Abstract
Background and hypothesis
Despite recognition that utilization of emergency departments (EDs) by youth with psychotic disorders is an area of concern, little research has been conducted investigating ED utilization in rural areas. This study tests the hypothesis: Is rural dwelling associated with increased utilization of EDs in youth with a psychotic disorder living in Newfoundland and Labrador (NL)?
Study Design
Administrative databases were utilized for a retrospective cohort study. Patients diagnosed with a psychotic disorder between April 1, 2011, and March 31, 2022, between 15 and 24 years old, and who visited an ED at least once were included. Mean monthly visits measured ED utilization. Independent variables in the analyses consisted of age, sex, geographic region, and urban or rural residence. Linear regression modeling identified significant variables associated with mean monthly ED visits in the univariate and multivariate analyses.
Study Results
Multivariate analysis indicated rural residence was significantly associated with an increased mean monthly number of ED visits compared to urban residence (B-Coefficient = 0.19, P < .01). Female sex was also significantly associated with increased mean monthly ED visits over male sex (B-Coefficient = 0.13, P < .01).
Conclusions
This study identified rural residence as a factor that significantly increases the utilization of EDs by youth with psychotic disorders living in NL. However, further research is required to develop strategies to remove barriers to care and facilitate access for this population. This will be both financially beneficial for the healthcare system overall while also helping ensure the well-being of some of the most vulnerable people in our society.
Keywords: access to care, emergency medical services, rural health, schizophrenia, public health
Introduction
Psychosis occurs as the presence of delusional beliefs, perceptual disturbances, or disorganized thoughts.1 Psychotic disorders are a cluster of conditions in which psychosis appears as a common symptom.2 The lifetime prevalence of psychotic disorders in the general population is approximately three percent.3 Research performed by de Oliveira and Tanner4 studying those with a psychotic disorder found that the first year after diagnosis cost hospitals an average of 24 000 US dollars. This does not include other forms of support, such as housing or employment. Nor does it include the indirect costs of psychotic illness, which are estimated to make up at least seventy percent of the total cost of the illness.5 Early intervention in psychosis is therefore a main area of research, given the ameliorating effects it has on illness outcomes.6,7 While the prevalence of diagnosed psychiatric conditions in youth is rising8 they are still unlikely to seek help.9 Self-stigma has been identified as a significant barrier that affects youths’ willingness to seek necessary supports,6 with only 20%-25% of youth requiring mental health supports seeking them out, and only half of those contacting healthcare providers directly.9,10 Social withdrawal, increased anxiety and irritability, as well as sudden preoccupation with bizarre thoughts, are symptoms that precede acute psychosis.11 These behaviors isolate vulnerable youth and can increase the risk of them leaving school12 and developing substance use disorders.13 This has been most recently brought to the attention of policymakers in Newfoundland and Labrador (NL) by the recent release of the Health Accord NL.14 This document clearly states that public engagement identified mental health as a serious concern for Newfoundlanders and Labradorians.
Treatment for psychotic illness is generally provided through early intervention services (EIS), which reduce the risk of mortality and improve outcomes, as well as showing a net benefit in terms of healthcare costs.15,16 However, challenges with EIS still exist. Bertulies-Esposito et al.17 identified that rural-based EIS in particular struggled with maintaining staff and serving a sparsely populated catchment area. This is consistent with other studies, which found that many services in urban areas were unavailable in rural areas, including access to regular and easy access to family physicians and specialists.18,19 While research has shown that individuals with psychotic disorders commonly access emergency departments (EDs),20 there is scarce research on how rural-dwelling individuals with psychotic disorders receive treatment. Furthermore, most available research in rural populations with psychotic disorders has been conducted in the global East and South,21–23 excluding a significant part of the global population. In the context of this study, NL has both a proportion of rural-dwelling individuals at twice the national figure24 and a rate of ED visits nearly twice the national average.25
The utilization of ED services for youth with psychotic disorders is an ongoing topic of research elsewhere in the world. However, little research has been done that specifically addresses the volume of ED utilization in rural areas in countries in the Western Hemisphere as compared to urban areas. This study will be undertaken to answer the following question: Is there a significant increase in the number of ED visits for youth diagnosed with a psychotic disorder living in rural vs urban areas in NL?
Methods
Study Design and Period
For this study, administrative databases from the Canadian province of NL were utilized to conduct a retrospective cohort study on data from April 1, 2011, to March 31, 2022. The data used in this study were obtained from Digital Health NL, the agency responsible for maintaining all health databases in the province.
Study Population and Setting
To be included in the study, patients must have been diagnosed with a psychotic disorder between the ages of 15-24 in NL during the study period. Additionally, patients had to have had at least one visit to an ED in NL during the study period. Psychotic disorders included in the study were schizophrenia and schizoaffective disorder. Diagnoses were made in a hospital inpatient setting by a staff psychiatrist, and the date of first diagnosis was included in the administrative data captured. ICD-10-CA diagnostic codes were used to identify all patient diagnoses.
Outcome Measures
For this study, the number of ED visits serves as the outcome variable. Mean monthly ED visits across the study period were defined as the total number of ED visits made by each individual divided by 132, the number of months in the study period. To achieve a full understanding of how individuals diagnosed with psychotic disorders utilize EDs in this province, all visits to an ED were included in this study, not only visits related to the individual’s psychotic disorder.
Data Analysis
Independent variables included in the analyses consisted of the following: (1) age at diagnosis, (2) sex, (3) patient regional health authority (RHA), and (4) urban or rural residence as determined by Digital Health NL using the master geography file (MGF). Descriptive statistics were generated to describe the study population, including counts and proportions, and means and SD for categorical and continuous variables, respectively. Linear regression modeling identified the significant factors associated with the mean number of monthly visits to an ED in both the univariate and multivariate analyses. All analyses were conducted using SAS 9.4.
Protocol
In response to a data access request by the authors, the following databases were accessed and linked by Digital Health NL:
1) The Provincial Discharge Abstract Database (PDAD) tracks the demographic, clinical, and administrative data of individuals when they are discharged from inpatient services or surgical day care services.
2) The provincial Client Registry (CR) collects demographic information from individuals presenting at a hospital or pharmacy as well as those applying for a Medical Care Plan (MCP) number.
3) The MGF uses the first three letters of an individual’s six-digit postal code and the Postal Code Conversion File (PCCF) to determine if an individual was living in an urban or rural area at the time of their first diagnosis. This method is also used to determine in which of the four RHAs an individual resides.
4) The MediTech Data – Emergency Department Module is an electronic patient database that collects demographic, clinical, and administrative data. Data collected includes date and time of arrival and discharge, as well as presenting complaint.
To link data from various databases, Digital Health NL created a unique de-identified patient number for each individual. Upon receiving the de-identified data, a single file was created that combined all relevant variables for the eligible individuals.
Ethics Approval
This study has received ethical approval from the Health Research Ethics Board of the Health Research Ethics Authority of Newfoundland and Labrador (HREB #2022.214).
Results
In the period from April 1, 2011, to March 31, 2022, 125 youth ages 15-24 were diagnosed with either schizophrenia or schizoaffective disorder. Of the 125 individuals in the study, all visited an ED at least once. Of the 125 individuals, the majority were male (75.2%), lived in an urban area (66.4%), and had Eastern Health as their RHA of residence (52.8%). The mean age at diagnosis was 20.64 years, and the mean monthly number of ED visits was 0.21 (see Table 1).
Table 1.
Overview of Individuals in the Study
| Variable (n = 125) | Descriptives |
|---|---|
| Sex | |
| Female | 31 (24.8%) |
| Male | 94 (75.2%) |
| RHA | |
| Central | 8 (6.4%) |
| Western | 25 (20.0%) |
| Labrador-Grenfell | 26 (20.8%) |
| Eastern | 66 (52.8%) |
| Urbanicity | |
| Rural | 41 (32.8%) |
| Urban | 83 (66.4%) |
| Age, mean (SD) | 20.64 (2.40) |
| Mean ED Visits per Month, mean (SD) | 0.21 (0.20) |
Abbreviation: RHA, regional health authority.
In the univariate analysis, rural residence was found to be significantly associated with increased mean monthly ED visits (B-Coefficient = 0.13, P < .01). Female sex was also found to be significantly associated with increased mean monthly ED visits (B-Coefficient = 0.09, P = .03) (see Table 2).
Table 2.
Univariate Analyses
| Variable | B-Coefficient | Standard error | P-value | Type 3 P-value |
|---|---|---|---|---|
| Sex | ||||
| Female | 0.09 | 0.04 | .03a | .03a |
| Male | 0 | |||
| Age | 0.01 | 0.01 | .38 | .38 |
| RHA | .27 | |||
| Central | −0.05 | 0.07 | .51 | |
| Western | <0.01 | 0.05 | .97 | |
| Labrador-Grenfell | 0.08 | 0.05 | .09 | |
| Eastern | 0 | |||
| Urbanicity | ||||
| Rural | 0.13 | 0.04 | <.01a | <.01a |
| Urban | 0 |
indicates a statistically significant value
Abbreviation: RHA, regional health authority.
The multivariate regression indicated that individuals living in rural areas had significantly higher mean monthly ED visits than those living in urban areas (B-Coefficient = 0.19, P < .01). Females had significantly higher mean monthly ED visits than male patients (B-Coefficient = 0.13, P < .01) (see Table 3).
Table 3.
Multivariate Analyses
| Variable | B-Coefficient | Standard error | P-value | Type 3 P-value |
|---|---|---|---|---|
| Sex | ||||
| Female | 0.13 | 0.04 | <.01a | <.01a |
| Male | 0 | |||
| Age | 0.01 | 0.01 | .38 | .38 |
| RHA | .14 | |||
| Central | −0.16 | 0.07 | .03a | |
| Western | −0.04 | 0.04 | .33 | |
| Labrador-Grenfell | −0.08 | 0.53 | .13 | |
| Eastern | 0 | |||
| Urbanicity | ||||
| Rural | 0.19 | 0.04 | <.01a | <.01a |
| Urban | 0 |
indicates a statistically significant value
N.B.: No interaction was found between urbanicity and sex, age, or RHA and mean monthly emergency department visits.
Abbreviation: RHA, regional health authority.
Discussion
Main Findings of this Study
This study identified two demographic factors that are associated with increased mean monthly ED visits: rural residence and female sex. First, the B-coefficient in the multivariate regression indicated that rural mean monthly ED visits were 0.19 over urban mean monthly ED visits (Table 1). Rural-dwelling individuals live in relative isolation compared to urban-dwelling individuals and thus are not as able to access the same resources. This may be a factor contributing to their increased dependence on EDs to provide care, as seen in the literature.18,19 It should be noted that the urban–rural ratio found in this study population is consistent with the general population of the province.
Second, the B-coefficient for sex in the multivariate regression indicated that the mean monthly ED visits by females increased by 0.13 over male ED visits per month (Table 3), which is statistically significant (P-value < .01). This result indicates that further research is necessary to confirm the implications of this dissimilarity in ED utilization between males and females in other independent cohorts. Finally, it should be observed that all individuals who met the demographic and clinical criteria for the study also accessed an ED at least once during the study period. This further reinforces our understanding that those living with a psychotic disorder rely heavily on the services that EDs provide to them.
What Is Already Known about this Topic?
The results of this study are consistent with those of Clark et al.,19 who found that the difference between urban and rural use of EDs produced a P-value of < .01. High rates of ED utilization in rural areas cause an economic burden on the healthcare system that can be reduced by conducting research in this area. In NL, the average number of visits made to EDs in 2018-2019 was nearly twice the average Canadian rate (922 vs 495 visits per 1000 people, respectively).25 Since the average cost of visiting an ED was estimated at $304,25 reducing this to the national average would make available a considerable amount of funds. These funds could then be used elsewhere to address the needs of those living in rural areas of the province, thus slowing or reversing the trend of rural EDs closing around the province.26
The second demographic factor identified that increased the mean monthly ED visits in the study population was female sex. Increased female utilization of EDs over males is consistent with the literature examining ED utilization for all complaints.18 Additionally, the literature indicates women are more likely than men to return to an ED shortly after treatment for psychotic symptoms. A Canadian study by Barbic et al.27 researched factors associated with a return to an ED within 30 days of being admitted and diagnosed with substance-induced psychosis. The authors found female sex was the most significant factor associated with a return to an ED within 30 days of a previous admission. However, the degree to which ED visits for females are higher than males in this study is not consistent with findings from other studies, being noticeably higher.
Significance of this Study
The results of this study emphasize the need for a change in public health policy that increases support for youth with a psychotic disorder living in rural areas. The lack of community services compared to those available in urban areas necessitates that those living in rural areas access EDs to treat all symptoms of psychosis. Additionally, this research identifies a gap in services for females with a psychotic disorder. The authors of this study recommend policy changes that call for additional vital supports to be provided to rural areas to properly care for those living with psychotic disorders. The authors also recommend the addition of further training and support so ED staff are aware of the differences in symptom presentation between the sexes when treating psychotic disorders and can provide treatment appropriately. These recommendations offer a solution that would likely decrease the number of EDs visits that rural youth require to receive appropriate care. The increased ED utilization by rural-dwelling individuals with psychosis has yet to be translated into high-quality research examining this population in the Western hemisphere, but rather only in the global East and South.21–23 This gap in the literature is likely because urban residence has long been held as a risk factor for the development of psychosis and psychotic disorders.28–30 The authors hope that future research will continue to explore this vital topic.
Limitations of this Study
This study was limited to those individuals who were diagnosed with schizophrenia or schizoaffective disorder during the study period. Individuals who were diagnosed before this period were not included in the study. Furthermore, only those aged 15-24 at the time of their diagnosis were included in this study. Individuals aged 15-24 constitute the demographic most affected by psychotic disorders, as shown by research linking earlier age of onset to poorer overall outcomes.31 Therefore, while research investigating individuals diagnosed after age 24 is a legitimate line of inquiry, the most vulnerable individuals affected by psychotic disorders were the focus of this study. Finally, the study population is from NL only, meaning caution should be used when generalizing specific results from this study to other regions.
Conclusions
This study found an association between rural residence and ED utilization in youth with a psychotic disorder in NL. Rural residence was found to be associated with increased ED utilization over urban residence. Additionally, female sex was found to be associated with increased ED utilization over male sex. It is known that NL has an ED utilization that is nearly twice the national average.25 To improve health outcomes for this underserved and marginalized population worldwide, the authors recommend the implementation of changes in public health policy that facilitate equal access for all individuals, regardless of location. This will not only prove financially beneficial for the healthcare system but also help ensure the well-being of some of the most vulnerable people in our society.
Acknowledgments
The authors wish to acknowledge the support and expertise of Drs D.P., K.LeD., and S.L. for their assistance as critical reviewers and support as content experts. The authors also wish to thank the staff of Digital Health NL for their support in facilitating access to the relevant health data. The authors gratefully acknowledge a grant from NL support, which provided funding for this research.
Contributor Information
Zachary E M Giovannini-Green, Division of Population Health and Applied Health Sciences, Faculty of Medicine, Memorial University of Newfoundland and Labrador, St. John’s, NL, A1B 3V6, Canada.
Gerald Mugford, Division of Population Health and Applied Health Sciences, Faculty of Medicine, Memorial University of Newfoundland and Labrador, St. John’s, NL, A1B 3V6, Canada.
Zhiwei Gao, Division of Population Health and Applied Health Sciences, Faculty of Medicine, Memorial University of Newfoundland and Labrador, St. John’s, NL, A1B 3V6, Canada.
Author Contributions
Z.G.G.: study concept and design, data interpretation and analysis, drafted manuscript, and approved final version. G.M.: study concept and design, provided supervision, reviewed the manuscript, and approved the final version. Z.G.: study concept and design, provided supervision, reviewed the manuscript, and approved the final version.
Funding
This research was funded by a grant from NL Support, which is supported nationally by the Canadian Institutes of Health Research (CIHR-SPOR).
Conflicts of Interest
The authors have no conflict of interest to disclose.
Data Availability
The data accessed to conduct this study are private health data held by the relevant health authorities. As such, the data cannot be made publicly available.
References
- 1. Jutla A, Foss-Feig J, Veenstra-VanderWeele J. Autism spectrum disorder and schizophrenia: an updated conceptual review. Autism Res. 2022;15:384–412. 10.1002/aur.2659 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2. American Psychiatric Association . Diagnostic and Statistical Manual of Mental Disorders, 5th edn. Washignton, DC: American Psychiatric Publishing, 2013. 10.1176/appi.books.9780890425596. [DOI] [Google Scholar]
- 3. Perälä J, Suvisaari J, Saarni SI, et al. Lifetime prevalence of psychotic and bipolar I disorders in a general population. Arch Gen Psychiatry. 2007;64:19–28. 10.1001/archpsyc.64.1.19 [DOI] [PubMed] [Google Scholar]
- 4. de Oliveira C, Tanner B. The economic burden of chronic psychotic disorders: an incidence-based cost-of-illness approach. J Ment Health Policy Econ. 2024;27:13–21. [PubMed] [Google Scholar]
- 5. Mayoral-van Son J, Juncal-Ruiz M, Ortiz-García de la Foz V, et al. Understanding the direct and indirect costs of a first episode of psychosis program: insights from PAFIP of Cantabria, Spain, during the first year of intervention. Early Interv Psychiatry. 2019;13:1182–1190. 10.1111/eip.12752 [DOI] [PubMed] [Google Scholar]
- 6. Tiller J, Maguire T, Newman-Taylor K. Early intervention in psychosis services: a systematic review and narrative synthesis of barriers and facilitators to seeking access. Eur Psychiatry. 2023;66:e92. 10.1192/j.eurpsy.2023.2465 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7. Yu M, Tan Q, Wang Y, et al. Correlation between duration of untreated psychosis and long-term prognosis in chronic schizophrenia. Front Psychiatry. 2023;14:1112657. 10.3389/fpsyt.2023.1112657 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8. Wiens K, Bhattarai A, Pedram P, et al. A growing need for youth mental health services in Canada: examining trends in youth mental health from 2011 to 2018. Epidemiology and Psychiatric Sciences. 2020;29:e115. 10.1017/S2045796020000281 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9. Murray JK, Knudson S. Mental health treatment and access for emerging adults in Canada: a systematic review. Front Public Health. 2023;11:1088999. 10.3389/fpubh.2023.1088999 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10. Malla A, Iyer S, McGorry P, et al. From early intervention in psychosis to youth mental health reform: a review of the evolution and transformation of mental health services for young people. Soc Psychiatry Psychiatr Epidemiol. 2016;51:319–326. 10.1007/s00127-015-1165-4 [DOI] [PubMed] [Google Scholar]
- 11. Tsuda M, Jones J, Bromley S, Choi M, Herman Y. Early Psychosis: An Information Guide. Toronto, ON: Centre for Addiction and Mental Health, 2022. [Google Scholar]
- 12. Green MF, Horan WP, Lee J, McCleery A, Reddy LF, Wynn JK. Social disconnection in schizophrenia and the general community. Schizophr Bull. 2018;44:242–249. 10.1093/schbul/sbx082 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13. Malla A, Shah J, Iyer S, et al. Youth mental health should be a top priority for health care in Canada. Can J Psychiatr. 2018;63:216–222. 10.1177/0706743718758968 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14. Health Accord NL. Our province. Our Health. Our Future. A 10-year health transformation: The report. 2022. Accessed October 3, 2024. http://healthaccordnl.ca/final-reports/.
- 15. Tarride JE, Blackhouse G, Abdel-Baki A, et al. Economic evaluation of early psychosis interventions from a Canadian perspective. Can J Psychiatr. 2022;67:768–777. 10.1177/07067437221087044 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16. Anderson KK, Norman R, MacDougall A, et al. Effectiveness of early psychosis intervention: comparison of service users and nonusers in population-based Health administrative data. AJP. 2018;175:443–452. 10.1176/appi.ajp.2017.17050480 [DOI] [PubMed] [Google Scholar]
- 17. Bertulies-Esposito B, Nolin M, Iyer SN, et al. Où en sommes-nous? An overview of successes and challenges after 30 years of early intervention services for Psychosis in Quebec: Où en sommes-nous? Un aperçu des réussites et des problèmes après 30 ans de services d’intervention précoce pour la psychose au Québec. Can J Psychiatr. 2020;65:536–547. 10.1177/0706743719895193 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18. Moe J, Yuequiao WE, MJ MG, et al. Subgroups of people who make frequent emergency department visits in Ontario and Alberta: a retrospective cohort study. CMAJ Open. 2022;10:E232–E246. 10.9778/cmajo.20210132 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19. Clark K, John PS, Menec V, et al. Healthcare utilisation among Canadian adults in rural and urban areas - the Canadian longitudinal study on aging. Can J Rural Med. 2021;26:69–79. 10.4103/CJRM.CJRM_43_20 [DOI] [PubMed] [Google Scholar]
- 20. Lawrence RE, Bernstein A. Schizophrenia and emergency medicine. Emerg Med Clin North Am. 2024;42:93–104. 10.1016/j.emc.2023.06.012 [DOI] [PubMed] [Google Scholar]
- 21. Reddy SK, Thirthalli J, Naveen Kumar C, et al. Factors influencing access to psychiatric care among persons with psychosis living in a rural community in South India. Int J Soc Psychiatry. 2024;70:981–987. 10.1177/00207640241248609 [DOI] [PubMed] [Google Scholar]
- 22. Roberts T, Susser E, Pow JL, et al. Urbanicity and rates of untreated psychotic disorders in three diverse settings in the global south. Psychol Med. 2023;53:6459–6467. 10.1017/S0033291722003749 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23. Peritogiannis V, Samakouri M. Research on psychotic disorders in rural areas: recent advances and ongoing challenges. Int J Soc Psychiatry. 2021;67:1046–1057. 10.1177/00207640211019456 [DOI] [PubMed] [Google Scholar]
- 24. Government of Canada . Population growth in Canada’s rural areas, 2016 to 2021 February 9, 2022. Accessed August 15, 2024. https://www12.statcan.gc.ca/census-recensement/2021/as-sa/98-200-x/2021002/98-200-x2021002-eng.cfm.
- 25. Canadian Institute for Health Information. Hospital Spending: Focus on the Emergency Department. Ottawa, ON: Canadian Institute for Health Information, 2020. [Google Scholar]
- 26. Roberts D. ER Closures across N.L. Mean Last year’s Problems Will Only Get Worse in 2023, Health-Care Providers Say. St. John's, NL: CBC News. 2023. Accessed August 14, 2024. https://www.cbc.ca/news/canada/newfoundland-labrador/emergency-rooms-health-care-2023-nl-1.6701531. [Google Scholar]
- 27. Barbic D, Whyte M, Sidhu G, et al. What is the risk of returning to the emergency department within 30 days for patients diagnosed with substance-induced psychosis? CJEM. 2022;24:702–709. 10.1007/s43678-022-00364-3 [DOI] [PubMed] [Google Scholar]
- 28. Pignon B, Szöke A, Ku B, Melchior M, Schürhoff F. Urbanicity and psychotic disorders: facts and hypotheses. Dialogues Clin Neurosci. 2023;25:122–138. 10.1080/19585969.2023.2272824 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29. Bouter DC, Ravensbergen SJ, Lakerveld J, Hoogendijk WJG, Grootendorst-van Mil NH. Associations between the urban environment and psychotic experiences in adolescents. Schizophr Res. 2023;260:123–131. 10.1016/j.schres.2023.08.016 [DOI] [PubMed] [Google Scholar]
- 30. Vassos E, Sham P, Kempton M, et al. The Maudsley environmental risk score for psychosis. Psychol Med. 2020;50:2213–2220. 10.1017/S0033291719002319 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31. Miettunen J, Immonen J, McGrath JJ, Isohanni M, Jääskeläinen E. The age of onset of schizophrenia Spectrum disorders. In: de Girolamo G, McGorry PD, Sartorius N (eds.), Age of Onset of Mental Disorders: Etiopathogenetic and Treatment Implications, pp. 55–73. New York, NY: Springer International Publishing, 2019. [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The data accessed to conduct this study are private health data held by the relevant health authorities. As such, the data cannot be made publicly available.
