Subspecialty Workforce Research Articles

Virtual Remote Pathology Education in Support of Virtual Remote Gynecologic-Oncology Training: The Open Pathology Education Network Pilot Proof of Concept Experience.

The subspecialty workforce in pathology globally is inadequate for the demands of many modern therapies. The Open Pathology Education Network (OPEN) was formed to augment the global pathology workforce. The International Gynecologic Cancer Society (IGCS) virtual gynecologic-oncology (gyn-onc) fellowship training identified needs for higher-level pathology support. To report on an OPEN-IGCS pilot project to support gyn-onc and pathology education efforts in a developing country. Curriculum with learning objectives and content from open sources was assembled. Mentoring sessions included bidirectional case sharing. Trainees received sequential curricula assignments and had options for communication outside mentoring sessions. Pretest and posttest digital slide assessments were included. Mentors attended the gynecology tumor board, allowing for the assessment of quality and accuracy of pathology diagnosis for cases discussed. Learners completing the pretest and posttest showed substantial improvement, with 2 practicing pathologists improving their diagnostic scores from 60% to an average of 95%. A third trainee-level participant also improved, but to a lesser degree. Qualitative assessments included increased confidence in presentation and an increased ability to anticipate questions, raise issues of expanded differential diagnoses, and articulate appropriate workup. Observations of clinicians who participated also noted increased confidence in participating pathologists. Secondary value included establishing an expanded network of support in other subspecialties for participants. Pathologic issues at the tumor board decreased, from more than 50% in the first 3 months of study to 0% in the last 3 months of study. The curriculum was embedded into a self-paced learning portal at courses.open-pathology.org. The OPEN-IGCS collaboration model shows the potential to provide subspecialty pathology training remotely.

The National Academies of Sciences, Engineering, and Medicine recommendations on Medicaid parity and future of pediatric subspecialty workforce.

Medicaid supports 41% of all births in the US and nearly 347,580 admissions to neonatal intensive care units in 2022. Medicaid reimbursement is critical to child health inclusive of departments of Pediatrics and children's hospitals. Low Medicaid reimbursement is one of the causes for low pediatric subspecialist salaries and has led to workforce challenges. The National Academies of Science, Engineering, and Medicine (NASEM) recently suggested increased Medicaid reimbursement as a strategy to sustain pediatric subspecialist workforce. This review article briefly outlines the importance of Medicaid reimbursement to Neonatal-Perinatal Medicine and its role in providing coverage for preterm births. We also highlight the recommendations of NASEM pertaining to reimbursement that are relevant to neonatal care and its impact on providers, patients, and families. It is imperative that neonatologists join the rest of pediatric subspecialists in lending their support to demonstrate unity in ensuring success in the implementation of the NASEM recommendations.

Child Health Needs and the Pediatric Endocrinology Workforce: 2020-2040.

The pediatric endocrinology (PE) workforce in the United States is struggling to sustain an adequate, letalone optimal, workforce capacity. This article, one of a series of articles in a supplement to Pediatrics, focuses on the pediatric subspecialty workforce and furthers previous evaluations of the US PE workforce to model the current and future clinical PE workforce and its geographic distribution. The article first discusses the children presenting to PE care teams, reviews the current state of the PE subspecialty workforce, and presents projected headcount and clinical workforce equivalents at the national, census region, and census division level on the basis of a subspecialty workforce supply model through 2040. It concludes by discussing the educational and training, clinical practice, policy, and future workforce research implications of the data presented. Data presented in this article are available from the American Board of Pediatrics, the National Resident Matching Program, and the subspecialty workforce supply model. Aging, part-time appointments, and unbalanced geographic distribution of providers diminish the PE workforce capacity. In addition, limited exposure, financial concerns, and lifestyle perceptions may impact trainees. Additional workforce challenges are the subspecialty's increasingly complex cases and breadth of conditions treated, reliance on international medical graduates to fill fellowship slots, and high relative proportion of research careers. The recent limitations on pediatric endocrinologists providing gender-affirming care may also impact the geographic distribution of the subspecialty's workforce. Deliberate actions need to be taken now to continue serving the needs of children.

Child Health Needs and the Pediatric Nephrology Subspecialty Workforce: 2020-2040.

Pediatric nephrology is dedicated to caring for children with kidney disease, a unique blend of acute care and chronic longitudinal patient relationships. Though historically a small field, trainee interest has declined over the past 2 decades. This has led to growing alarm about the health of the pediatric nephrology workforce, although concerns have been hampered by a lack of available data to enable feasible projections. This article is part of a supplement that anticipates the future pediatric subspecialty workforce supply. It draws on existing literature, data from the American Board of Pediatrics, and findings from a model that estimates the future supply of pediatric subspecialists developed by the Carolina Health Workforce Research Center at the University of North Carolina Chapel Hill's Cecil G. Sheps Center for Health Services Research and Strategic Modeling Analytics & Planning Ltd. The workforce projections from 2020 to 2040 incorporate population growth, clinical effort, and geographic trends and model alternate scenarios adjusting for changes in trainee interest, clinical efforts, and workforce attrition. The baseline model predicts growth of clinical work equivalents by 26% by 2040, but further widening geographic disparities worsen the existing mismatch between supply, clinical need, and market demand. The worst-case scenario projects 13% growth by 2040 which, at best, maintains the status quo of an already strained workforce. The models do not account for many factors expected to heighten demand over the coming decades. Urgent reforms are necessary now. Proposed solutions require multipronged changes in education and training pathways, remuneration, clinical practice models, and government policy.

Forecasting the Future Supply of Pediatric Subspecialists in the United States: 2020-2040.

Concerns persist about whether the United States has an adequate supply of pediatric subspecialists and whether they are appropriately distributed across the nation to meet children's health needs. This article describes the data and methods used to develop a workforce projection model that estimates the future supply of 14 pediatric subspecialities certified by the American Board of Pediatrics at the national and US census region and division levels from 2020 to 2040. The 14 subspecialties include adolescent medicine, pediatric cardiology, child abuse pediatrics, pediatric critical care medicine, developmental-behavioral pediatrics, pediatric emergency medicine, pediatric endocrinology, pediatric gastroenterology, pediatric hematology-oncology, pediatric infectious diseases, neonatal-perinatal medicine, pediatric nephrology, pediatric pulmonology, and pediatric rheumatology. Hospital medicine was excluded because of the lack of historical data needed for the model. This study addresses the limitations of prior models that grouped adult and pediatric physician subspecialty workforces together and aggregated pediatric subspecialties. The model projects supply at national and subnational levels while accounting for geographic moves that pediatric subspecialists make after training and during their career. Ten "what if" scenarios included in the model simulate the effect of changes in the number of fellows entering training, the rate at which subspecialists leave the workforce, and changes in hours worked in direct and indirect clinical care. All model projections and scenarios are available on a public, interactive Web site. The model's projections can also be examined with other data to provide insight into the possible future of the pediatric subspecialty workforce and offer data to inform decision-making.

Child Health Needs and the Pediatric Emergency Medicine Workforce: 2020-2040.

Approximately 30 million ill and injured children annually visit emergency departments (EDs) in the United States. Data suggest that patients seen in pediatric EDs by board-certified pediatric emergency medicine (PEM) physicians receive higher-quality care than those cared for by non-PEM physicians. These benefits, coupled with the continued growth in PEM since its inception in the early 1990s, have impacted child health broadly. This article is part of a Pediatrics supplement focused on predicting the future pediatric subspecialty workforce supply by drawing on the American Board of Pediatrics workforce data and a microsimulation model of the future pediatric subspecialty workforce. The article discusses the utilization of acute care services in EDs, reviews the current state of the PEM subspecialty workforce, and presents projected numbers of PEM subspecialists at the national, census region, and census division on the basis of this pediatric subspecialty workforce supply model through 2040. Implications of this model on education and training, clinical practice, policy, and future workforce research are discussed. Findings suggest that, if the current growth in the field of PEM continues on the basis of the increasing number and size of fellowship programs, even with a potential reduction in percentage of clinical time and attrition of senior physicians, the PEM workforce is anticipated to increase nationally. However, the maldistribution of PEM physicians is likely to be perpetuated with the highest concentration in New England and Mid-Atlantic regions and "PEM deserts" in less populated areas.

Child Health and the Pediatric Hematology-Oncology Workforce: 2020-2040.

Pediatric hematology-oncology (PHO) is 1 of the oldest recognized pediatric subspecialities. PHO physicians care for infants, children, adolescents, and young adults with all types of cancer and nonmalignant blood conditions, in many cases temporarily assuming the role of a primary care physician because of the complexity and intensity of treatment. However, the number of clinically active PHO subspecialists needed to care for children in the United States remains unknown. Recent papers suggest a potential oversaturation of PHO physicians in some geographic areas. This article is part of a Pediatrics supplement focused on projecting the future supply of the pediatric subspecialty workforce. It draws on information available in the literature, data from the American Board of Pediatrics, and findings from a new microsimulation model estimating the future supply of pediatric subspecialists through 2040. The model predicts a workforce growth in PHO subspecialists of 66% by 2040. Alternative scenarios, including changes in clinical time and fellowship size, resulted in a difference in growth of ±18% from baseline. The model also forecasts significant geographic maldistribution. For example, the current workforce is concentrated in the Northeast Census region and the model predicts the New England Census division will have a 2.9-fold higher clinical workforce equivalent per 100 000 children aged 0 to 18 years than the Mountain Census division by 2040. These findings suggest potential opportunities to improve the PHO subspecialty workforce and the outcomes and experiences of its patient population through educational changes, practice initiatives, policy interventions, and dedicated research.

Child Health and the Neonatal-Perinatal Medicine Workforce: 2020-2040.

In 2022, 3.7 million children were born in the United States, of whom ∼600 000 received care from a neonatologist. The dramatic growth of the neonatal-perinatal medicine (NPM) workforce from 375 in 1975 to 5250 in 2022 has paralleled exploding clinical demand. As newborn medicine continues to push the limits of gestational viability and medical complexity, the NPM workforce must advance in numbers, clinical capability, scientific discovery, and leadership. This article, as part of an American Board of Pediatrics Foundation-sponsored supplement that is designed to project the future of the pediatric subspecialty workforce, features a discussion of the NPM workforce's history and current status, factors that have shaped its current profile, and some plausible scenarios of the workforce's needs and configuration in the future. In the article, we use an analytical model that forecasts the growth trajectory of the neonatologist workforce from 2020 through 2040. The model uses recent data on the number of neonatologists and clinical work equivalents per 100 000 children and projects future workforce supply under several theoretical scenarios created by modifying key baseline parameters. The predictions of this model confirm the need for a greater sustainable clinical capacity of the NPM workforce. Several future trends indicate that there may be geographic shortages of neonatologists, similar to expected shortages in other pediatric subspecialties. We do not address what an appropriate target for workforce size should be with the model or this article because the current and projected geographic variability in the NPM workforce and risk-appropriate care suggest that a uniform answer is unlikely.

Child Health Needs and the Pediatric Gastroenterology Workforce: 2020-2040.

This article is part of an American Board of Pediatrics Foundation-sponsored effort to analyze and forecast the pediatric subspecialty workforce between 2020 and 2040. Herein, an overview of the current pediatric gastroenterology workforce is provided, including demographics, work characteristics, and geographic distribution of practitioners. Brief context is provided on the changing nature of current practice models and the increasing prevalence of some commonly seen disorders. On the basis of a rigorous microsimulation workforce projection model, projected changes from 2020 to 2040 in the number of pediatric gastroenterologists and clinical workforce equivalents in the United States are presented. The article closes with a brief discussion of training, clinical practice, policy, and future workforce research implications of the data presented. This data-driven analysis suggests that the field of pediatric gastroenterology will continue to grow in scope and complexity, propelled by scientific advances and the increasing prevalence of many disorders relevant to the discipline. The workforce is projected to double by 2040, a growth rate faster than most other pediatric subspecialties. Disparities in care related to geography, race, and ethnicity are among the most significant challenges for the years ahead. Changes to training and education, incentives to meet the needs of underserved populations, and new multidisciplinary models for health care delivery will be necessary to optimally meet the volume, diversity, and complexity of children with gastroenterological diseases in the years ahead.

Child Health Needs and the Pediatric Rheumatology Workforce: 2020-2040.

The Pediatric Rheumatology (PRH) workforce supply in the United States does not meet the needs of children. Lack of timely access to PRH care is associated with poor outcomes for children with rheumatic diseases. This article is part of a Pediatrics supplement focused on anticipating the future pediatric subspecialty workforce supply. It draws on information in the literature, American Board of Pediatrics data, and findings from a model that estimates the future supply of pediatric subspecialists developed by the Sheps Center for Health Services Research at the University of North Carolina at Chapel Hill, Strategic Modeling and Analysis Ltd., and the American Board of Pediatrics Foundation. PRH has a smaller workforce per capita of children than most other pediatric subspecialties. The model demonstrates that the clinical workforce equivalent of pediatric rheumatologists in 2020 was only 0.27 per 100 000 children, with a predicted increase to 0.47 by 2040. Although the model predicts a 72% increase in providers, this number remains inadequate to provide sufficient care given the number of children with rheumatic diseases, especially in the South and West regions. The likely reasons for the workforce shortage are multifactorial, including lack of awareness of the field, low salaries compared with most other medical specialties, concerns about working solo or in small group practices, and increasing provider retirement. Novel interventions are needed to increase the workforce size. The American College of Rheumatology has recognized the dire consequences of this shortage and has developed a workforce solutions initiative to tackle these problems.

Child Health Needs and the Pediatric Critical Care Medicine Workforce: 2020-2040.

This article, focused on the current and future pediatric critical care medicine (PCCM) workforce, is part of a supplement in Pediatrics anticipating the future supply of the pediatric subspecialty workforce. It draws on information available in the literature, data from the American Board of Pediatrics, and findings from a model that estimates the future supply of pediatric subspecialists developed by the American Board of Pediatrics Foundation in collaboration with the Carolina Workforce Research Center at the University of North Carolina at Chapel Hill's Cecil G. Sheps Center for Health Services Research and Strategic Modeling and Analysis Ltd. A brief history of the field of PCCM is provided, followed by an in-depth examination of the current PCCM workforce and a subsequent evaluation of workforce forecasts from 2020 to 2040. Under baseline conditions, the PCCM workforce is expected to increase by 105% during the forecasted period, more than any other pediatric subspecialty. Forecasts are modeled under a variety of multifactorial conditions meant to simulate the effects of changes to the supply of PCCM subspecialists, with only modest changes observed. Future PCCM workforce demand is unclear, although some suggest an oversupply may exist and that market forces may correct this. The findings generate important questions regarding the future state of the PCCM workforce and should be used to guide trainees considering a PCCM career, subspecialty leaders responsible for hosting training programs, staffing ICUs, and governing bodies that oversee training program accreditation and subspecialist certification.

Projecting the Future Pediatric Subspecialty Workforce: Summary and Recommendations.

This article summarizes the findings of a Pediatrics supplement addressing the United States workforce for 15 pediatric subspecialties. It includes results from a microsimulation model projecting supply through 2040; growth is forecasted to be uneven across the subspecialties with worsening geographic maldistribution. Although each subspecialty has unique characteristics, commonalities include (1) the changing demographics and healthcare needs of children, including mental health; (2) poor outcomes for children experiencing adverse social drivers of health, including racism; and (3) dependence on other subspecialties. Common healthcare delivery challenges include (1) physician shortages for some subspecialties; (2) misalignment between locations of training programs and subspecialists and areas of projected child population growth; (3) tension between increasing subsubspecialization to address rare diseases and general subspecialty care; (4) the need to expand clinical reach through collaboration with other physicians and advanced practice providers; (5) the lack of parity between Medicare, which funds much of adult care, and Medicaid, which funds over half of pediatric subspecialty care; and (6) low compensation of pediatric subspecialists compared with adult subspecialists. Overall, subspecialists identified the lack of a central authority to monitor and inform child healthcare provided by pediatric subspecialists as a challenge. Future research on the pediatric subspecialty workforce and the children it serves will be necessary to ensure these children's needs are met. Together, these articles provide overarching and subspecialty-specific recommendations to improve training, recruitment, and retention of a diverse workforce, implement innovative models of care, drive policy changes, and advise future research.

Child Health Needs and the Developmental-Behavioral Pediatrics Workforce Supply: 2020-2040.

Developmental-behavioral pediatrics (DBP) subspecialists care for children with complex neurodevelopmental and behavioral health conditions; additional roles include education and training, advocacy, and research. In 2023, there were 1.0 DBP subspecialists per 100 000 US children aged 0 to 17 years (range 0.0-3.8), with wide variability in DBP subspecialist distribution. Given the prevalence of DB conditions, the current workforce is markedly inadequate to meet the needs of patients and families. The American Board of Pediatrics Foundation led a modeling project to forecast the US pediatric subspecialty workforce from 2020 to 2040 using current trends in each subspecialty. The model predicts workforce supply at baseline and across alternative scenarios and reports results in headcount (HC) and HC adjusted for percent time spent in clinical care, termed "clinical workforce equivalent." For DBP, the baseline model predicts HC growth nationally (+45%, from 669 to 958), but these extremely low numbers translate to minimal patient care impact. Adjusting for population growth over time, projected HC increases from 0.8 to 1.0 and clinical workforce equivalent from 0.5 to 0.6 DBP subspecialists per 100 000 children aged 0 to 18 years by 2040. Even in the best-case scenario (+12.5% in fellows by 2030 and +7% in time in clinical care), the overall numbers would be minimally affected. These current and forecasted trends should be used to shape much-needed solutions in education, training, practice, policy, and workforce research to increase the DBP workforce and improve overall child health.

Child Health and the Pediatric Pulmonology Workforce: 2020-2040.

There is concern as to whether the supply of pediatric pulmonology (PULM) subspecialists will be adequate to meet future demand. As part of an American Board of Pediatrics (ABP) Foundation-sponsored supplement investigating the future of the pediatric subspecialty workforce, this article assesses the current PULM clinical workforce and estimates the clinical workforce supply in the United States through 2040. The current workforce was assessed using ABP certification and Maintenance of Certification data, and a workforce supply model evaluating population growth, clinical effort, and geographic trends was developed after incorporating ABP data. Findings demonstrate that the number of pediatric pulmonologists has gradually increased over the past decade, and the ratio of subspecialists to children is likely to increase another 20% to 40% over the next 2 decades, although absolute numbers remain small. Geographic variation in access will persist in some regions. The proportion of women in the discipline has increased, but the proportion of pediatric pulmonologists from underrepresented in medicine backgrounds still lags behind the general population. Based on current trends, the PULM clinical workforce appears equipped to meet both population growth and the modest increase in demand for clinical services speculated to occur because of changes in the subspecialty's clinical portfolio. However, several factors could inhibit growth, and geographic maldistribution may continue to impact care access. Efforts to address variation in access and demographic diversity in the field are warranted. This article concludes by discussing the training, clinical practice, policy, and future workforce research implications of the data presented.

Child Health and the US Pediatric Subspecialty Workforce: Planning for the Future.

This article opens a multi-article Pediatrics supplement that provides a rigorous analysis of the projected pediatric subspecialty workforce in the United States. Congenital variations, epigenetics, exposures, lifestyle, preventive care, and medical interventions from conception through young adulthood set the stage for health and wellbeing in adulthood. Although care provided by pediatric subspecialists is associated with better outcomes and lower costs compared with adult providers, the authors of recent articles in the lay and medical literature have questioned the capacity of pediatric subspecialists to meet children’s health care needs. This article highlights that, despite numerous advances in prevention, diagnosis, and treatment, the last decade has witnessed increasing numbers of children with acute or chronic physical and mental health disorders, including medical complexity, obesity, type 2 diabetes, anxiety, depression, and suicidality, all of which are exacerbated by poverty, racism, and other social drivers of health. In this article, we then describe the variability in the demographics, practice characteristics, and geographic distribution of the 15 core pediatric subspecialties certified by the American Board of Pediatrics. We then discuss the rationale and approach to the development of a pediatric subspecialty workforce model that forecasts subspecialist supply from 2020 to 2040 for 14 subspecialties at the national and subnational levels (not including the newest subspecialty, pediatric hospital medicine), accounting for US Census Bureau child population projections. The model does not account for the unique physical and mental needs of individual children, nor does it address the increasingly precarious commitment to, and financing of, pediatric subspecialty care in the US health care system impacting market demand.

Child Health Needs and the Pediatric Infectious Diseases Workforce: 2020-2040.

Pediatric infectious diseases (PID) physicians prevent and treat childhood infections through clinical care, research, public health, education, antimicrobial stewardship, and infection prevention. This article is part of an American Board of Pediatrics Foundation-sponsored supplement investigating the future of the pediatric subspecialty workforce. The article offers context to findings from a modeling analysis estimating the supply of PID subspecialists in the United States between 2020 and 2040. It provides an overview of children cared for by PID subspecialists, reviews the current state of the PID workforce, and discusses the projected headcount and clinical workforce equivalents of PID subspecialists at the national, census region, and census division levels over this 2-decade period. The article concludes by discussing the education and training, clinical practice, policy, and research implications of the data presented. Adjusting for population growth, the PID workforce is projected to grow more slowly than most other pediatric subspecialties and geographic disparities in access to PID care are expected to worsen. In models considering alternative scenarios, decreases in the number of fellows and time spent in clinical care significantly affect the PID workforce. Notably, model assumptions may not adequately account for potential threats to the PID workforce, including a declining number of fellows entering training and the unknown impact of the COVID-19 pandemic and future emerging infections on workforce attrition. Changes to education and training, clinical care, and policy are needed to ensure the PID workforce can meet the future needs of US children.

Child Health Needs and the Pediatric Cardiology Workforce: 2020-2040.

This article evaluates the pediatric cardiology (PC) workforce and forecasts its future supply. Produced as part of a supplement in Pediatrics, this effort represents a collaboration among the American Board of Pediatrics Foundation, the University of North Carolina at Chapel Hill's Carolina Health Workforce Research Center, the Strategic Modeling and Analysis Ltd., and members of the pediatric subspecialty community. PC is a complex subspecialty including care from fetal life through adulthood and in practice settings that range from the outpatient clinic to procedural settings to the cardiac ICU. Complex subdisciplines include imaging, electrophysiology, heart failure, and interventional and critical care. Using American Board of Pediatrics data, US Census Bureau data, and data from the modeling project, projections were created to model the subspecialty workforce through 2040. Across all modeling scenarios considered, there is considerable projected growth in the supply of pediatric cardiologists by 2040. However, there is significant regional variation in the projected supply of trainees relative to demand in terms of local population growth, with evidence of a likely mismatch between areas surrounding training centers versus areas of greatest workforce need. In addition, this article highlights areas for future focus, including efforts to attract more residents to the subspecialty in general, particularly underrepresented minority members; increased support, more part-time career options, and improved academic career advancement for women in PC; and the development of better "real-time" workforce data to guide trainees and training programs in decisions regarding sub-subspecialty job availability.

Child Health Needs and the Adolescent Medicine Workforce Supply: 2020-2040.

Adolescent medicine (AM) subspecialists provide primary, subspecialty, and consultative care to adolescents and young adults (AYAs). Given insufficient numbers of AM subspecialists to care for all AYAs, the workforce supports AYAs health care capacity through education, research, advocacy, and the development of policies and programs sensitive to their unique needs. A modeling project funded by the American Board of Pediatrics Foundation was developed to forecast the pediatric subspecialty workforce in the United States from 2020 to 2040 on the basis of current trends in each subspecialty. The model predicts workforce supply at baseline and across alternative scenarios, and reports results in headcount and headcount adjusted for percentage of time spent in clinical care, termed "clinical workforce equivalent." For the AM subspecialty, several scenarios were considered that modified the number of fellows and/or clinical time. The baseline model predicted low growth nationally (27% and 13% increase in total AM subspecialists and AM subspecialists per 100 000 children, respectively) and declines in AM workforce relative to population growth in census divisions with existing geographic workforce disparities. In the alternative scenarios, fellow number and clinical time changes did not significantly change predictions relative to the baseline model, but a 12.5% decrease in fellows predicted a 40% reduction in the workforce from baseline with a widening of geographic workforce disparities. On the basis of the expansive clinical and nonclinical roles of AM subspecialists and these forecasted workforce challenges, significant educational, practice, and policy changes will be necessary to bolster the supply of well-trained clinicians addressing the dynamic health care needs of AYAs.

Factors Influencing Career Choice of Allergy and Immunology Fellows-in-Training: A Work Group Report of the AAAAI Program Directors Assembly Executive Committee

As the burden of allergic and immunologic disease continues to increase, there is increased demand for a larger Allergy and Immunology (AI) subspecialty workforce. The field must prioritize the expansion of our workforce and the recruitment of exceptional and diverse trainees to ensure the vitality of the specialty. Although the AI fellowship match has traditionally been competitive, recent trends in fellowship applications have demonstrated fewer applicants per fellowship position. This trend has made recruitment a priority on the agenda of the national AI societies. To elucidate key factors influencing the decision to choose the field of AI by querying fellows-in-training. A survey was created and distributed yearly to fellows-in-training from 2017 to 2021 to identify factors influencing a career choice in AI. Approximately 59% of respondents rotated with AI in residency and 35% in both medical school and residency. Most respondents reported having a mentor in the field before fellowship, and many had their first exposures to AI during medical school (40%) or residency (32%). Most respondents decided to pursue AI during residency. The most common factors that influenced the decision to pursue AI were work/life balance, clinical aspects of the field, mentorship, and research opportunities. Our data suggest that the decision to pursue a career in AI often occurs during residency training and is motivated primarily by work/life balance, clinical aspects of the field, and clinician mentorship. Our survey results could provide guidance to AI training programs on strategies to recruit exceptional and diverse trainees.

Can Tele-Neuro-Ophthalmology Be Useful Beyond the Pandemic?

Neuro-ophthalmologists rapidly adopted telehealth during the COVID-19 pandemic to minimize disruption to patient care. This article reviews recent research on tele-neuro-ophthalmology adoption, current limitations, and potential use beyond the pandemic. The review considers how digital transformation, including machine learning and augmented reality, may be applied to future iterations of tele-neuro-ophthalmology. Telehealth utilization has been sustained among neuro-ophthalmologists throughout the pandemic. Adoption of tele-neuro-ophthalmology may provide solutions to subspecialty workforce shortage, patient access, physician wellness, and trainee educational needs within the field of neuro-ophthalmology. Digital transformation technologies have the potential to augment tele-neuro-ophthalmology care delivery by providing automated workflow solutions, home-based visual testing and therapies, and trainee education via simulators. Tele-neuro-ophthalmology use has and will continue beyond the COVID-19 pandemic. Digital transformation technologies, when applied to telehealth, will drive and revolutionize the next phase of tele-neuro-ophthalmology adoption and use in the years to come.