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1.
Article in English | MEDLINE | ID: mdl-38436887

ABSTRACT

BACKGROUND: Many medical eponyms were established when women and racialized individuals were excluded from medicine. The objective of this study was to determine the gender and racialization status of individuals whose names are incorporated in medical eponyms. METHODS: This study is a cross-sectional analysis of gender and racialization of medical eponym namesakes. The main outcome measures were the study of gender and racialization of medical eponym namesakes found in Whonamedit, Mosby's Medical Dictionary, and the International Classification of Diseases (version 10). The gender and whether the individual was a racialized person were determined using pictures and other available information. RESULTS: We identified 3484 unique eponyms. White men represented the majority of medical eponym namesakes (2190 of 2327, 94.1%) followed by white women (85 of 2327, 3.7%), racialized men (49 of 2327, 2.1%), and racialized women (3 of 2327, 0.1%). In the ICD-10 sub-analysis, white men represented the majority of medical eponym namesakes (476 of 514, 92.6%) followed by white women (22 of 514, 4.3%), racialized men (14 of 514, 2.7%), and racialized women (2 of 514, 0.4%). CONCLUSION: Most medical eponyms represent men and white individuals, highlighting the underrepresentation of women and racialized individuals. This indicates a need to re-examine the ongoing use of medical eponyms which may entrench sexism and racism in medicine and contribute to an environment that makes some feel unwelcome or undervalued.

3.
AJR Am J Roentgenol ; 222(3): e2330651, 2024 03.
Article in English | MEDLINE | ID: mdl-38197759

ABSTRACT

GPT-4 identified incidental adrenal nodules, pancreatic cystic lesions, and vascular calcifications in radiology reports with F1 scores of 1.00, 0.91, and 0.99, respectively. The findings indicate a potential role for large language models to help improve recognition and management of incidental imaging findings and to be applied flexibly in a medical context.


Subject(s)
Incidental Findings , Radiology , Humans , Tomography, X-Ray Computed , Learning
4.
Can J Ophthalmol ; 59(2): e117-e123, 2024 Apr.
Article in English | MEDLINE | ID: mdl-36796441

ABSTRACT

OBJECTIVE: To design and validate the first visual acuity (VA) chart in the Canadian Aboriginal syllabics (CAS) alphabet. DESIGN: Prospective, nonrandomized, within-subjects cross-sectional study. PARTICIPANTS: Twenty Latin- and CAS-reading subjects were recruited from Ullivik, a residence in Montreal for Inuit patients. METHODS: VA charts were made in Latin and in CAS using letters conserved across Inuktitut, Cree, and Ojibwe languages. Fonts were similar in style and size between charts. Each chart was made for a viewing distance of 3 m, with 11 lines of VAs from 20/200 to 20/10. Charts were created using LaTeX to ensure proper formatting and optotype sizing and displayed to scale on an iPad Pro. Each participant had his or her best-corrected VA for each eye measured using the Latin and CAS charts sequentially for a total of 40 eyes. RESULTS: Median best-corrected VAs were 0.04 logMAR (range, -0.06-0.54) and 0.07 logMAR (range, 0-0.54) for the Latin and CAS charts, respectively. Median difference between CAS and Latin charts was 0 logMAR (range, -0.08-0.1). Mean ± SD difference between charts was 0.01 ± 0.03 logMAR. Pearson's r correlation between groups was 0.97. The two-tailed paired t test between groups was p = 0.26. CONCLUSIONS: We demonstrate here the first VA chart in Canadian Aboriginal syllabics for Inuktitut-, Ojibwe-, and Cree-reading patients. The CAS VA chart has highly similar measurements to the standard Snellen chart. Testing VA for Indigenous patients in their native alphabet may provide patient-centred care and accurate VA measurements for Indigenous Canadians.


Subject(s)
Indians, North American , North American People , Vision Tests , Male , Female , Humans , Prospective Studies , Cross-Sectional Studies , Canada/epidemiology , Visual Acuity , Reproducibility of Results
5.
Retina ; 44(4): 558-564, 2024 Apr 01.
Article in English | MEDLINE | ID: mdl-37948741

ABSTRACT

PURPOSE: Manual extraction of spectral domain optical coherence tomography (SD-OCT) reports is time and resource intensive. This study aimed to develop an optical character recognition (OCR) algorithm for automated data extraction from Cirrus SD-OCT macular cube reports. METHODS: SD-OCT monocular macular cube reports (n = 675) were randomly selected from a single-center database of patients from 2020 to 2023. Image processing and bounding box operations were performed, and Tesseract (an OCR library) was used to develop the algorithm, OCTess. The algorithm was validated using a separate test data set. RESULTS: The long short-term memory deep learning version of Tesseract achieved the best performance. After reverifying all discrepancies between human and algorithmic data extractions, OCTess achieved accuracies of 100.00% and 99.98% in the training (n = 125) and testing (n = 550) datasets, while the human error rate was 1.11% (98.89% accuracy) and 0.49% (99.51% accuracy) in each, respectively. OCTess extracted data in 3.1 seconds, compared with 94.3 seconds per report for human evaluators. CONCLUSION: We developed an OCR and machine learning algorithm that extracted SD-OCT data with near-perfect accuracy, outperforming humans in both accuracy and efficiency. This algorithm can be used for efficient construction of large-scale SD-OCT data sets for researchers and clinicians.


Subject(s)
Algorithms , Tomography, Optical Coherence , Humans , Tomography, Optical Coherence/methods , Machine Learning
6.
Retina ; 43(5): 775-783, 2023 05 01.
Article in English | MEDLINE | ID: mdl-36729013

ABSTRACT

PURPOSE: To compare foveal avascular zone (FAZ) geometric indices using optical coherence tomography angiography (OCTA) in pneumatic retinopexy (PnR) versus pars plana vitrectomy (PPV) for rhegmatogenous retinal detachment (RRD). FAZ morphology was assessed as a possible imaging feature of retinal displacement. METHODS: This ALIGN post hoc analysis included primary fovea-off RRDs that underwent successful PnR or PPV, and performed OCTA, and fundus autofluorescence at (FAF) 3 months postoperatively at St. Michael's Hospital, Toronto, Canada. FAZ area (mm 2 ), axial ratio, circularity, and roundness were measured, and FAF images were assessed for retinal displacement. RESULTS: Seventy-two patients were included, 78% (56/72) were male mean age was 60 ± 9 years, and 60% (43/72) were phakic. Sixty-five percent (47/72) and 35% (25/72) underwent PnR and PPV, respectively. The mean baseline logarithm of the minimum angle of resolution visual acuity was 1.49 ± 0.76. FAZ circularity was lower after PPV (0.629 ± 0.120) versus PnR (0.703 ± 0.122); P = 0.016. Sixty-six patients had gradable FAF images. Retinal displacement was present in 29% (19/66), 84.2% (16/19) of which had displacement in the macula. FAZ circularity was lower in eyes with displacement in the macula (0.613 ± 0.110) versus those without displacement (0.700 ± 0.124); P = 0.015. There was a moderate negative correlation between 12-month aniseikonia and FAZ circularity(r = -0.262; P = 0.041). CONCLUSION: FAZ circularity was lower after PPV and in eyes with retinal displacement in the macula. Circularity was negatively correlated with 12-month aniseikonia scores. FAZ circularity may be another imaging feature to consider postoperatively after RRD repair.


Subject(s)
Aniseikonia , Macula Lutea , Retinal Detachment , Humans , Male , Middle Aged , Aged , Female , Retinal Detachment/diagnosis , Retinal Detachment/surgery , Tomography, Optical Coherence/methods , Fluorescein Angiography/methods , Vitrectomy/methods , Retrospective Studies
7.
J Med Access ; 6: 27550834221105215, 2022.
Article in English | MEDLINE | ID: mdl-36204521

ABSTRACT

Background: In Canada, healthcare professionals often rely on ad hoc interpreters, who are untrained volunteers recruited via intercom hospital announcements to interpret for patients with language barriers. This study analyzed the frequency of ad hoc interpreter requests via intercom announcements to estimate hospital interpretation needs. Methods: A retrospective cohort analysis from intercom requests for medical interpretation collected from five hospitals of the McGill University Health Center. Requests included date, time, language requested, hospital location, and extension for who placed the request. Results: A total of 1265 intercom requests were placed for 48 languages, with the top five languages being Mandarin (17.8%), Punjabi (10.1%), Inuktitut (9.8%), Arabic (7.3%), and Cantonese (6.4%). Almost 69.8% of requests were made during working hours, 13.2% on workday evenings, and 14.8% on weekends. Requests came from urgent care (42.3%), outpatient (29.5%), and inpatient (23.3%) settings. Conclusion: This is the first published study that measures interpretation needs via intercom requests. We propose that our method can be replicated to inform implementation of professional medical interpretation services. We conclude that linguistic interpretation needs are significant in the Montreal area, and likely in Canada in general and pose a barrier to effective medical care.

11.
Graefes Arch Clin Exp Ophthalmol ; 260(12): 3737-3778, 2022 Dec.
Article in English | MEDLINE | ID: mdl-35857087

ABSTRACT

PURPOSE: This article is a scoping review of published and peer-reviewed articles using deep-learning (DL) applied to ultra-widefield (UWF) imaging. This study provides an overview of the published uses of DL and UWF imaging for the detection of ophthalmic and systemic diseases, generative image synthesis, quality assessment of images, and segmentation and localization of ophthalmic image features. METHODS: A literature search was performed up to August 31st, 2021 using PubMed, Embase, Cochrane Library, and Google Scholar. The inclusion criteria were as follows: (1) deep learning, (2) ultra-widefield imaging. The exclusion criteria were as follows: (1) articles published in any language other than English, (2) articles not peer-reviewed (usually preprints), (3) no full-text availability, (4) articles using machine learning algorithms other than deep learning. No study design was excluded from consideration. RESULTS: A total of 36 studies were included. Twenty-three studies discussed ophthalmic disease detection and classification, 5 discussed segmentation and localization of ultra-widefield images (UWFIs), 3 discussed generative image synthesis, 3 discussed ophthalmic image quality assessment, and 2 discussed detecting systemic diseases via UWF imaging. CONCLUSION: The application of DL to UWF imaging has demonstrated significant effectiveness in the diagnosis and detection of ophthalmic diseases including diabetic retinopathy, retinal detachment, and glaucoma. DL has also been applied in the generation of synthetic ophthalmic images. This scoping review highlights and discusses the current uses of DL with UWF imaging, and the future of DL applications in this field.


Subject(s)
Deep Learning , Diabetic Retinopathy , Eye Diseases , Retinal Detachment , Humans , Diabetic Retinopathy/diagnosis , Eye Diseases/diagnostic imaging , Research Design
12.
Am J Ophthalmol ; 244: 1-10, 2022 12.
Article in English | MEDLINE | ID: mdl-35870492

ABSTRACT

PURPOSE: To introduce a novel method of quantifying retinal displacement in three dimensions (3D) using ultra-widefield fundus autofluorescence (UWF-FAF). DESIGN: Prospective clinical cohort study. METHODS: Patients with primary macula-off rhegmatogenous retinal detachment (RRD) treated with pneumatic retinopexy (PnR) or vitrectomy were included. Masked graders selected corresponding points on retinal vasculature and retinal vessel printings (RVPs) within Zone 1, a circular region centered on the fovea with a radius extending to the optic disc (OD) center. Two-dimensional (2D) UWF-FAF was projected to 3D using OD and foveal coordinates. Vertical, horizontal, and diagonal distances between corresponding vessel and RVPs were calculated. Vector displacement of the RVPs to vessels were averaged. RESULTS: A total of 170 retinal vessel-RVP pairs were identified from 54 UWF-FAF images. Mean displacement in Zone 1 was 0.36 ± 0.38 mm, with an absolute mean angle of displacement of 94.93 ± 41.48° and directionality of 191.84 ± 97.39°. Mean Zone 1 displacement was 0.44 ± 0.42mm and 0.21 ± 0.27 mm in vitrectomy (n = 35) and PnR (n = 19) eyes, respectively (P = .041), with no differences in mean angle of displacement/directionality. CONCLUSIONS: A novel method of quantifying the magnitude and direction of retinal displacement is presented, accounting for the spherical 3D curvature of the eye by using corresponding points on retinal vessels and RVPs using UWF-FAF. This provides a 3D vector of displacement agnostic of a singular fixation point such as the optic disc. Accurately quantifying the magnitude and angle/direction of displacement may allow for a better understanding of the mechanisms involved in retinal displacement in various surgical techniques, and a better assessment of the association with functional outcomes.


Subject(s)
Retinal Detachment , Humans , Fluorescein Angiography/methods , Prospective Studies , Cohort Studies , Visual Acuity , Retinal Detachment/diagnosis , Retinal Detachment/surgery , Vitrectomy , Optical Imaging , Retrospective Studies
13.
Eye (Lond) ; 2022 Jun 07.
Article in English | MEDLINE | ID: mdl-35672457

ABSTRACT

BACKGROUND: Diabetic retinopathy is a major complication of diabetes mellitus, where in its most advanced form ischemic changes lead to the development of retinal neovascularization, termed proliferative diabetic retinopathy (PDR). While the development of PDR is often associated with angiogenic and inflammatory cytokines, studies differ on which cytokines are implicated in disease pathogenesis and on the strength of these associations. We therefore conducted a systematic review and meta-analysis to quantitatively assess the existing body of data on intraocular cytokines as biomarkers in PDR. METHODS: A comprehensive search of the literature without year limitation was conducted to January 18, 2021, which identified 341 studies assessing vitreous or aqueous cytokine levels in PDR, accounting for 10379 eyes with PDR and 6269 eyes from healthy controls. Effect sizes were calculated as standardized mean differences (SMD) of cytokine concentrations between PDR and control patients. RESULTS: Concentrations (SMD, 95% confidence interval, and p-value) of aqueous IL-1ß, IL-6, IL-8, MCP-1, TNF-α, and VEGF, and vitreous IL-2, IL-4, IL-6, IL-8, angiopoietin-2, eotaxin, erythropoietin, GM-CSF, GRO, HMGB-1, IFN-γ, IGF, IP-10, MCP-1, MIP-1, MMP-9, PDGF-AA, PlGF, sCD40L, SDF-1, sICAM-1, sVEGFR, TIMP, TNF-α, and VEGF were significantly higher in patients with PDR when compared to healthy nondiabetic controls. For all other cytokines no differences, failed sensitivity analyses or insufficient data were found. CONCLUSIONS: This extensive list of cytokines speaks to the complexity of PDR pathogenesis, and informs future investigations into disease pathogenesis, prognosis, and management.

15.
Acta Ophthalmol ; 100(1): e53-e70, 2022 Feb.
Article in English | MEDLINE | ID: mdl-33945678

ABSTRACT

Diabetic macular oedema (DME) is considered a chronic inflammatory disease associated with aberrations in many intraocular cytokines. Studies assessing the role of these cytokines as biomarkers in the diagnosis and management of DME have demonstrated inconsistent findings. We quantitatively summarized data related to 116 candidate aqueous and vitreous inflammatory cytokines as biomarkers in DME. A systematic search without year limitation was performed up to 19 October 2020. Studies were included if they provided data on aqueous or vitreous cytokine concentrations in patients with DME. Effect sizes were generated as standardized mean differences (SMDs) of cytokine concentrations between patients with DME and controls. Data were extracted from 128 studies that included 4163 study eyes with DME and 1281 control eyes. Concentrations (standard mean difference, 95% confidence interval and p-value) of aqueous IL-6 (1.28, 0.57-2.00, p = 0.004), IL-8 (1.06, 0.74-1.39, p < 0.00001), MCP-1 (1.36, 0.57-2.16, p = 0.0008) and VEGF (1.31, 1.01-1.62, p < 0.00001) and vitreous VEGF (2.27, 1.55-2.99, p < 0.00001) were significantly higher in patients with DME (n = 4163) compared to healthy controls (n = 1281). No differences, failed sensitivity analyses or insufficient data were found between patients with DME and healthy controls for the concentrations of the remaining cytokines. This analysis implicates multiple cytokine biomarker candidates other than VEGF in DME and clarifies previously reported inconsistent associations. As the therapeutic options for DME expand to include multiple agents with multiple targets, it will be critical to manage the treatment burden with tailored therapy that optimizes outcomes and minimizes treatment burden. Intraocular cytokines have the promise of providing a robust individualized assessment of disease status and response to therapy. We have identified key candidate cytokines that may serve as biomarkers in individualized treatment algorithms.


Subject(s)
Aqueous Humor/metabolism , Cytokines/metabolism , Diabetic Retinopathy/complications , Inflammation/metabolism , Macular Edema/metabolism , Vitreous Body/metabolism , Biomarkers/metabolism , Diabetic Retinopathy/metabolism , Humans , Macular Edema/etiology
16.
Eye (Lond) ; 36(12): 2271-2278, 2022 12.
Article in English | MEDLINE | ID: mdl-34819660

ABSTRACT

BACKGROUND/OBJECTIVES: This meta-analysis investigates the efficacy and safety of intravitreal anti-VEGF injections (IVI) compared to combination laser photocoagulation and IVI (LPC-IVI) in treating macular oedema secondary to retinal vein occlusion (RVO). SUBJECTS/METHODS: A literature search of MEDLINE, EMBASE and Cochrane CENTRAL was conducted from inception until March 2021. Randomized controlled trials that reported relevant efficacy and/or safety parameters following LPC-IVI relative to IVI were included. Meta-analysis was conducted with a random effects model. The primary outcome was best-corrected visual acuity (BCVA), while secondary outcomes were central macular thickness (CMT), central retinal thickness (CRT), central subfield thickness (CST), number of IVIs received, and incidence of adverse events. RESULTS: A total of 10 studies were included, for which 362 eyes were randomized to LPC-IVI and 365 to IVI. In comparing macular laser photocoagulation with IVI (MLP-IVI) in BRVO patients, no significant differences were seen in final BCVA (p = 0.78) or change in BCVA (p = 0.09) after treatment. Similarly, no significant differences were seen in final CMT (p = 0.54), change in CMT (p = 0.33), final CRT (p = 0.90), change in CRT (p = 0.97), or number of injections required (p = 0.78). The same results were seen in subgroup analyses for macular laser without peripheral laser in BRVO and CRVO patients. Consistent results were observed when considering peripheral LPC-IVI to IVI in BRVO and CRVO. CONCLUSIONS: No significant differences were seen between combination MLP-IVI or peripheral LPC-IVI relative to IVI monotherapy for final BCVA or OCT parameters in macular oedema secondary to RVO.


Subject(s)
Macular Edema , Retinal Vein Occlusion , Humans , Retinal Vein Occlusion/therapy , Retinal Vein Occlusion/drug therapy , Macular Edema/drug therapy , Macular Edema/etiology , Intravitreal Injections , Endothelial Growth Factors/therapeutic use , Visual Acuity , Vascular Endothelial Growth Factor A/therapeutic use , Randomized Controlled Trials as Topic , Angiogenesis Inhibitors , Laser Coagulation/adverse effects , Treatment Outcome , Tomography, Optical Coherence
18.
Can J Ophthalmol ; 56(3): 158-165, 2021 06.
Article in English | MEDLINE | ID: mdl-33098759

ABSTRACT

BACKGROUND: Homelessness is a global issue in developing and developed countries. This article is the first systematic review to explore its impact on visual health globally. METHODS: A systematic literature search was conducted on OVID MEDLINE, EMBASE, and Cochrane CENTRAL. Peer-reviewed English-language studies with a focus on homeless children or adults that reported on ocular outcomes were included. Primary outcomes and secondary endpoints were reported via weighted averages. Primary outcomes between homeless children and homeless adults were compared using the Fisher exact test. RESULTS: There were 5774 individuals across 23 full-text articles included in the review. For studies reporting primary outcomes, 36.8% of homeless individuals self-reported dissatisfaction with their vision, 26.8% self-reported a previous ocular pathology, 26.3% had uncorrected refractive error, 25.6% were functionally visually impaired, 9.2% had at least one previous eye surgery or procedure, and 4.0% had nonrefractive visual impairment. Upon screening, 25.1% of homeless individuals had some type of ocular pathology, which included cornea and external eye diseases (13.4%), glaucoma (7.4%), cataracts (6.3%), retinal diseases (5.3%), ocular motility disorders (4.7%), trauma (2.3%), neuro-ophthalmological conditions (1.7%), and oculoplastic conditions (0.7%). Homeless adults had significantly more visual impairment (p < 0.001), uncorrected refractive error (p < 0.001), ocular pathology (p < 0.001), cataracts (p < 0.001), retinal pathology (p < 0.001), and neuro-ophthalmological conditions (p < 0.001) relative to children. CONCLUSIONS: Visual impairment in homeless individuals is higher than the general population. Uncorrected refractive error is a leading cause of visual impairment in this population. Additionally, homeless adults have significantly more visual impairment and ocular pathology than homeless children. Future studies should also explore if these differences are consistent in developing countries and investigate ways to increase eye care access for homeless individuals.


Subject(s)
Glaucoma , Homeless Youth , Refractive Errors , Vision, Low , Adult , Child , Humans , Prevalence , Vision Disorders/epidemiology , Vision, Low/epidemiology
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