Global Surgery Indicators and Pediatric Hydrocephalus: A Multicenter Cross-Country Comparative Study Building the Case for Health System Strengthening

Abstract

Objective: The aim of this study is to compare specific three-institution, cross-country data that are relevant to the Global Surgery indicators and the functioning of health systems.

Methods: We retrospectively reviewed the clinical and socioeconomic characteristics of pediatric patients who underwent cerebrospinal fluid (CSF) diversion surgery for hydrocephalus in three different centers: the University of Tsukuba Hospital in Ibaraki, Japan (HIC), the Jose R. Reyes Memorial Medical Center in Manila, Philippines [low-to-middle-income country (LMIC)], and the Federal Neurosurgical Center in Novosibirsk, Russia (UMIC). The outcomes of interest were the timing of CSF diversion surgery and mortality. Statistical tests included descriptive statistics, Cox proportional hazards model, and logistic regression. Nation-level data were also obtained to provide the relevant socioeconomic contexts in discussing the results.

Results: In total, 159 children were included, where 13 are from Japan, 99 are from the Philippines, and 47 are from the Russian Federation. The median time to surgery at the specific neurosurgical centers was 6 days in the Philippines and 1 day in both Japan and Russia. For the cohort from the Philippines, non-poor patients were more likely to receive CSF diversion surgery at an earlier time (HR = 4.74, 95% CI 2.34–9.61, p <0.001). In the same center, those with infantile or posthemorrhagic hydrocephalus (HR = 3.72, 95% CI 1.70–8.15, p = 0.001) were more likely to receive CSF diversion earlier compared to those with congenital hydrocephalus, and those with postinfectious (HR = 0.39, 95% CI 0.22–0.70, p = 0.002) or myelomeningocele-associated hydrocephalus (HR = 0.46, 95% CI 0.22–0.95, p = 0.037) were less likely to undergo surgery at an earlier time. For Russia, older patients were more likely to receive or require early CSF diversion (HR = 1.07, 95% CI 1.01–1.14, p = 0.035). External ventricular drain (EVD) insertion was found to be associated with mortality (cOR 14.45, 95% CI 1.28–162.97, p = 0.031).

Conclusion: In this study, Filipino children underwent late time-interval of CSF diversion surgery and had mortality differences compared to their Japanese and Russian counterparts. These disparities may reflect on the functioning of the health systems of respective countries.

Introduction

The Global Surgery Indicators

The Global Surgery movement has ushered in an awareness of the existing inequities in surgical care the world over (1–4). A call was made for nation-level solutions in improving access to essential surgery, in order to ultimately achieve health, welfare, and economic development by the year 2030 (1). The Global Surgery indicators, with the corresponding working definitions and targets for countries, became the standardized metrics by which the extent of the problem in the healthcare system of a country can be defined and elucidated in relation to surgical processes and outcomes (5). These six core indicators are (1) access to timely essential surgery, (2) specialist surgical workforce density, (3) surgical volume, (4) perioperative mortality, and protection against (5) impoverishing and (6) catastrophic expenditures.

Outcome Disparities Borne From the Country of Origin and Social Determinants

Few studies have examined the association between patient-level socioeconomic factors and outcomes following treatment for pediatric hydrocephalus (6–8), and these studies are mostly situated in a single country. And yet, neurosurgical outcomes are also affected by systemic factors, particularly the availability or the absence of resources and investments within a health system. Cross-country disparities in patient outcomes are especially apparent in diseases like stroke and cancer (9, 10). The worse outcomes appear to be explained not only by patient factors but also by the perioperative care systems situated in a given hospital or country. The level of functionality of the health system of a country, which depends on the economic infrastructure (11), public policy (12, 13), responsive governance (14), and effective financing (15) arrangements, can, in turn, mitigate barriers and increase access to neurosurgical care. In this respect, the Global Surgery indicators can become useful in assessing and providing insight into the effectiveness and responsiveness of the surgical system in a neurosurgical center of a given country.

Surgery for Pediatric Hydrocephalus as Situated in Country Contexts

Low-to-middle-income countries (LMICs) have a disproportionately larger case volume of pediatric hydrocephalus than high-income countries (HICs), owing to differences in crude birth rate and incidence of congenital and postinfectious etiologies (11, 16). The greater burden of this disease in LMICs is further compounded by the fact that access to neurosurgical care and resources for health service delivery is limited (11). As cerebrospinal fluid (CSF) diversion surgery for hydrocephalus is considered a highly equitable and cost-effective bellwether procedure (17, 18), exploring the nation-level barriers to this kind of care can provide a snapshot of the functioning of the healthcare and surgical systems of a country, and give insight into the disparities in the outcomes of patients undergoing the procedure. Using the lens of nation-level social determinants of health and the framework of Global Surgery indicators, we aim to determine whether differences in outcomes exist between specific institutions and countries of varying income levels in relation to the neurosurgical management of all-cause pediatric hydrocephalus.

Materials and Methods

Study Setting and Population

After approval by the institutional review boards from the three participating centers, we conducted a retrospective, cross-sectional study across countries of differing income levels. The study was conducted in three neurosurgical centers that are the hospitals of non-children: (1) the University of Tsukuba Hospital, in Tsukuba, Ibaraki, Japan, (2) Jose R. Reyes Memorial Medical Center, in Manila, Philippines, and (3) the Federal Center of Neurosurgery, Federal State Budget Institution, in Novosibirsk, Russian Federation. The population included in the study were pediatric patients admitted in a period between January 1, 2019, and December 31, 2019, at the three centers and who had either obstructive or communicating hydrocephalus with etiologies including the following but not limited to infantile-posthemorrhagic, post-infectious, congenital-structural, associated with or related to central nervous system tumors, or associated with neural tube defects like myelomeningocele. They should have undergone the minimum operation of CSF diversion, which were any one of the following: ventriculoperitoneal shunt (VPS) insertion with or without revisions, external ventricular drain (EVD) insertion, endoscopic third ventriculostomy (ETV), Ommaya reservoir insertion, or combinations thereof. Children with hydrocephalus but those who underwent another surgery without or other than CSF diversion were excluded.

Study Variables and Other Data

Patient-level variables consisted of clinical characteristics of individual patients collected from chart review. The outcome variables were patient-level covariates: (1) time from admission-to-surgery and (2) perioperative mortality, while the explanatory variables included patient age, sex, socioeconomic status, the type of hydrocephalus, the timing of CSF diversion, and the type of CSF diversion surgery. The time to CSF diversion surgery was the outcome of interest for cross-country comparison of institutions and was subdivided into descriptive categories based on the reasonable time frames of hydrocephalus management by Mansouri and colleagues (19). Nation-level data consisted of country-specific metrics of health-system functions based on Global Surgery indicators, as well as surrogate measures of the economy and growth. Secondary data from the World Bank (20), literature on global health (21–24), and other studies of the health systems of each country (25–27) were obtained for comparison. However, these nation-level data were not subjected to statistical analyses.

Statistical Analysis

Descriptive statistics was used to summarize the general and clinical characteristics of the participants. Frequency and proportion were used for categorical variables. The Shapiro–Wilk test was used to determine the normality distribution of continuous variables. Continuous quantitative data that did not meet the normality assumption of distribution were described using median and range. For the timing of CSF diversion surgery as a time-to-event variable, Cox proportional hazards model was used to plot the Kaplan–Meier curves. For perioperative mortality as a dichotomous variable, logistic regression was performed. The final results from regression were presented as hazard ratios and odds ratios with their associated confidence intervals. Missing data were neither replaced nor estimated. Null hypothesis was rejected at a 0.05α-level of significance. Stata 15.0 (StataCorp, College Station, TX, USA) was used for data analysis.

Results

Clinical and Socioeconomic Characteristics

The medical records of 159 children, 99 (62%) from the Philippines, 47 (30%) from Russia, and 13 (8%) from Japan, were reviewed (Table 1). Their median age was 2.4 (range 0–17) years, with proportions of sexes roughly similar. Using the World Bank definition of poverty, whereby those living above US$3.10 per day are “non-poor,” those living between $1.90 and $3.10 per day are “poor,” and those living below $1.90 are “extremely poor,” we found that most of the children in the Philippines belonged to poor households (77%), whereas 72 and 100% of the Russian and Japanese patients came from non-poor families, respectively. Almost 6 in 10 hydrocephalus cases in the Philippines were either post-infectious, congenital, or tumor-related. About 7 in 10 of those in Russia were infantile/post-hemorrhagic (49%) or tumor-related (21%). Two-thirds of the cases from Japan were congenital (38%) or infantile/post-hemorrhagic (23%) hydrocephalus. VPS insertion was the most common procedure for CSF diversion in the Philippine center (92%). Likewise, in the Russian center, VPS was the surgery for the majority (64%), while varied methods of CSF diversion were conducted in the Japanese center. The revision rates were 7.7, 11.1, and 25.5% in the Japanese, Philippine, and Russian centers, respectively; however, these only reflected the revisions that were done for the study duration and also included patients who were admitted for shunt dysfunction after surgery that was performed during an earlier time period.

Primary Outcomes: Timing of CSF Diversion Surgery and Mortality

For the timeliness of access to care, a majority of the cases from the Russian (85%) and Japanese (70%) centers were able to access CSF diversion within 2 days of confinement. In the Philippine center, only 36% of patients were able to undergo surgery by the second hospital day. The median time to CSF diversion was 6 days in the Philippine center, whereas it was 1 day for both the Japanese and Russian centers (Table 2; Figure 1). The delivery of surgical care for pediatric hydrocephalus was significantly more efficient in the Russian center compared to that in the Philippine center (HR = 2.94, 95% CI 1.99–4.35, p < 0.001). In terms of all-cause mortality, three children died in the Philippine cohort (proportion of 3.03, 95% CI 0.63–8.60), but none in the Russian and Japanese cohorts (Table 2).

Figure 1

Patient-Level Determinants of Primary Outcomes

For the cohort from the Philippines, non-poor patients were more likely to receive CSF diversion at an earlier time (HR = 4.74, 95% CI 2.34–9.61, p < 0.001). In the same center, those with infantile or post-hemorrhagic hydrocephalus (HR = 3.72, 95% CI 1.70–8.15, p = 0.001) were more likely to receive CSF diversion earlier compared to those with congenital hydrocephalus, and those with post-infectious (HR = 0.39, 95% CI 0.22–0.70, p = 0.002) or myelomeningocele-associated hydrocephalus (HR = 0.46, 95% CI 0.22–0.95, p = 0.037) were less likely to undergo surgery at an earlier time. For Russia, older patients were more likely to receive or require early CSF diversion (HR = 1.07, 95% CI 1.01–1.14, p = 0.035). For Japan, evidence was insufficient to identify significant factors associated with the timing of CSF diversion (Table 3). Because the cohorts of Japanese and Russian children had zero mortality, only the cohort of Filipino children was analyzed for logistic regression (Table 4). EVD insertion was found to be significantly associated with mortality (cOR 14.45, 95% CI 1.28–162.97, p = 0.031).

Other Global Surgery Indicators and Social Determinants of Health

In terms of metrics that represent health-system indicants, the various indices appear to depend on and follow the trend of the income level of each respective country. The Philippines as an LMIC, when compared with the higher-income countries (Table 5), has lesser absolute numbers, proportions, and percentages of the variables that are generally accepted as social determinants of health. In terms of the Global Surgery indicators, Japan has the best neurosurgical workforce density and provides better financial risk protection as evidenced by the low out-of-pocket payment shares and a high universal health coverage (UHC) effective coverage index. The purely neurosurgical center in Russia has the highest neurosurgical volume for the duration of this study period (Table 6).

Discussion

Hydrocephalus and Treatment Realities in Low-Resource Settings

At the Philippine neurosurgical center in this study, the usual pathway for a pediatric patient requiring CSF diversion surgery starts out with triaging the child to undergo either an elective or an emergency operation. Once the decision to shunt is made, for instance, the shunt kit will have to be sourced by the parents or caregiver from a non-profit philanthropic foundation because the catheter kits are not available at the state-financed public hospital. The time spent on shunt procurement contributes to the late time interval of surgery. Since the medical center caters primarily to the poorer segments of the population, the high volume of surgical cases coupled with limited bed capacity and constraints in the operating-room workforce also cause delays in surgery. Compounding this is the high prevalence of hydrocephalus in LMICs. These cases are commonly addressed by shunting as the procedure of choice, which is observed to have higher morbidity and mortality rates than in HICs (11, 28, 29). ETV as a procedure appears to be underutilized in the Philippine center compared to its Japanese and Russian counterparts, perhaps owing to the differences in hydrocephalus etiologies and corresponding indications, as well as variations in the institutional practice patterns. Although many studies with large patient series do not show significant differences in outcomes regardless of the kind of CSF diversion surgery employed (30, 31), or whether performed in developed or developing countries (32), the results in this cross-country comparative study show that mortality in the Philippine cohort appears to be associated with the procedure of EVD insertion. This finding, however, may largely be due to the more critical physical condition of patients who underwent EVD instead of other CSF diversion procedures. Patients who are in extremis resulting from late intervention or from perioperative complications always require resource-intensive care pathways that resource-challenged neurosurgical centers in LMICs often fail to provide. This so-called “capacity to rescue,” referring to the institutional capability to mitigate surgical risks, improve safety, and provide adequate postoperative intensive care, is the feature of quality and responsive surgical systems that can avert mortality and can improve chances of survival (10). Moreover, this statistic belies the financial and social risks that patients and their families who had unfavorable outcomes are exposed to. These risks include the high out-of-pocket expense for hospitalization, the indirect economic costs of job loss from caregiving, and their overall impoverishment even after the demise of the patient brought about by loss of livelihood, among others. In stark contrast, the Japanese university hospital and the Russian public neurosurgical center, through their highly functional national health insurance schemes and relatively well-funded surgical systems, are able to provide the families of their patients a high degree of financial risk protection from the economic shocks of hospitalization. Indeed, the undergirding health systems of the neurological centers of this study might be inextricably linked to better outcomes.

Disparities in Health Systems: Workforce, Infrastructure, and Financing

Japan and Russia have surplus resources, better UHC, and higher public financing for health (Table 5), borne from deliberate policies of placing a prime value on public health (26, 27), and this becomes important given that the increased expenditure on surgery can easily allow the proportional expansion of surgical capacity (1, 10, 22, 33). Studies that analyzed large patient databases (34, 35) have examined the effect of nation-level socioeconomic factors on conditions treated by neurosurgeons. Remick and colleagues (34), after multivariate mixed-effects logistic regression, identified two nation-level variables, physician density and mean GDP growth, as significantly associated with good seizure outcomes following pediatric epilepsy surgery. Similarly, Guha and colleagues (35) identified a higher-country GDP and a greater neurosurgeon-to-population density as two nation-level variables that are independent predictors of good outcome following the treatment for aneurysmal subarachnoid hemorrhage. The Philippines, in contrast to the two countries, has a lower neurosurgeon workforce density (Table 5), thus expectedly restricting the breadth of access to care for children requiring CSF diversion surgery.

The increased likelihood of the inability to undergo an early CSF diversion surgery for the Filipino cohort of patients (Figure 1; Table 2), especially the poor and extremely poor subsets of Filipino patients, can be explained chiefly by financial barriers (1, 5, 19, 24, 33, 36). These barriers, direct and indirect costs relating to treatment, cause economic hardships to the household in which a patient belongs to. Families in which one of the members is a patient requiring neurosurgical care are at risk for financial catastrophe and impoverishment, and this is especially true in LMICs like the Philippines (1, 24, 28). Furthermore, out-of-pocket expenditures and the risks for catastrophic and impoverishing expenditures are higher in the Philippines than in Japan and Russia (Table 5). This is particularly disadvantageous given that our results show that a higher socioeconomic status is significantly associated with an earlier time interval of the CSF diversion surgery (Table 3). Financial risk protection, therefore, is important for the acceptability and accessibility of any surgical intervention (33), especially in countries where a significant proportion of the population is poverty-stricken (1, 21, 24, 37). This necessitates countrywide UHC for health insurance in any form or combination, precisely the kind of social structure that Japan excels at (21, 27), that would subsidize the treatment-related costs incurred by the families of the patients. While all patients from the three centers in this study have some form of health insurance coverage, those from the Japanese and Russian neurosurgical centers receive the broad range of inpatient and outpatient services with negligible out-of-pocket expenses after substantial subsidies by public insurance and government funding. These institutional features improve health-seeking behavior and provide consultations during the initial presentation of a disease more likely. Furthermore, Japan leads in having a high UHC effective coverage index (Table 5), in what could be considered as having an effective social safety net that offsets household expenditures against costly neurosurgical management (38). Financial risk protection is indeed important because inadequate or poor-quality health insurance coverage poses an increased likelihood of poor outcomes following CSF diversion procedures for pediatric patients (7, 39).

Governance Structures and Social Determinants of Health in a Country

While a comprehensive review of the health systems of Japan (27), the Philippines (25), and the Russian Federation (26) is beyond the scope of this article, our results show that across the majority of nation-level metrics, the Philippines lags behind Japan and Russia in terms of both the Global Surgery indicators and the social determinants of health (Tables 5, 6). The provision of adequate standard of care is also shaped by the social determinants of health within a country. Several studies have shown that the economic robustness and level of resources of a country, i.e., being a HIC, translate into better patient-level outcomes, particularly when investments in perioperative care and surgical systems are made (10, 22, 34–36). Perennial lack of resources in public hospitals contributes to the inability to provide safe and quality surgical services, thus diminishing the capacity to rescue patients from avoidable deaths due to treatment complications. At the level of the neurosurgical centers, effective domestic resource mobilization in healthcare institutions is necessary for securing the health financing required to achieve improved patient outcomes. Investing in surgical services is therefore paramount, but this responsibility lies beyond the sphere of influence of organized neurosurgery.

Policy Work and Resource Management Can Be the Way Forward

Policies that increase government expenditure on health appear to improve the composite metric that reflects the nation-level performance of a health system (22, 34). Advocacy for more strategic policies and investments that address social determinants of health can strengthen governance and financing arrangements (14, 15). These, in turn, help to reshape more responsive and equitable health and surgical systems, as certain strategies can be undertaken to reduce variations in the use of surgery (40). LMICs have the task of providing the full range of a responsive neurosurgical system, from as simple as the availability of shunt catheter kits to more capital-intensive measures such as comprehensive facility development, progressive hospital billing, strategic purchasing, and catastrophic case packages (41), that all in all curbs out-of-pocket payments and helps achieve UHC. A multilevel system approach (12, 40) by the involved policymakers can result in improvements in care processes of the surgical and health systems, which, in turn, result in a better quality of care and upon which hinges the hope of ultimately translating to better patient outcomes.

Limitations of the Study and Future Directions

The study includes patients with considerable heterogeneity in terms of the etiology of hydrocephalus. Additionally, the neurosurgical centers are not entirely representative of their countries because of the inherent intra-national heterogeneity of institutions, especially between the public and private sectors. Selection bias and information bias may have been present because of the limitations of a retrospective review. Attributing certain outcomes to a policy when they are, in fact, owed to unmeasurable variables runs the risk of secular trend bias as well. Due to the limited sample size, the limited regression analysis, and the non-randomized and unmatched observational study design, confounding factors and their impact may not have been adequately lessened. Regardless, our study ventures into a cross-country comparison of outcomes and explores issues that are of larger socioeconomic context as related to the granularity of patient outcomes for a particular disease entity after neurosurgical intervention. If and when the Global Surgery indicator targets are met, the outcomes of neurosurgical patients in low-resource centers of LMICs after certain policy changes can be compared using the difference-in-difference study design (42). Finally, the authors look forward to increasing the center recruitment or prospectively gathering further primary patient-level data for the next phase or form of the present study. We recommend further studies with large sample sizes that allow the inclusion of nation-level covariates into a hierarchical mixed-effect statistical analysis (34, 35) that can, in turn, determine the magnitude of effect of those variables.

Conclusion

In this study, we compared the Global Surgery outcomes following CSF diversion surgery for pediatric hydrocephalus among neurosurgical centers from different countries of varying income levels. We found that the cohort of Filipino children underwent late time interval of CSF diversion surgery compared to that of their Japanese and Russian counterparts. The differences in the timeliness of surgery were significantly related to the etiology of hydrocephalus, as well as to the socioeconomic status of the household that the child belongs to. In the cohort from the Philippines, from which three children suffered mortality, EVD insertion was associated with mortality. The variation in these outcomes may reflect the robustness of the health system of a country. Certain institution- and nation-level factors may explain the differences when viewed through the lenses of the Global Surgery indicators and social determinants of health.

Publisher's Note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

References

• 1.

  MearaJGLeatherAJMHaganderLAlkireBCAlonsoNAmehEAet al. Global Surgery 2030: evidence and solutions for achieving health, welfare, and economic development. Lancet. (2015) 386:569–624. 10.1016/j.surg.2015.02.009

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 2.

  DebasHTDonkorPGawandeAJamisonDTKrukMEMockCN. Essential Surgery. Disease Control Priorities. Ed 3 Vol 1Washington, DC: World Bank (2015).

  • Google Scholar

• 3.

  World Health Organization (2014). Global Initiative for Emergency and Essential Surgical Care. Geneva. Available online at: http://www.who.int/surgery/en/. (accessed Oct 10, 2020)

  • Google Scholar

• 4.

  DewanMCRattaniAFieggenGArraezMAServadeiFBoopFAet al. Global neurosurgery: the current capacity and deficit in the provision of essential neurosurgical care. Executive Summary of the Global Neurosurgery Initiative at the Program in Global Surgery and Social Change. J Neurosurg. (2018) 130:1055–64. 10.3171/2017.11.JNS171500

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 5.

  WeiserTGMakaryMAHaynesABDziekanGBerryWRGawandeAAet al. Standardised metrics for global surgical surveillance. Lancet. (2009) 374:1113–7. 10.1016/S0140-6736(09)61161-2

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 6.

  KulkarniAVCochraneDDMcNeelyPDShamsI. Medical, social, and economic factors associated with health-related quality of life in Canadian children with hydrocephalus. J Pediatr. (2008) 153:689–95. 10.1016/j.jpeds.2008.04.068

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 7.

  AttenelloFJNgAWenTCenSYSanossianNAmarAPet al. Racial and socioeconomic disparities in outcomes following pediatric cerebrospinal fluid shunt procedures. J Neurosurg Pediatr. (2015) 15:560–6. 10.3171/2014.11.PEDS14451

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 8.

  WalkerCTStoneJJJainMJacobsonMPhillipsVSilbersteinHJ. The effects of socioeconomic status and race on pediatric neurosurgical shunting. Childs Nerv Syst. (2014) 30:117–22. 10.1007/s00381-013-2206-5

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 9.

  NCD Countdown 2030 collaborators. NCD Countdown 2030: pathways to achieving sustainable development goal target 3.4. Lancet. (2020) 396:918–3410.1016/S0140-6736(20)31761-X

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 10.

  GlobalSurg Collaborative and National Institute for Health Research Global Health Research Unit on Global Surgery. Global variation in postoperative mortality and complications after cancer surgery: a multicentre, prospective cohort study in 82 countries. Lancet. (2021) 397:387–97. 10.1016/S0140-6736(21)00001-5

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 11.

  MuirRTWangSWarfBC. Global surgery for pediatric hydrocephalus in the developing world: a review of the history, challenges, and future directions. Neurosurg Focus. (2016) 41:E11. 10.3171/2016.7.FOCUS16273

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 12.

  CareyGCrammondB. Systems change for the social determinants of health. BMC Public Health. (2015) 15:662. 10.1186/s12889-015-1979-8

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 13.

  MarmotM. Social determinants of health inequalities. Lancet. (2005) 365:1099–104. 10.1016/S0140-6736(05)74234-3

  • CrossRef
  • Google Scholar

• 14.

  HerreraCALewinSPaulsenECiapponiAOpiyoNPantojaTet al. Governance arrangements for health systems in low-income countries: an overview of systematic reviews. Cochrane Datab Syst Rev. (2017) 2017 10.1002/14651858.CD011085.pub2

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 15.

  WiysongeCSPaulsenELewinSCiapponiAHerreraCAOpiyoNet al. Financial arrangements for health systems in low-income countries: an overview of systematic reviews. Cochrane Database Syst Rev. (2017) 2017 10.1002/14651858.CD011084.pub2

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 16.

  DewanMCRattaniAMekaryRGlanczLJYunusaIBaticulonREet al. Global hydrocephalus epidemiology and incidence: systematic review and meta-analysis. J Neurosurg. (2018) 130:1065–79. 10.3171/2017.10.JNS17439

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 17.

  Lancet NCDI Poverty Commission Study Group. The lancet NCDI poverty commission: bridging a gap in universal health coverage for the poorest billion. Lancet. (2020) 396:991–1044. 10.1016/S0140-6736(20)31907-3

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 18.

  DewanMCBaticulonRERavindranKBonfieldCMPoenaruDHarknessW. Pediatric neurosurgical bellwether procedures for infrastructure capacity building in hospitals and healthcare systems worldwide. Childs Nerv Syst. (2018) 34:1837–46. 10.1007/s00381-018-3902-y

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 19.

  MansouriAKuJCKhuKJMahmudMRSedneyCAmmarAet al. Exploratory Analysis into Reasonable Timeframes for the Provision of Neurosurgical Care in Low- and Middle-Income Countries. World Neurosurg. (2018) 117:e679–91. 10.1016/j.wneu.2018.06.111

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 20.

  World Bank 2011c. World Development Indicators [online database]. Washington, DC, World Bank (2011). Available online at: http://data.worldbank.org/. (accessed January 21, 2021)

  • Google Scholar

• 21.

  GBD 2019 Universal Health Coverage Collaborators. Measuring universal health coverage based on an index of effective coverage of health services in 204 countries and territories, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019. Lancet. (2020) 396:1250–84. 10.1016/S0140-6736(20)30750-9

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 22.

  GBD 2015 Healthcare Access and Quality Collaborators. Healthcare access and quality Index based on mortality from causes amenable to personal health care in 195 countries and territories, 1990–2015: a novel analysis from the Global Burden of Disease Study 2015. Lancet. (2017) 390:231–66. 10.1016/S0140-6736(17)30818-8

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 23.

  GBD Health Financing Collaborator Network. Health sector spending and spending on HIV/AIDS, tuberculosis, and malaria, and development assistance for health: progress towards Sustainable Development Goal 3. Lancet. (2020) 396:693–724. 10.1016/S0140-6736(20)30608-5

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 24.

  ShrimeMGDareAJAlkireBCO'NeillKMearaJG. Catastrophic expenditure to pay for surgery: a global estimate. Lancet Glob Health. (2015) 3:S38–S44. 10.1016/S2214-109X(15)70085-9

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 25.

  DayritMMLagradaLPPicazoOFPonsMCVillaverdeMC. The Philippines health system review. Health Syst Trans. (2018) 8:1–315.

  • Google Scholar

• 26.

  PopovichLPotapchikEShishkinSRichardsonEVacrouxAMathivetB. Russian federation: health system review. Health Syst Trans. (2011) 13:1–190.

  • Pubmed Abstract
  • Google Scholar

• 27.

  SakamotoHRahmanMNomuraSOkamotoEKoikeSYasunagaHet al. Japan health system review. Health Syst Trans. (2018). 8:1–227.

  • Google Scholar

• 28.

  WarfBCAlkireBCBhaiSHughesCSchiffSJVincentJRet al. Costs and benefits of neurosurgical intervention for infant hydrocephalus in sub-Saharan Africa. J Neurosurg Pediatr. (2011) 8:509–21. 10.3171/2011.8.PEDS11163

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 29.

  WarfBC. Hydrocephalus in Uganda: the predominance of infectious origin and primary management with endoscopic third ventriculostomy. J Neurosurg. (2005) 102:1–15. 10.3171/ped.2005.102.1.0001

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 30.

  GathuraEPoenaruDBransfordRAlbrightAL. Outcomes of ventriculoperitoneal shunt insertion in Sub-Saharan Africa: clinical article. J Neurosurg Pediatr. (2010) 6:329–35. 10.3171/2010.7.PEDS09543

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 31.

  MargaronFCPoenaruDBransfordRAlbrightAL. Timing of ventriculoperitoneal shunt insertion following spina bifida closure in Kenya. Childs Nerv Syst. (2010) 26:1523–8. 10.1007/s00381-010-1156-4

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 32.

  KulkarniAVWarfBCDrakeJMMallucciCLSgourosSConstantiniSet al. Surgery for hydrocephalus in sub-Saharan Africa versus developed nations: a risk-adjusted comparison of outcome. Childs Nerv Syst. (2010) 26:1711–7. 10.1007/s00381-010-1195-x

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 33.

  WurdemanTMenonGMearaJGAlkireBC. A country-level comparison of access to quality surgical and non-surgical healthcare from 1990-2016. PLoS One. (2020) 15:e0241669. 10.1371/journal.pone.0241669

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 34.

  RemickMIbrahimGMMansouriAAbelTJ. Cross-national disparities contribute to heterogeneity in patient outcomes following invasive monitoring: a hierarchical mixed-effects analysis. Epilepsia. (2020) 61:e116–23. 10.1111/epi.16647

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 35.

  GuhaDIbrahimGMKertzerJDMacdonaldRL. National socioeconomic indicators are associated with outcomes after aneurysmal subarachnoid hemorrhage: a hierarchical mixed-effects analysis. J Neurosurg. (2014) 121:1039–47. 10.3171/2014.7.JNS132141

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 36.

  BirkmeyerJDReamesBNMcCullochPCarrAJCampbellWBWennbergJE. Understanding of regional variation in the use of surgery. Lancet. (2013) 382:1121–9. 10.1016/S0140-6736(13)61215-5

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 37.

  AndersonGAIlcisinLKayimaPAbesigaLPortal BenitezNNgonziJet al. Out-of-pocket payment for surgery in Uganda: the rate of impoverishing and catastrophic expenditure at a government hospital. PLoS ONE. (2017) 12:e0187293. 10.1371/journal.pone.0187293

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 38.

  El-SayedAMZiewaczJEDavisMCLauDSiddiqiHKZamora-BerridiGJet al. Insurance status and inequalities in outcomes after neurosurgery. World Neurosurg. (2011) 76:459–66. 10.1016/j.wneu.2011.03.051

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 39.

  JinDLChristianEAAttenelloFMelamedECenSKriegerMDet al. Cross-sectional analysis on racial and economic disparities affecting mortality in preterm infants with post-hemorrhagic hydrocephalus. World Neurosurg. (2016) 88:399–410. 10.1016/j.wneu.2015.12.046

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 40.

  McCullochPNagendranMCampbellWBPriceAJaniABirkmeyerJDet al. Strategies to reduce variation in the use of surgery. Lancet. (2013) 382:1130–9. 10.1016/S0140-6736(13)61216-7

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 41.

  Picazo OF Ulep VGT Pantig IM Ho BL. Chapter 4: a critical analysis of purchasing health services in the Philippines: a case study of PhilHealth. In: Regional Office for the Western Pacific, World Health Organization (editors) Strategic purchasing in China, Indonesia and the Philippines. WHO Regional Office for the Western Pacific, (2016) p. 152–213

  • Google Scholar

• 42.

  DimickJBRyanAM. Methods for evaluating changes in health care policy: the difference-in-differences approach. JAMA. (2014) 312:2401–2. 10.1001/jama.2014.16153

  • Pubmed Abstract
  • CrossRef
  • Google Scholar

• 43.

  FerrarisKPPalabyabEPKimSMatsumuraHYapMECloma-RosalesVOet al. Global Surgery indicators and pediatric hydrocephalus: a multicenter cross-country comparative study building the case for health systems strengthening. Research Square. [Preprint]10.21203/rs.3.rs-307145/v1

  • CrossRef
  • Google Scholar