Performance evaluation in cataract surgery with an ensemble of 2D-3D convolutional neural networks.

An important part of surgical training in ophthalmology is understanding how to proficiently perform cataract surgery. Operating skill in cataract surgery is typically assessed by real-time or video-based expert review using a rating scale. This is time-consuming, subjective and labour-intensive. A typical trainee graduates with over 100 complete surgeries, each of which requires review by the surgical educators. Due to the consistently repetitive nature of this task, it lends itself well to machine learning-based evaluation. Recent studies utilize deep learning models trained on tool motion trajectories obtained using additional equipment or robotic systems. However, the process of tool recognition by extracting frames from the videos to perform phase recognition followed by skill assessment is exhaustive. This project proposes a deep learning model for skill evaluation using raw surgery videos that is cost-effective and end-to-end trainable. An advanced ensemble of convolutional neural network models is leveraged to model technical skills in cataract surgeries and is evaluated using a large dataset comprising almost 200 surgical trials. The highest accuracy of 0.8494 is observed on the phacoemulsification step data. Our model yielded an average accuracy of 0.8200 and an average AUC score of 0.8800 for all four phase datasets of cataract surgery proving its robustness against different data. The proposed ensemble model with 2D and 3D convolutional neural networks demonstrated a promising result without using tool motion trajectories to evaluate surgery expertise.

Gender trends in match rate to surgical specialties in Canada: A retrospective study from 2003-2022.

BACKGROUND: In Canada, there is a recognized underrepresentation of women in the field of surgery. However, the extent to which this trend applies across various surgical specialties is not well delineated. The aim of this study is to identify existing disparities and trends over time to inform the need for future interventions to make the match process more equitable for applicants. METHODS: Data regarding surgical specialty applicants was extracted from the Canadian Resident Matching Service (CaRMS)'s 2003 to 2022 reports. RESULTS: A total of 9,488 applicants ranked surgical specialties as their first choice from 2003-2022. Increases in the proportion of women applicants comparing periods 2003-2007 to 2018-2022 were significant for cardiac surgery (22% to 43%, p = 0.03), general surgery (46% to 60%, p<0.001), orthopedic surgery (23% to 35%, p<0.001), urology (23% to 38%, p<0.001), and all aggregated surgical specialties ('all surgery') (45% to 55%, p<0.001). An increase in the proportion of women applicants who matched over the same periods was observed for general surgery (+47% to 60%, p<0.001), orthopedic surgery (24% to 35%, p<0.01), urology (21% to 34%, p<0.001), and all surgery (46% to 54%, p<0.001). From 2003-2022, a lower match rate for women compared to men was observed for otolaryngology (0.60 v 0.69, p = 0.008), urology (0.61 v 0.72, p = 0.003), and all surgery (0.71 v 0.73, p = 0.038), while higher match rates were observed for ophthalmology (0.65 v 0.58, p = 0.04). No statistically significant differences in match rate were observed from 2018-2022. CONCLUSIONS: While the proportion of women applicants to surgical specialties in Canada has been increasing, women remain underrepresented in several surgical specialties. This underrepresentation cannot be solely attributed to fewer women applying to these specialties, as women experience lower success rates when matching to specific surgical specialties. Further research is essential to identify and address the underlying causes of these disparities.

Trends in ophthalmology applicants going unmatched in the Canadian Resident Matching Service.

Background: Applicants to ophthalmology have high rates of going unmatched during the CaRMS process, but how this compares to other competitive or surgical specialties remains unclear. Our research aims to examine this phenomenon by identifying trends and comparing match data with other specialties, to identify disparities that may inform the need for future interventions to improve the match process for applicants. Methods: We used a cross-sectional analysis of data provided by CaRMS on the residency match from 2013 to 2022. Results: We obtained data from 608 ophthalmology, 5,153 surgery, and 3,092 top five (most competitive) specialty first choice applicants from 2013-2022. Ophthalmology applicants were more likely to go unmatched (18.9% [120/608]) than applicants to the top five (11.9% [371/3,092]) and surgical (13.5% [702/5,153]) specialties (p<0.001) and were twice as likely to rank no alternate disciplines (31.8%, p < 0.001) over the study period. In the first iteration, when alternate disciplines were ranked, the match rate to alternate disciplines was highest for ophthalmology applicants (0.41, p < 0.001). The majority (57.8%) of unmatched ophthalmology applicants do not participate in the second iteration. Conclusion: Compared to other competitive specialties, first choice ophthalmology applicants were more likely to go unmatched, rank no alternate disciplines, and choose not to participate in the second iteration. Ophthalmology applicant behaviours should be further studied to help explain these study findings.

Contexte: Les candidats à l'ophtalmologie ont un taux élevé de non-jumelage au cours du processus CaRMS, mais une comparaison avec d'autres spécialités compétitives ou chirurgicales reste à faire. Notre travail a pour but d'examiner ce phénomène en identifiant des tendances et en comparant les données de jumelage avec celles d'autres spécialités, à la recherche de disparités susceptibles d'éclairer le besoin d'interventions futures pour améliorer le processus de jumelage pour les candidats. Méthodes: Nous avons procédé à une analyse transversale des données fournies par CaRMS sur le jumelage des résidents de 2013 à 2022. Résultats: Nous avons obtenu des données sur 608 candidats en ophtalmologie, 5 153 en chirurgie et 3 092 candidats dont le premier choix était l'une des cinq spécialités les plus compétitives de 2013 à 2022. Les candidats en ophtalmologie étaient plus susceptibles de ne pas être jumelés (18,9 % [120/608]) que les candidats aux cinq spécialités les plus compétitives (11,9 % [371/3 092]) et aux spécialités chirurgicales (13,5 % [702/5 153]) (p<0,001), et étaient deux fois plus susceptibles de ne classer aucune autre discipline (31,8 %, p<0,001) au cours de la période d'étude. Lors du premier tour, lorsque des disciplines alternatives ont été classées, le taux de jumelage avec les disciplines alternatives était le plus élevé pour les candidats en ophtalmologie (0,41, p<0,001). La majorité (57,8 %) des candidats non jumelés en ophtalmologie ne participent pas au deuxième tour. Conclusion: Comparativement à d'autres spécialités compétitives, les candidats dont le premier choix étaient l'ophtalmologie étaient plus susceptibles de ne pas être jumelés, de ne pas classer d'autres disciplines et de choisir de ne pas participer au deuxième tour. Les comportements des candidats en ophtalmologie devraient faire l'objet d'études plus approfondies afin d'expliquer nos résultats.

Development of a standardized Canadian undergraduate medical education ophthalmology curriculum.

OBJECTIVE: To create a standardized undergraduate medicine ophthalmology curriculum for Canadian medical schools. DESIGN: Two-stage modified Delphi technique. PARTICIPANTS: Undergraduate ophthalmology leads at all the medical schools in Canada and 6 nonophthalmologist physicians with medical education expertise. METHODS: In stage 1, a preliminary list of curricular objectives was developed using the 2018 Association of University Professors in Ophthalmology's list of curricular objectives as a foundation. Subsequently, an online survey was sent to 24 individuals (18 ophthalmology undergraduate curriculum leads and 6 non-ophthalmology medical educators) at 17 institutions to evaluate the objectives using a 5-point Likert-type scale. In stage 2, the ophthalmology curriculum leads were invited to participate in a virtual meeting during which the list of curricular objectives was discussed and finalized by consensus. RESULTS: In stage 1, a preliminary list of 76 learning objectives organized into 10 overarching topics was developed. A total of 21 survey responses were received (87.5% response rate), allowing for the creation of a revised list. In stage 2, five participants from four schools met, achieving consensus following one round of feedback. The final undergraduate ophthalmology curriculum contained 10 topics and 75 objectives; it covered common presentations of a variety of acute and chronic eye diseases that were felt to be relevant to a wide medical audience. CONCLUSIONS: The consensus obtained on a comprehensive list of undergraduate medicine ophthalmology curricular objectives identified in this study is the first of its kind in Canada. These objectives can be used by medical schools across Canada to standardize undergraduate ophthalmology teaching.

Eight-Year Outcomes of Bilateral Lateral Rectus Recessions versus Unilateral Recession-Resection in Childhood Basic-Type Intermittent Exotropia.

PURPOSE: To report 8-year outcomes from a randomized controlled trial (RCT) comparing bilateral lateral rectus muscle recession (BLRc) with unilateral recession-resection (R&R) for childhood intermittent exotropia (IXT). DESIGN: Eight-year follow-up of RCT cohort. PARTICIPANTS: Of 197 randomized participants, 123 agreed to continue follow-up after the 3-year outcome visit (baseline age, 3-< 11 years; basic-type IXT, 15-40 prism diopters [Δ] by prism and alternate cover test [PACT]; baseline stereoacuity, ≤ 400 arcsec; no prior surgery). METHODS: After the RCT primary outcome at 3 years, annual follow-up from 4 through 8 years with treatment at investigator discretion. MAIN OUTCOME MEASURES: Suboptimal surgical outcome by 8 years after randomization, defined as any of the following at any visit: exotropia of 10 Δ or more by simultaneous prism cover test (SPCT) at distance or near, constant esotropia (ET) of 6 Δ or more by SPCT at distance or near, loss of near stereoacuity by 0.6 log arcsec or more from baseline, or reoperation. Secondary outcomes included (1) reoperation by 8 years and (2) complete or near-complete resolution at 8 years, defined as exodeviation of less than 10 Δ by SPCT and PACT at distance and near and 10 Δ or more reduction from baseline by PACT at distance and near, ET of less than 6 Δ at distance and near, no decrease in stereoacuity by 0.6 log arcsec or more from baseline, and no reoperation or nonsurgical treatment for IXT. RESULTS: The Kaplan-Meier cumulative probability of suboptimal surgical outcome through 8 years was 68% (55 events among 101 at risk) for BLRc and 53% (42 events among 96 at risk) for R&R (difference, 15%; 95% confidence interval [CI], -2% to 32%; P = 0.08). Complete or near-complete resolution at 8 years occurred in 15% (7/46) for BLRc and 37% (16/43) for R&R (difference, -22%; 95% CI, -44% to -0.1%; P = 0.049). The cumulative probability of reoperation was 30% for BLRc and 11% for R&R (difference, 19%; 95% CI, 2%-36%; P = 0.049). CONCLUSIONS: Despite no significant difference for the primary outcome, the 95% CI did not exclude a moderate benefit of R&R, which together with secondary outcomes suggests that unilateral R&R followed by usual care may yield better long-term outcomes than BLRc followed by usual care for basic-type childhood IXT using these surgical doses. FINANCIAL DISCLOSURE(S): Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.

Missed appointments in a tertiary academic pediatric ophthalmology and adult strabismus service: cross-sectional study and literature review.

PURPOSE: To investigate the rate of missed appointments in a Canadian academic hospital-based pediatric ophthalmology and adult strabismus practice and the demographic and clinical factors associated with missed appointments. METHODS: This cross-sectional study included all consecutive patients seen from June 1, 2018, to May 31, 2019. Multivariable logistic regression model assessed associations between clinical and demographic variables with no-show status. A literature review on evidence-based interventions to reduce no-show appointments in ophthalmology was performed. RESULTS: Of 3,922 visits, 718 (18.3%) were no-shows. Characteristics associated with no-shows included new patient (OR = 1.4; 95% CI, 1.1-1.7 [P = 0.001]), age 4-12 years (OR = 1.6; 95% CI, 1.1-2.3 [P = 0.011]) or age 13-18 years (OR = 1.8; 95% CI, 1.2-2.7 [P = 0.007]) compared with age 19+ years, history of previous no-shows (OR = 2.2; 95% CI, 1.8-2.7 [P = 0.001]), referrals from nurse practitioners (OR = 1.8; 95% CI, 1.0-3.2 [P = 0.037]), nonsurgical diagnoses such as retinopathy of prematurity (OR = 3.2; 95% CI, 1.8-5.6 [P < 0.001]), and winter season (OR = 1.4; 95% CI, 1.2-1.7 [P < 0.001]). CONCLUSIONS: Missed appointments in our pediatric ophthalmology and strabismus academic center are more likely new patient referrals, prior no-shows, referrals from nurse practitioners, and nonsurgical diagnoses. These findings may facilitate targeted strategies to help improve utilization of healthcare resources.

Use of Machine Learning to Assess Cataract Surgery Skill Level With Tool Detection.

Purpose: To develop a method for objective analysis of the reproducible steps in routine cataract surgery. Design: Prospective study; machine learning. Participants: Deidentified faculty and trainee surgical videos. Methods: Consecutive cataract surgeries performed by a faculty or trainee surgeon in an ophthalmology residency program over 6 months were collected and labeled according to degrees of difficulty. An existing image classification network, ResNet 152, was fine-tuned for tool detection in cataract surgery to allow for automatic identification of each unique surgical instrument. Individual microscope video frame windows were subsequently encoded as a vector. The relation between vector encodings and perceived skill using k-fold user-out cross-validation was examined. Algorithms were evaluated using area under the receiver operating characteristic curve (AUC) and the classification accuracy. Main Outcome Measures: Accuracy of tool detection and skill assessment. Results: In total, 391 consecutive cataract procedures with 209 routine cases were used. Our model achieved an AUC ranging from 0.933 to 0.998 for tool detection. For skill classification, AUC was 0.550 (95% confidence interval [CI], 0.547-0.553) with an accuracy of 54.3% (95% CI, 53.9%-54.7%) for a single snippet, AUC was 0.570 (0.565-0.575) with an accuracy of 57.8% (56.8%-58.7%) for a single surgery, and AUC was 0.692 (0.659-0.758) with an accuracy of 63.3% (56.8%-69.8%) for a single user given all their trials. Conclusions: Our research shows that machine learning can accurately and independently identify distinct cataract surgery tools in videos, which is crucial for comparing the use of the tool in a step. However, it is more challenging for machine learning to accurately differentiate overall and specific step skill to assess the level of training or expertise. Financial Disclosures: The author(s) have no proprietary or commercial interest in any materials discussed in this article.

Current trends of benzothiazoles in drug discovery: a patent review (2015-2020).

INTRODUCTION: Benzothiazole is a bicyclic ring system composed of thiazole and benzene rings. It is present as an important pharmacophore in many marketed drugs. The notable potential of benzothiazoles as therapeutic agent for different target diseases has prompted a growing interest in benzothiazole-based drug development in recent years. AREAS COVERED: This review of 55 benzothiazole-related patents, filed from 2015 to 2020, covers a wide range of pharmacological activities. These patents were collated from Google Patents and Lens search engines. The inventions were categorized and discussed based on their respective group of target diseases, including metabolic diseases, cancer, inflammation, neurodegeneration, viral diseases, bacterial infections, fibrosis and thrombosis. EXPERT OPINION: Benzothiazole has shown to be a scaffold with great pharmacological importance and thus, serves as a building block for the development of derivatives having high therapeutic activity. Benzothiazole derivatives were patented for a range of therapeutic applications, with a special focus on cancer research. Several compounds have the potential to progress into the market, given that they exert both selectivity and in vivo efficacy. Others require a more thorough study to obtain adequate information on the compounds.

Use of neuromuscular blocking drugs in strabismus surgery: systematic review and ophthalmology survey study.

OBJECTIVE: Nondepolarizing neuromuscular blocking drugs have been advocated for accurate forced duction testing (FDT) during strabismus surgery. The purpose of this study was to evaluate the literature on use of muscle relaxants (MRs) in strabismus surgery and to evaluate the current practice of pediatric ophthalmologists. DESIGN: Systematic review and survey study. PARTICIPANTS: Seventy-seven pediatric ophthalmologists. METHODS: MEDLINE, EMBASE, CENTRAL, Web of Science, and OpenGrey were searched to August 2019. Reporting followed the Preferred Reporting Items for Systematic Review and Meta-analysis (PRISMA) guidelines. Primary studies on depolarizing or nondepolarizing MRs in patients undergoing strabismus surgery were included. Primary outcomes included indications and prevalence of use. A 23-question survey was emailed to pediatric ophthalmologists worldwide to collect practice pattern information involving MRs in strabismus surgery. RESULTS: Three studies were included in the systematic review. MRs were used in 34%-45% of patients undergoing strabismus surgery in one 1999 study for FDT. No evidence exists to support the use of MRs for facilitating FDT. Seven of 77 (9.1%) pediatric ophthalmologists requested MRs for FDT. Those who use MRs were more likely to be practicing outside the United States (p < 0.05) and in academic hospitals or private centres rather than in community settings. Drawbacks appeared to outweigh benefits, with the biggest drawback identified as increased turnover time between surgical cases (44%). CONCLUSIONS: Inadequate evidence exists in the literature to support the use of nondepolarizing MRs to maintain paralysis of extraocular muscles during strabismus surgery, and this is an uncommon practice among pediatric ophthalmologists.

Evaluation of ophthalmology residents' self-assessments and peer assessments in simulated surgery.

OBJECTIVE: To evaluate the accuracy of ophthalmology residents' self-assessment and peer assessment of surgical skills in a simulation setting. DESIGN: Simulation laboratory assessment. PARTICIPANTS: Ophthalmology residents novice to cataract surgery. METHODS: A modified International Council of Ophthalmology's Ophthalmology Surgical Competency Assessment Rubric: Phacoemulsification structured assessment tool for simulated cataract surgery was established by conventional Delphi method. Residents completed 10 independent simulated surgeries that were video-recorded. Two experts graded the videos using the assessment tool. Participants performed self-assessment of their own 10 videos, and peer assessment of 10 of their peers' videos. RESULTS: Nine cataract surgery experts provided feedback and modifications for the assessment tool. Agreement for the first round of the Delphi method ranged from 55.56% to 100%. Second round agreement was 80% or greater for all answers. The final assessment tool comprised (i) 4 procedural items scored from 0 (not performed) to 7 (competent), and (ii) a global rating scale (GRS) requiring yes/no answers to 4 performance-related questions. Eight residents participated in the study. There was excellent expert inter-rater reliability intraclass correlation ((ICC) = 0.844, 0.875, 0.809, 0.844) and fair to excellent inter-rater reliability between expert and peer scores (ICC = 0.702, 0.831, 0.521, 0.423), but systematic disagreement (ICC = -0.428, -0.038) or poor inter-rater reliability (ICC = 0.298, 0.362) between expert and self-scores. There was poor agreement for all GRS questions (κ statistic < 0.40) except 2 comparisons. CONCLUSIONS: In the simulation setting, experts were able to reliably assess trainees' performance using the assessment tool. Participants demonstrated inconsistency in assessing their own skills; however, they were adequate at assessing their peers' overall performance.

Referral patterns of intraocular tumour patients to a dedicated Canadian ocular oncology department.

OBJECTIVE: Intraocular tumours are uncommon lesions requiring comprehensive management at tertiary referral centers. This study analyzes referral patterns of intraocular tumours, accuracy of referral diagnosis, and modes of treatment provided for patients at a dedicated Canadian Ocular Oncology Department. DESIGN: Retrospective chart review. PARTICIPANTS: A total of 1050 new patient referrals of intraocular tumours to the department of Ocular Oncology at Princess Margaret Hospital (PMH) between 2005 and 2008 inclusive. METHODS: Data collected for each patient included demographics, referral diagnosis, final diagnosis, and treatment provided or recommended. Home address postal codes were used to determine patients' geographical distance to PMH. RESULTS: Most patients originated from Ontario (81.5%) followed by Alberta (7.1%) with a median age of referral at 61 years old. The most common referral diagnoses were unknown diagnosis (47.6%), uveal melanoma (26.9%), and nevus (18.9%). After evaluation at PMH, uveal nevus was the most common final diagnosis (39.7%) followed by melanoma (39.2%). The referring physicians correctly diagnosed 48.5% of total melanomas. The proportion of melanoma diagnosis relative to total referrals by province ranged from 29.6% for Ontario to 100% for Quebec. Distance from the patient's address to PMH was <200 kilometres in 64.5% of patients and >1000 kilometres in 21.6% of patients. CONCLUSIONS: The limited accuracy of referral diagnoses and increased proportion of melanoma referrals from greater distances demonstrates the need for increased knowledge in ocular oncology, improvement of eye cancer care facilities at the referral base, and/or the implementation of tele-ophthalmology.

Indications for orbital imaging by the oculoplastic surgeon.

OBJECTIVE: To determine the indications for ordering orbital imaging and the indications for ordering CT versus MRI by oculoplastic surgeons and to assess the correlation between surgeon's clinical indications for imaging and the radiologist's diagnosis. DESIGN: Retrospective review of imaging requisitions and radiology reports. PARTICIPANTS: Patients of 4 oculoplastic surgeons who required CT or MRI scans. METHODS: Imaging requisitions and radiology reports of patients from 4 oculoplastic surgeons were reviewed to determine the indication for ordering a CT or MRI scan between March 2006 and March 2009. The indications were then compared with the radiologist's diagnosis. RESULTS: A total of 735 patients were included: 449 (61.1%) female and 286 (38.9%) male, with an average age of 50.1 years and an age range of 7 months to 93 years. Of these patients, a total of 632 CT and 223 MRI scans were ordered, 135 of which were follow-up scans. CONCLUSIONS: The most common indication for CT scan was thyroid disease, followed by orbital tumors and then inflammatory disease, while the most common indication for MRI scan was orbital tumors, followed by inflammatory disease and then thyroid disease. CT scans were more commonly ordered than MRI, largely for trauma and to rule out orbital foreign body.

Pulmonary neuroendocrine cell-secreted factors may alter fetal lung liquid clearance.

The neuroendocrine system is most active at birth and may play a role in the transition from fetal to postnatal life, in particular in the lungs' transition from fluid secretion to fluid absorption. Pulmonary neuroendocrine cells do release dopamine (DA), serotonin, and gastrin-releasing peptide but their effects on lung ion and fluid transport are poorly understood. Therefore, we studied their effects on fetal distal lung explants and primary cultures of fetal distal lung epithelium (FDLE). We show that DA, but neither serotonin nor gastrin-releasing peptide, alters ion and fluid transport, in a dose-dependent manner. DAs effects were abrogated by D1/D2 receptor blockers in FDLE but not in explants. Propranolol abrogated DAs effects in both models. DA increased intracellular cAMP levels in FDLE. Terbutaline, forskolin, and isobutylmethylxanthine did not increase short circuit current (Isc) in DA-treated cells, despite a further increase in cAMP. We conclude that at least one, but not all mediators released by pulmonary neuroendocrine cells alter distal lung epithelial ion transport.

The Armadillo family protein p0071 is a VE-cadherin- and desmoplakin-binding protein.

p0071, a member of the armadillo protein family, localizes to both adherens junctions and desmosomes in epithelial cells and exhibits homology to the adherens junction protein p120 and the desmosomal protein plakophilin-1. p0071 is also present at dermal microvascular endothelial intercellular junctions and colocalizes with VE-cadherin, an endothelium-specific cadherin that associates with both actin and intermediate filament networks. To define the role of p0071 in junction assembly, p0071 was tested for interactions with other components of the endothelial junctional complex. In transient expression assays, p0071 colocalized with and formed complexes with both VE-cadherin and desmoplakin. Deletion analysis using the yeast two-hybrid system revealed that the armadillo repeat domain of p0071 bound directly to VE-cadherin. Site-directed mutagenesis experiments demonstrated that p0071 and p120 bound to the same region on the cytoplasmic tail of VE-cadherin and that overexpression of p0071 could displace p120 from intercellular junctions. In contrast to VE-cadherin, desmoplakin was found to associate with the non-armadillo head domain of p0071. Cotransfections and triple-label immunofluorescence analysis revealed that VE-cadherin colocalization with desmoplakin in transfected COS cells required p0071, suggesting that p0071 may couple VE-cadherin to desmoplakin. Based on previous findings that both VE-cadherin and desmoplakin play central roles in vasculogenesis, these new results suggest that p0071 may play an important role in endothelial junction assembly and in the morphogenic events associated with vascular remodeling.