Accuracy of an Artificial Intelligence Chatbot's Interpretation of Clinical Ophthalmic Images.

Importance: Ophthalmology is reliant on effective interpretation of multimodal imaging to ensure diagnostic accuracy. The new ability of ChatGPT-4 (OpenAI) to interpret ophthalmic images has not yet been explored. Objective: To evaluate the performance of the novel release of an artificial intelligence chatbot that is capable of processing imaging data. Design, Setting, and Participants: This cross-sectional study used a publicly available dataset of ophthalmic cases from OCTCases, a medical education platform based out of the Department of Ophthalmology and Vision Sciences at the University of Toronto, with accompanying clinical multimodal imaging and multiple-choice questions. Across 137 available cases, 136 contained multiple-choice questions (99%). Exposures: The chatbot answered questions requiring multimodal input from October 16 to October 23, 2023. Main Outcomes and Measures: The primary outcome was the accuracy of the chatbot in answering multiple-choice questions pertaining to image recognition in ophthalmic cases, measured as the proportion of correct responses. χ2 Tests were conducted to compare the proportion of correct responses across different ophthalmic subspecialties. Results: A total of 429 multiple-choice questions from 136 ophthalmic cases and 448 images were included in the analysis. The chatbot answered 299 of multiple-choice questions correctly across all cases (70%). The chatbot's performance was better on retina questions than neuro-ophthalmology questions (77% vs 58%; difference = 18%; 95% CI, 7.5%-29.4%; χ21 = 11.4; P < .001). The chatbot achieved a better performance on nonimage-based questions compared with image-based questions (82% vs 65%; difference = 17%; 95% CI, 7.8%-25.1%; χ21 = 12.2; P < .001).The chatbot performed best on questions in the retina category (77% correct) and poorest in the neuro-ophthalmology category (58% correct). The chatbot demonstrated intermediate performance on questions from the ocular oncology (72% correct), pediatric ophthalmology (68% correct), uveitis (67% correct), and glaucoma (61% correct) categories. Conclusions and Relevance: In this study, the recent version of the chatbot accurately responded to approximately two-thirds of multiple-choice questions pertaining to ophthalmic cases based on imaging interpretation. The multimodal chatbot performed better on questions that did not rely on the interpretation of imaging modalities. As the use of multimodal chatbots becomes increasingly widespread, it is imperative to stress their appropriate integration within medical contexts.

The Cataract Surgery Learning Curve: Quantitatively Tracking a Single Resident's Operative Actions Throughout Their Training.

PURPOSE: To track operative phases of cataract surgery over a resident's training to measure action times and frequencies as a surrogate for competency and skill progression. DESIGN: An n = 1 panel study. METHODS: Cataract surgery video recordings performed by a single resident between 2021-2022 were collected. Only full-length videos of adequate quality without supervisor intervention were included. The start and end times of 19 distinct operative phases of cataract surgery were manually labeled by a trained annotator. Timeseries analysis was employed to measure the direction and magnitude of trends in the resident's surgical timing for each action across their first year of training. RESULTS: The dataset comprised 100 videos spread across the resident's sixth to 760th cases. The median total time was 11.6 minutes (IQR 10.1-14.4 minutes), with overall speed increasing at a rate of 43.4 seconds for every 10 videos (95% CI 35.1, 52.7 seconds). Nine operative phases significantly decreased in time throughout training. The main incision, phacoemulsification, and hydrodissection had the greatest improvements in speed relative to their average procedural time. There was an average of 26.9 distinct operative actions (excluding idle periods) in each video (range 20-50). CONCLUSIONS: This is the first study to quantitatively track operative times and frequencies across all relevant actions in cataract surgery and derive learning curves for each. Consistent with previous works, it was found that a basic level of surgical competency was achieved after performing 80 cases. In addition, results from this study indicated that the next level in skill advancement towards surgical finesse occurs after 300 cases.

Binasal Visual Field Defects Due to Sickle Cell Maculopathy.

ABSTRACT: A 26-year-old African American man with sickle cell disease noticed blurry vision in both eyes after a recent complicated hospital admission for sickle cell crisis. Anterior and posterior segment examination of each eye was normal, but visual field testing revealed binasal scotomas. Optical coherence tomography of the macula demonstrated severe thinning of the temporal inner retina, suggesting previous bilateral occlusions of terminal retinal arterioles involving the temporal macula, an uncommon complication of sickle cell disease. This case is a reminder that retinal pathology should always be considered as a potential cause of unexplained visual field defects and highlights the role of macular OCT in evaluation of these patients.

Anemia and Idiopathic Intracranial Hypertension: A Systematic Review and Meta-analysis.

BACKGROUND: Idiopathic intracranial hypertension (IIH) is a condition typically affecting young, obese women. Although anemia is recognized as a risk factor of IIH from case reports, their relationship remains controversial as several comparative studies showed no significant association. This study aimed to examine the relationship between anemia and IIH. METHODS: MEDLINE, Embase, Cochrane Library, and grey literature were searched to September 2020. Primary studies on patients with diagnoses of anemia of any kind and IIH were included. Primary outcomes included the total number of cases of anemia and IIH. A meta-analysis on the prevalence of anemia in IIH compared with control patients was conducted. Grading of Recommendations, Assessment, Development and Evaluations (GRADE) was used to rate the quality of evidence. RESULTS: Overall, 62 cases and 5 observational or case-control studies were included. Pooled incidence of anemia in patients with IIH was 195/1,073 (18.2%). Patients with IIH (n = 774) had a significantly higher prevalence of anemia compared with controls (n = 230,981) (RR 1.44 [95% confidence interval 1.08-1.92]). Patients were 67.7% females and had a mean age of 22.4 years. The mean opening pressure was 37.9 cmH2O. Anemia was most commonly caused by iron deficiency (51.6%) and aplastic anemia (19.4%). Most patients (59.7%) showed improvement or resolution with anemia treatment only without intracranial pressure-lowering therapy. Evidence was limited because of high risk of reporting bias from the large number of case reports and case-control studies. CONCLUSIONS: Anemia is significantly more common in IIH compared with control patients, and case reports suggest a direct relationship. Complete blood counts should be considered in all patients with papilledema, particularly in atypical presentations (male, nonobese, nonperipapillary retinal hemorrhages, prominent risk factor for anemia) or in treatment-refractory IIH.

Resolution of papilledema associated with cyclosporine use after change to tacrolimus.

Use of medications including vitamin A derivatives and tetracyclines have been associated with papilledema and raised intracranial pressure. A 46-year-old woman was referred to neuro-ophthalmology for bilateral optic disc oedema and had a 7-year history of cyclosporine use after renal transplantation. She had preserved visual function and moderate bilateral optic disc oedema. Magnetic resonance imaging and magnetic resonance venography of the brain were normal apart from signs of raised intracranial pressure. Lumbar puncture revealed an elevated opening pressure of 40 cm of water with normal cerebrospinal fluid contents. Nephrology was consulted and cyclosporine was switched to tacrolimus and she was treated with acetazolamide. The papilledema resolved within 1 month of her initial visit. It is important to recognise the role that cyclosporine plays in raising intracranial pressure, especially in patients requiring immunosuppression, such as transplant patients. Tacrolimus is a suitable alternative in these cases.