmos," and "big eyes" were entered into the Google search engine and the first 100 search results were assessed for quality, reliability, technical quality, and readability. Peer-reviewed articles, patient forum posts, dictionary definitions, and websites that appeared as targeted ads, were not in English, or were not focused on humans were excluded. Each website was evaluated for (1) quality and reliability using the DISCERN, HONcode, and JAMA criteria; (2) technical quality assessing 11 technical aspects; and (3) readability using six separate criteria (Flesch-Kincaid Reading Ease Score and Grade Level, Gunning Fog Index score, the Simple Measure of Gobbledygook Index, Coleman-Liau Index, and Automated Readability Index). RESULTS: The median scores for the DISCERN, HONcode, and JAMA criteria were 2.6 (range = 1 to 4.75; 1 = worst, 5 = best), 10 (range = 0 to 16; 0 = worst, 16 = best), and 2 (range = 0 to 4; 0 = worst, 4 = best), respectively. The median technical quality score was 0.7. Readability was poor among most websites, with a median Flesch-Kincaid grade Grade Level Score of 9.3. The median Gunning Fog Index score was 9.8. There was a statistically significantly higher JAMA score and Gunning Fog Index score among the private websites compared to the institutional websites. However, institutional websites had higher technical quality. CONCLUSIONS: Online information on childhood glaucoma had poor to moderate quality and reliability. The technical quality is good; however, most websites' readability was above the recommended 5th to 6th grade reading level. [J Pediatr Ophthalmol Strabismus. 20XX;X(X):XXX-XXX.].

Ophthalmology residency programs on social media.

PURPOSE: With the transition from away rotations and in-person interviews during the COVID-19 pandemic came a search for alternative methods to represent and promote residency programs. We investigated utilization of social media by ophthalmology residency programs in response to the pandemic. METHODS: Social media accounts of accredited ophthalmology residency programs were found through a manual search on Facebook, Instagram, and Twitter. Each program's geographical region (Northeast, Midwest, South, or West) was identified, and year of account creation (2009-2021) was noted. An exponential regression model was used to model total number of social media accounts over time. Comparisons of total number of social media accounts before/after the pandemic and by region, stratified by social media platform, were evaluated through chi-square analysis. RESULTS: Of 125 ophthalmology residency programs, 63% (n = 79) had at least one account on a social platform. 142 acc. Instagram held the most accounts (45%, n = 64), followed by Facebook (29%, n = 41) and Twitter (26%, n = 37). From 2009 to 2021, there has been an exponential increase in social media accounts (R2 = 0.962). 45% (n = 65) of all accounts were created after March 2020. Instagram increased the most, with 45 ophthalmology residency accounts created after the pandemic as compared to 19 created prior (p < 0.001). The number of social media accounts did not vary by region. CONCLUSIONS: Based on current trends, the presence of ophthalmology residency programs on social media will likely continue expanding, with major social platforms becoming a vaster source of information for ophthalmology residency applicants.

Predictive value of medical school ranking in the academic scholarship of ophthalmology residents.

Objective: To determine whether a resident's medical school ranking predicts their scholarship during residency. Design: The authors stratified ophthalmology residents in ACGME accredited programs into tiers based off their medical school background's US News & World Report ranking: T1 (schools 1-20), T2 (21-50), and T3 (51-90). Investigators queried PubMed and Scopus for number of total publications, first/second author publications, publications in the top 10 impact factor journals in ophthalmology, and publications with the senior author affiliated with the resident's residency program/medical school. Authors collected data from start of ophthalmology residency to December 5th, 2021, and performed Pearson chi squared, ANOVA, Eta squared, Tukey, and multivariable logistic regression tests. Results: 1054 residents were included for analysis, with 370 from T1 schools, 296 from T2 schools, and 388 from T3 schools. T3 residents had a significantly decreased likelihood of publishing at least one (OR = 0.659;95%CI = 0.481,0.905;p = .010), two (OR = 0.643;95%CI = 0.436,0.949;p = .026), or five (OR = 0.407;95%CI = 0.187,0.886;p = .024) total publications compared to T1 residents. T3 residents also were partially predicted to publish fewer first author works, high impact journal articles, and articles with senior authors affiliated with their medical school. T2 residents were more likely to publish at least one second author work than T1 residents (OR = 1.604;95%CI = 1.101,2.337;p = .014). There was no significant difference between tiers in publications with senior authors affiliated with the same residency program. Conclusions: The authors observed little difference in scholarship between residents from T1 and T2 schools, but some differences may exist between T3 and T1/T2 residents. Merit of rankings should be further explored.

Effectiveness of netarsudil 0.02% in lowering intraocular pressure in patients with secondary glaucoma.

OBJECTIVE: To determine the effectiveness of netarsudil, 0.02% in lowering intraocular pressure (IOP) in patients with secondary forms of glaucoma. METHODS: A total of 77 patients (98 eyes) with either primary open-angle glaucoma (POAG) or secondary glaucoma were reviewed retrospectively over the course of 1 year after starting netarsudil. The secondary glaucoma group was comprised of patients with uveitic, pseudoexfoliative, neovascular, congenital, and other forms of secondary glaucoma. Patient IOP measurements were collected at baseline and at 1-, 3-, 6-, and 12-month intervals. Two sample t tests and 1-way analysis of variance were used to determine differences in IOP reductions following netarsudil treatment. RESULTS: Patients with POAG or secondary glaucomas were matched for age (mean ± SD: 69.1 ± 16.0 years vs. 64.5 ± 21.2 years; p = 0.30). Both the POAG and secondary glaucoma patients exhibited significant decreases in IOP at each time point (1, 3, 6, and 12 months) when compared with baseline (p < 0.05). Both groups showed similar overall decreases in IOP from baseline after 1 year of treatment (6.0 ± 4.5 mm Hg vs. 6.6 ± 8.4 mm Hg; p = 0.70). Forty-sex percent of POAG patients achieved an IOP of <14 mm Hg compared with 17% of secondary glaucoma patients. Among the secondary glaucoma subtypes, netarsudil was found to be most effective for treating uveitic glaucoma, showing a decrease in IOP of 9.5 mm Hg after 12 months (p = 0.02). CONCLUSION: Netarsudil is effective in lowering IOP in patients with certain forms of secondary glaucoma and should be considered for IOP management in those with uveitic glaucoma.

Analysis of google trends and search results for ophthalmic symptoms of monkeypox.

PURPOSE: In July 2022, the World Health Organization (WHO) declared monkeypox virus's global spread a "public health emergency of international concern." About a quarter of monkeypox cases feature ophthalmic symptoms. We assessed trends in worldwide search interest in monkeypox ophthalmic involvement and inclusion in online search engine queries. METHODS: The following keywords were searched on Google Trends from April 1, 2022, to August 12, 2022: monkeypox + eye, pink eye, eye infection, eyelid, vision, blurry vision, vision loss, blindness, eye symptoms, eye problems, eye pain, eye redness, conjunctivitis, conjunctiva, cornea, keratitis, corneal ulcer, and blepharitis. We analyzed trends, correlated search interest with case count data, and compared popularity of search terms via nonparametric Mann-Whitney-U analysis. Inclusion of ophthalmic symptoms in Google search results for "monkeypox symptoms" was assessed. RESULTS: "Monkeypox eye" had the highest average search interest worldwide and in the United States. Search interest peaked between mid-May and late July 2022. When compared to interest in "monkeypox rash," the most searched monkeypox symptom, the average interest in "monkeypox eye" was lower (p < 0.01). Of the first 50 results from the Google search of "monkeypox symptoms," 10/50 (20%) mentioned ophthalmic symptoms. 6/50 (12%) mentioned the eye as a route of virus transmission. CONCLUSION: Search interest in monkeypox ophthalmic symptoms corresponds with geographic and temporal trends, i.e., timing and location of the first reported non-endemic cases and WHO announcement. Although ophthalmic symptoms are not as widely searched currently, inclusion in public health messaging is key for diagnosis, appropriate management, and reduction of further transmission.

Implementation of deep learning artificial intelligence in vision-threatening disease screenings for an underserved community during COVID-19.

INTRODUCTION: Age-related macular degeneration, diabetic retinopathy, and glaucoma are vision-threatening diseases that are leading causes of vision loss. Many studies have validated deep learning artificial intelligence for image-based diagnosis of vision-threatening diseases. Our study prospectively investigated deep learning artificial intelligence applications in student-run non-mydriatic screenings for an underserved, primarily Hispanic community during COVID-19. METHODS: Five supervised student-run community screenings were held in West New York, New Jersey. Participants underwent non-mydriatic 45-degree retinal imaging by medical students. Images were uploaded to a cloud-based deep learning artificial intelligence for vision-threatening disease referral. An on-site tele-ophthalmology grader and remote clinical ophthalmologist graded images, with adjudication by a senior ophthalmologist to establish the gold standard diagnosis, which was used to assess the performance of deep learning artificial intelligence. RESULTS: A total of 385 eyes from 195 screening participants were included (mean age 52.43 ± 14.5 years, 40.0% female). A total of 48 participants were referred for at least one vision-threatening disease. Deep learning artificial intelligence marked 150/385 (38.9%) eyes as ungradable, compared to 10/385 (2.6%) ungradable as per the human gold standard (p < 0.001). Deep learning artificial intelligence had 63.2% sensitivity, 94.5% specificity, 32.0% positive predictive value, and 98.4% negative predictive value in vision-threatening disease referrals. Deep learning artificial intelligence successfully referred all 4 eyes with multiple vision-threatening diseases. Deep learning artificial intelligence graded images (35.6 ± 13.3 s) faster than the tele-ophthalmology grader (129 ± 41.0) and clinical ophthalmologist (68 ± 21.9, p < 0.001). DISCUSSION: Deep learning artificial intelligence can increase the efficiency and accessibility of vision-threatening disease screenings, particularly in underserved communities. Deep learning artificial intelligence should be adaptable to different environments. Consideration should be given to how deep learning artificial intelligence can best be utilized in a real-world application, whether in computer-aided or autonomous diagnosis.

Public Perception of Marijuana Use for the Treatment of Glaucoma.

The use of marijuana for the treatment of glaucoma has been widely debated amongst ophthalmologists and glaucoma specialists. Recent evidence suggests the majority of ophthalmologists do not support the use of marijuana as active treatment for glaucoma. However, there has been no investigation into understanding the public's direct perception of the efficacy of marijuana in glaucoma treatment. By using Twitter as a tool to understand the public's thoughts, tweets were analyzed over the last 2 years. Of the 700 tweets analyzed, 72% (n=503) of tweets were in favor of cannabis use in the treatment of glaucoma, whereas 18% (n=124) were evidently opposed. The majority of those in favor came from accounts of individual users (n=391; 56%) whereas those that opposed marijuana as a treatment came from accounts of health care media, ophthalmologists, and other health care workers. The discrepancy between the public and ophthalmologists and other health care professionals requires recognition and further action to better educate the public on the role of marijuana in glaucoma treatment.