Machine Learning for Automatic Detection of Velopharyngeal Dysfunction: A Preliminary Report.

BACKGROUND: Even after palatoplasty, the incidence of velopharyngeal dysfunction (VPD) can reach 30%; however, these estimates arise from high-income countries (HICs) where speech-language pathologists (SLP) are part of standardized cleft teams. The VPD burden in low- and middle-income countries (LMICs) is unknown. This study aims to develop a machine-learning model that can detect the presence of VPD using audio samples alone. METHODS: Case and control audio samples were obtained from institutional and publicly available sources. A machine-learning model was built using Python software. RESULTS: The initial 110 audio samples used to test and train the model were retested after format conversion and file deidentification. Each sample was tested 5 times yielding a precision of 100%. Sensitivity was 92.73% (95% CI: 82.41%-97.98%) and specificity was 98.18% (95% CI: 90.28%-99.95%). One hundred thirteen prospective samples, which had not yet interacted with the model, were then tested. Precision was again 100% with a sensitivity of 88.89% (95% CI: 78.44%-95.41%) and a specificity of 66% (95% CI: 51.23%-78.79%). DISCUSSION: VPD affects nearly 100% of patients with unrepaired overt soft palatal clefts and up to 30% of patients who have undergone palatoplasty. VPD can render patients unintelligible, thereby accruing significant psychosocial morbidity. The true burden of VPD in LMICs is unknown, and likely exceeds estimates from HICs. The ability to access a phone-based screening machine-learning model could expand access to diagnostic, and potentially therapeutic modalities for an innumerable amount of patients worldwide who suffer from VPD.

Improving access to safe, quality surgical care for gynecologic cancers through capacity-building interventions in low- and middle-income countries: A scoping review.

BACKGROUND: Following the launch of the World Health Organization's Strategy to accelerate the elimination of cervical cancer, diagnosis is expected to increase, especially in low- and middle-income countries (LMICs). A well-integrated surgical system is critical to treat cervical cancer. Two major approaches have been employed to build human capacity: task-sharing and training of gynecologic oncologists (GynOncs). OBJECTIVES: This review aimed to explore existing literature on capacity-building for surgical management of early-stage gynecologic cancers. SEARCH STRATEGY: The search strategy was registered on Open Science Framework (doi 10.17605/OSF.IO/GTRCB) and conducted on OVID Medline, Embase, Global Index Medicus, and Web of Science. Search results were exported and screened in COVIDENCE. SELECTION CRITERIA: Studies published in English, Spanish, French, and/or Portuguese conducted in LMIC settings evaluating capacity building, task-sharing, or outcomes following operation by subspecialists compared to specialists were included. DATA COLLECTION AND ANALYSIS: Results were synthesized using narrative synthesis approach with emergence of key themes by frequency. MAIN RESULTS: The scoping review identified 18 studies spanning our themes of interest: capacity building, subspecialized versus non-subspecialized care, and task-shifting/-sharing. CONCLUSIONS: A multilayered approach is critical to achieve the WHO Strategy to Eliminate Cervical Cancer. Capacity-building and task-sharing programs demonstrate encouraging results to meet this need; nevertheless, a standardized methodology is needed to evaluate these programs, their outcomes, and cost-effectiveness.

Female Leadership in Academic Plastic Surgery: A Comprehensive Analysis.

BACKGROUND: Gender equity remains to be realized in academic plastic and reconstructive surgery. The purpose of this study was to measure the proportion of women in leadership roles in academic plastic and reconstructive surgery to verify where gender gaps may persist. METHODS: Six markers of leadership were analyzed: academic faculty rank, manuscript authorship, program directorship, journal editor-in-chief positions, society board of directors membership, and professional society membership. Descriptive statistics were performed, and chi-square tests were used to compare categorical variables. RESULTS: About 16 percent to 19 percent of practicing plastic surgeons are female, as measured by the percentage of female faculty and American Society of Plastic Surgeons members. Female plastic surgeons comprised 18.9 percent (n = 178) of the faculty from 88 academic plastic surgery institutions, and represented 9.9 percent of full professors and 10.8 percent of chiefs. Nineteen institutions had no female faculty. Women were first authors in 23.4 percent of publications and senior author in 14.7 percent of publications. No journal studied had a female editor-in-chief. Of the examined plastic and reconstructive societies, the proportion of women on the board of directors ranged from 16.7 percent to 23.5 percent. CONCLUSIONS: The proportion of female program directors, first manuscript authors, and board members of certain societies is commensurate with the number of women in the field, suggesting an evolving landscape within the specialty. However, women remain underrepresented in many other leadership roles, heralding the work that remains to ensure gender parity exists for those pursuing leadership roles in the field of plastic and reconstructive surgery.

Potentially Avertable Child Mortality Associated with Surgical Workforce Scale-up in Low- and Middle-Income Countries: A Global Study.

BACKGROUND: Expansion of access to surgical care can improve health outcomes, although the impact that scale-up of the surgical workforce will have on child mortality is poorly defined. In this study, we estimate the number of child deaths potentially avertable by increasing the surgical workforce globally to meet targets proposed by the Lancet Commission on Global Surgery. METHODS: To estimate the number of deaths potentially avertable through increases in the surgical workforce, we used log-linear regression to model the association between surgeon, anesthetist and obstetrician workforce (SAO) density and surgically amenable under-5 mortality rate (U5MR), infant mortality rate (IMR), and neonatal mortality rate (NMR) for 192 countries adjusting for potential confounders of childhood mortality, including the non-surgical workforce (physicians, nurses/midwives, community health workers), gross national income per capita, poverty rate, female literacy rate, health expenditure per capita, percentage of urban population, number of surgical operations, and hospital bed density. Surgically amenable mortality was determined using mortality estimates from the UN Inter-agency Group for Child Mortality Estimation adjusted by the proportion of deaths in each country due to communicable causes unlikely to be amenable to surgical care. Estimates of mortality reduction due to upscaling surgical care to support the Lancet Commission on Global Surgery (LCoGS) minimum target of 20-40 SAO/100,000 were calculated accounting for potential increases in surgical volume associated with surgical workforce expansion. RESULTS: Increasing SAO workforce density was independently associated with lower surgically amenable U5MR as well as NMR (p < 0.01 for each model). When accounting for concomitant increases in surgical volume, scale-up of the surgical workforce to 20-40 SAO/100,000 could potentially prevent between 262,709 (95% CI 229,643-295,434) and 519,629 (465,046-573,919) under 5 deaths annually. The majority (61%) of deaths averted would be neonatal deaths. CONCLUSION: Scale up of surgical workforce may substantially decrease childhood mortality rates around the world. Our analysis suggests that scale-up of surgical delivery through increase in the SAO workforce could prevent over 500,000 children from dying before the age of 5 annually. This would represent significant progress toward meeting global child mortality reduction targets.

Economic Valuation of the Global Burden of Cleft Disease Averted by a Large Cleft Charity.

BACKGROUND: This study attempts to quantify the burden of disease averted through the global surgical work of a large cleft charity, and estimate the economic impact of this effort over a 10-year period. METHODS: Anonymized data of all primary cleft lip and cleft palate procedures in the Smile Train database were analyzed and disability-adjusted life years (DALYs) calculated using country-specific life expectancy tables, established disability weights, and estimated success of surgery and residual disability probabilities; multiple age weighting and discounting permutations were included. Averted DALYs were calculated and gross national income (GNI) per capita was then multiplied by averted DALYs to estimate economic gains. RESULTS: 548,147 primary cleft procedures were performed in 83 countries between 2001 and 2011. 547,769 records contained complete data available for the study; 58 % were cleft lip and 42 % cleft palate. Averted DALYs ranged between 1.46 and 4.95 M. The mean economic impact ranged between USD 5510 and 50,634 per person. This corresponded to a global economic impact of between USD 3.0B and 27.7B USD, depending on the DALY and GNI values used. The estimated cost of providing these procedures based on an average reimbursement rate was USD 197M (0.7-6.6 % of the estimated impact). CONCLUSIONS: The immense economic gain realized through procedures focused on a small proportion of the surgical burden of disease highlights the importance and cost-effectiveness of surgical treatment globally. This methodology can be applied to evaluate interventions for other conditions, and for evidence-based health care resource allocation.

Palatal fistula risk after primary palatoplasty: a retrospective comparison of humanitarian operations and tertiary hospitals.

BACKGROUND: Humanitarian surgical organisations provide cleft palate repair for patients without access to surgical care. Despite decades of experience, very little research has assessed the outcomes of these trips. This study investigates the fistula rate in patients from two cohorts in rural China and one in the USA. METHODS: This retrospective study compared the odds of fistula presentation among three cohorts whose palates were repaired between April, 2005, and November, 2009. The primary cohort included 97 Chinese patients operated on in China by surgeons from ReSurge International. A second Chinese cohort of 250 patients was operated on at Huaxi University Hospital by Chinese surgeons. The third cohort of 120 patients from the University of California San Francisco (UCSF) was included for comparison over the same time period; data was taken from medical records. Age, fistula presentation, and Veau Class were compared between the three cohorts with χ(2) tests. Logistic regression was used to analyse predictors of fistula presentation among the three cohorts. This study received institutional review board approval from the UCSF, the Harvard School of Public Health, and physicians at Huaxi University Hospital, and written consent was obtained from study participants in China. FINDINGS: The fistula risk was 35·4% in ReSurge patients, 12·8% for patients at Huaxi University Hospital, and 2·5% for patients at UCSF (p<0·001). At the time of surgery 15·5% of the ReSurge patients were younger than 2 years old, whereas 90·8% of the UCSF children and 41·6% of the Huaxi children were (p<0·001). In the ReSurge cohort, 20·6% of patients had a Veau class of I or II, wheras 40·8% and 58·9% of UCSF and Huaxi patients, respectively, were in class I or II (p<0·001). Age and Veau Class were associated with fistula formation in a univariate analysis. (Veau Class III or IV vs I or II, odds ratio [OR] 6·399 [95% CI 3·182-12·871]; age, OR 1·071 [95% CI 1·024-1·122]). A multivariate model controlling for the surgical group, age at palatoplasty, and sex showed an association between Veau Class and the odds of fistula presentation (Class III or IV vs I or II, OR 5·630 [95% CI 2·677-11·837). In this model, UCSF patients and Huaxi patients had 0·064 and 0·451 times the odds of developing a fistula, respectively, compared with ReSurge patients (p<0·001 both). INTERPRETATION: Chinese children undergoing palatoplasty on surgical missions have higher post-operative odds of palatal fistula than do children treated by local physicians. Children in low-resource settings have higher complication rates than do children in high-resource settings. Older age at palatoplasty and a Veau class III and IV are associated with post-palatoplasty fistula. Furthermore demographic, socioeconomic, and cultural differences could play a part in palatoplasty fistula outcomes between these three populations. More research is needed to determine the effects of post-operative care, the skill of the providers, and the technique used in the surgery that play a role on fistula outcomes after primary palatoplasty, particularly in low-resource environments. FUNDING: None.

Building surgical capacity in low-resource countries: a qualitative analysis of task shifting from surgeon volunteers' perspectives.

INTRODUCTION: Surgical volunteer organizations (SVOs) focus considerable resources on addressing the backlog of cases in low-resource countries. This model of service may perpetuate dependency. Efforts should focus on models that establish independence in providing surgical care. Independence could be achieved through surgical capacity building. However, there has been scant discussion in literature on SVO involvement in surgical capacity building. METHODS: Using qualitative methods, we evaluated the perspectives of surgeons with extensive volunteer experience in low-resource countries. We collected data through in-depth interviews that centered on SVOs using task shifting as a tool for surgical capacity building. RESULTS: Some of the key themes from our analysis include the ethical ramifications of task shifting, the challenges of addressing technical and clinical education in capacity building for low-resource settings, and the allocation of limited volunteer resources toward surgical capacity building. CONCLUSION: These themes will be the foundation of subsequent studies that will focus on other stakeholders in surgical capacity building including host communities and SVO administrators.