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1.
Nat Med ; 29(1): 219-225, 2023 01.
Article in English | MEDLINE | ID: covidwho-2185962

ABSTRACT

How the Coronavirus Disease 2019 (COVID-19) pandemic has affected prevention and management of cardiovascular disease (CVD) is not fully understood. In this study, we used medication data as a proxy for CVD management using routinely collected, de-identified, individual-level data comprising 1.32 billion records of community-dispensed CVD medications from England, Scotland and Wales between April 2018 and July 2021. Here we describe monthly counts of prevalent and incident medications dispensed, as well as percentage changes compared to the previous year, for several CVD-related indications, focusing on hypertension, hypercholesterolemia and diabetes. We observed a decline in the dispensing of antihypertensive medications between March 2020 and July 2021, with 491,306 fewer individuals initiating treatment than expected. This decline was predicted to result in 13,662 additional CVD events, including 2,281 cases of myocardial infarction and 3,474 cases of stroke, should individuals remain untreated over their lifecourse. Incident use of lipid-lowering medications decreased by 16,744 patients per month during the first half of 2021 as compared to 2019. By contrast, incident use of medications to treat type 2 diabetes mellitus, other than insulin, increased by approximately 623 patients per month for the same time period. In light of these results, methods to identify and treat individuals who have missed treatment for CVD risk factors and remain undiagnosed are urgently required to avoid large numbers of excess future CVD events, an indirect impact of the COVID-19 pandemic.


Subject(s)
COVID-19 , Cardiovascular Diseases , Diabetes Mellitus, Type 2 , Hypertension , Humans , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/prevention & control , Cardiovascular Diseases/diagnosis , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/epidemiology , Pandemics/prevention & control , COVID-19/epidemiology , Hypertension/complications , Hypertension/drug therapy , Hypertension/epidemiology , Risk Factors
2.
BMC Med Inform Decis Mak ; 23(1): 8, 2023 01 16.
Article in English | MEDLINE | ID: covidwho-2196242

ABSTRACT

BACKGROUND: The CVD-COVID-UK consortium was formed to understand the relationship between COVID-19 and cardiovascular diseases through analyses of harmonised electronic health records (EHRs) across the four UK nations. Beyond COVID-19, data harmonisation and common approaches enable analysis within and across independent Trusted Research Environments. Here we describe the reproducible harmonisation method developed using large-scale EHRs in Wales to accommodate the fast and efficient implementation of cross-nation analysis in England and Wales as part of the CVD-COVID-UK programme. We characterise current challenges and share lessons learnt. METHODS: Serving the scope and scalability of multiple study protocols, we used linked, anonymised individual-level EHR, demographic and administrative data held within the SAIL Databank for the population of Wales. The harmonisation method was implemented as a four-layer reproducible process, starting from raw data in the first layer. Then each of the layers two to four is framed by, but not limited to, the characterised challenges and lessons learnt. We achieved curated data as part of our second layer, followed by extracting phenotyped data in the third layer. We captured any project-specific requirements in the fourth layer. RESULTS: Using the implemented four-layer harmonisation method, we retrieved approximately 100 health-related variables for the 3.2 million individuals in Wales, which are harmonised with corresponding variables for > 56 million individuals in England. We processed 13 data sources into the first layer of our harmonisation method: five of these are updated daily or weekly, and the rest at various frequencies providing sufficient data flow updates for frequent capturing of up-to-date demographic, administrative and clinical information. CONCLUSIONS: We implemented an efficient, transparent, scalable, and reproducible harmonisation method that enables multi-nation collaborative research. With a current focus on COVID-19 and its relationship with cardiovascular outcomes, the harmonised data has supported a wide range of research activities across the UK.


Subject(s)
COVID-19 , Electronic Health Records , Humans , COVID-19/epidemiology , Wales/epidemiology , England
4.
Hum Vaccin Immunother ; : 2127572, 2022 Oct 27.
Article in English | MEDLINE | ID: covidwho-2087651

ABSTRACT

To inform the public and policy makers, we investigated and compared the risk of cerebral venous sinus thrombosis (CVST) after SARS-Cov-2 vaccination or infection using a national cohort of 2,643,699 individuals aged 17 y and above, alive, and resident in Wales on 1 January 2020 followed up through multiple linked data sources until 28 March 2021. Exposures were first dose of Oxford-ChAdOx1 or Pfizer-BioNTech vaccine or polymerase chain reaction (PCR)-confirmed SARS-Cov-2 infection. The outcome was an incident record of CVST. Hazard ratios (HR) were calculated using multivariable Cox regression, adjusted for confounders. HR from SARS-Cov-2 infection was compared with that for SARS-Cov-2 vaccination. We identified 910,556 (34.4%) records of first SARS-Cov-2 vaccination and 165,862 (6.3%) of SARS-Cov-2 infection. A total of 1,372 CVST events were recorded during the study period, of which 52 (3.8%) and 48 (3.5%) occurred within 28 d after vaccination and infection, respectively. We observed slight non-significant risk of CVST within 28 d of vaccination [aHR: 1.34, 95% CI: 0.95-1.90], which remained after stratifying by vaccine [BNT162b2, aHR: 1.18 (95% CI: 0.63-2.21); ChAdOx1, aHR: 1.40 (95% CI: 0.95-2.05)]. Three times the number of CVST events is observed within 28 d of a positive SARS-Cov-2 test [aHR: 3.02 (95% CI: 2.17-4.21)]. The risk of CVST following SARS-Cov-2 infection is 2.3 times that following SARS-Cov-2 vaccine. This is important information both for those designing COVID-19 vaccination programs and for individuals making their own informed decisions on the risk-benefit of vaccination. This record-linkage approach will be useful in monitoring the safety of future vaccine programs.

5.
Sci Rep ; 12(1): 16406, 2022 09 30.
Article in English | MEDLINE | ID: covidwho-2050525

ABSTRACT

There is a need for better understanding of the risk of thrombocytopenic, haemorrhagic, thromboembolic disorders following first, second and booster vaccination doses and testing positive for SARS-CoV-2. Self-controlled cases series analysis of 2.1 million linked patient records in Wales between 7th December 2020 and 31st December 2021. Outcomes were the first diagnosis of thrombocytopenic, haemorrhagic and thromboembolic events in primary or secondary care datasets, exposure was defined as 0-28 days post-vaccination or a positive reverse transcription polymerase chain reaction test for SARS-CoV-2. 36,136 individuals experienced either a thrombocytopenic, haemorrhagic or thromboembolic event during the study period. Relative to baseline, our observations show greater risk of outcomes in the periods post-first dose of BNT162b2 for haemorrhagic (IRR 1.47, 95%CI: 1.04-2.08) and idiopathic thrombocytopenic purpura (IRR 2.80, 95%CI: 1.21-6.49) events; post-second dose of ChAdOx1 for arterial thrombosis (IRR 1.14, 95%CI: 1.01-1.29); post-booster greater risk of venous thromboembolic (VTE) (IRR-Moderna 3.62, 95%CI: 0.99-13.17) (IRR-BNT162b2 1.39, 95%CI: 1.04-1.87) and arterial thrombosis (IRR-Moderna 3.14, 95%CI: 1.14-8.64) (IRR-BNT162b2 1.34, 95%CI: 1.15-1.58). Similarly, post SARS-CoV-2 infection the risk was increased for haemorrhagic (IRR 1.49, 95%CI: 1.15-1.92), VTE (IRR 5.63, 95%CI: 4.91, 6.4), arterial thrombosis (IRR 2.46, 95%CI: 2.22-2.71). We found that there was a measurable risk of thrombocytopenic, haemorrhagic, thromboembolic events after COVID-19 vaccination and infection.


Subject(s)
COVID-19 Vaccines , COVID-19 , Thrombocytopenia , Venous Thromboembolism , BNT162 Vaccine , COVID-19/complications , COVID-19/epidemiology , COVID-19 Vaccines/adverse effects , Hemorrhage , Humans , SARS-CoV-2 , Thrombocytopenia/chemically induced , Thrombocytopenia/epidemiology , Vaccination/adverse effects , Venous Thromboembolism/chemically induced , Wales/epidemiology
6.
J R Soc Med ; : 1410768221107119, 2022 Jul 07.
Article in English | MEDLINE | ID: covidwho-1916722

ABSTRACT

OBJECTIVES: To better understand the risk of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection among healthcare workers, leading to recommendations for the prioritisation of personal protective equipment, testing, training and vaccination. DESIGN: Observational, longitudinal, national cohort study. SETTING: Our cohort were secondary care (hospital-based) healthcare workers employed by NHS Wales (United Kingdom) organisations from 1 April 2020 to 30 November 2020. PARTICIPANTS: We included 577,756 monthly observations among 77,587 healthcare workers. Using linked anonymised datasets, participants were grouped into 20 staff roles. Additionally, each role was deemed either patient-facing, non-patient-facing or undetermined. This was linked to individual demographic details and dates of positive SARS-CoV-2 PCR tests. MAIN OUTCOME MEASURES: We used univariable and multivariable logistic regression models to determine odds ratios (ORs) for the risk of a positive SARS-CoV-2 PCR test. RESULTS: Patient-facing healthcare workers were at the highest risk of SARS-CoV-2 infection with an adjusted OR (95% confidence interval [CI]) of 2.28 (95% CI 2.10-2.47). We found that after adjustment, foundation year doctors (OR 1.83 [95% CI 1.47-2.27]), healthcare support workers [OR 1.36 [95% CI 1.20-1.54]) and hospital nurses (OR 1.27 [95% CI 1.12-1.44]) were at the highest risk of infection among all staff groups. Younger healthcare workers and those living in more deprived areas were at a higher risk of infection. We also observed that infection rates varied over time and by organisation. CONCLUSIONS: These findings have important policy implications for the prioritisation of vaccination, testing, training and personal protective equipment provision for patient-facing roles and the higher risk staff groups.

7.
Int J Popul Data Sci ; 5(4): 1715, 2020.
Article in English | MEDLINE | ID: covidwho-1893601

ABSTRACT

Background: Population-level information on dispensed medication provides insight on the distribution of treated morbidities, particularly if linked to other population-scale data at an individual-level. Objective: To evaluate the impact of COVID-19 on dispensing patterns of medications. Methods: Retrospective observational study using population-scale, individual-level dispensing records in Wales, UK. Total dispensed drug items for the population between 1 st January 2016 and 31 st December 2019 (3-years, pre-COVID-19) were compared to 2020 with follow up until 27 th July 2021 (COVID-19 period). We compared trends across all years and British National Formulary (BNF) chapters and highlighted the trends in three major chapters for 2019-21: 1-Cardiovascular system (CVD); 2-Central Nervous System (CNS); 3-Immunological & Vaccine. We developed an interactive dashboard to enable monitoring of changes as the pandemic evolves. Result: Amongst all BNF chapters, 73,410,543 items were dispensed in 2020 compared to 74,121,180 items in 2019 demonstrating -0.96% relative decrease in 2020. Comparison of monthly patterns showed average difference (D) of -59,220 and average Relative Change (RC) of -0.74% between the number of dispensed items in 2020 and 2019. Maximum RC was observed in March 2020 (D = +1,224,909 and RC = +20.62), followed by second peak in June 2020 (D = +257,920, RC = +4.50%). A third peak was observed in September 2020 (D = +264,138, RC = +4.35%). Large increases in March 2020 were observed for CVD and CNS medications across all age groups. The Immunological and Vaccine products dropped to very low levels across all age groups and all months (including the March dispensing peak). Conclusions: Reconfiguration of routine clinical services during COVID-19 led to substantial changes in community pharmacy drug dispensing. This change may contribute to a long-term burden of COVID-19, raising the importance of a comprehensive and timely monitoring of changes for evaluation of the potential impact on clinical care and outcomes.


Subject(s)
COVID-19 Drug Treatment , Cardiovascular Diseases , Humans , Pandemics , Retrospective Studies , Wales/epidemiology
8.
Infect Prev Pract ; 4(3): 100220, 2022 Sep.
Article in English | MEDLINE | ID: covidwho-1867275

ABSTRACT

Aim: To assess the efficiency of decontamination of flexible nasoendoscopes using a chlorine dioxide wipe system and assessing the risk of disease transmission during the COVID-19 pandemic. Method: Prospective and retrospective review of 544 patient episodes of nasoendoscopy and a study of 41 patient procedures and 22 members of staff at an ENT Outpatient Department from September 2020 to March 2021. Results: Among 41 randomly selected episodes of nasoendoscopy in the clinic, there was 93%-100% compliance with decontamination guidelines suggested by ENT UK. Among 544 patients who had nasoendoscopies, 20 had RT-PCR tests within two weeks and all yielded a negative result; no clusters of consecutive endoscopies were noted. None among the 22 clinic staff had symptoms of COVID-19 infection during the study period. Conclusion: Accepting the limitations of the study design, this audit found no evidence of nosocomial transmission of SARS-CoV-2 virus related to use or reprocessing of flexible nasoendoscopes among patients and staff following good compliance to ENT UK decontamination guidelines.

9.
Plast Reconstr Surg Glob Open ; 8(9): e3080, 2020 Sep.
Article in English | MEDLINE | ID: covidwho-1795020

ABSTRACT

BACKGROUND: It is anticipated that in due course the burden of emergency care due to COVID-19 infected patients will reduce sufficiently to permit elective surgical procedures to recommence. Prioritizing cleft/craniofacial surgery in the already overloaded medical system will then become an issue. The European Cleft Palate Craniofacial Association, together with the European Cleft and Craniofacial Initiative for Equality in Care, performed a brief survey to capture a current snapshot during a rapidly evolving pandemic. METHODS: A questionnaire was sent to the 2242 participants who attended 1 of 3 recent international cleft/craniofacial meetings. RESULTS: The respondents indicated that children with Robin sequence who were not responding to nonsurgical options should be treated as emergency cases. Over 70% of the respondents indicated that palate repair should be performed before the age of 15 months, an additional 22% stating the same be performed by 18 months. Placement of middle ear tubes, primary cleft lip surgery, alveolar bone grafting, and velopharyngeal insufficiency surgery also need prioritization. Children with craniofacial conditions such as craniosynostosis and increased intracranial pressure need immediate care, whilst children with craniosynostosis and associated obstructive sleep apnea syndrome or proptosis need surgical care within 3 months of the typical timing. Craniosynostosis without signs of increased intracranial pressure needs correction before the age of 18 months. CONCLUSIONS: This survey indicates several areas of cleft and craniofacial conditions that need prioritization, but also certain areas where intervention is less urgent. We acknowledge that there will be differences in the post COVID-19 response according to circumstances and policies in individual countries.

10.
Int J Popul Data Sci ; 5(4): 1697, 2020.
Article in English | MEDLINE | ID: covidwho-1754159

ABSTRACT

Introduction: COVID-19 risk prediction algorithms can be used to identify at-risk individuals from short-term serious adverse COVID-19 outcomes such as hospitalisation and death. It is important to validate these algorithms in different and diverse populations to help guide risk management decisions and target vaccination and treatment programs to the most vulnerable individuals in society. Objectives: To validate externally the QCOVID risk prediction algorithm that predicts mortality outcomes from COVID-19 in the adult population of Wales, UK. Methods: We conducted a retrospective cohort study using routinely collected individual-level data held in the Secure Anonymised Information Linkage (SAIL) Databank. The cohort included individuals aged between 19 and 100 years, living in Wales on 24th January 2020, registered with a SAIL-providing general practice, and followed-up to death or study end (28th July 2020). Demographic, primary and secondary healthcare, and dispensing data were used to derive all the predictor variables used to develop the published QCOVID algorithm. Mortality data were used to define time to confirmed or suspected COVID-19 death. Performance metrics, including R2 values (explained variation), Brier scores, and measures of discrimination and calibration were calculated for two periods (24th January-30th April 2020 and 1st May-28th July 2020) to assess algorithm performance. Results: 1,956,760 individuals were included. 1,192 (0.06%) and 610 (0.03%) COVID-19 deaths occurred in the first and second time periods, respectively. The algorithms fitted the Welsh data and population well, explaining 68.8% (95% CI: 66.9-70.4) of the variation in time to death, Harrell's C statistic: 0.929 (95% CI: 0.921-0.937) and D statistic: 3.036 (95% CI: 2.913-3.159) for males in the first period. Similar results were found for females and in the second time period for both sexes. Conclusions: The QCOVID algorithm developed in England can be used for public health risk management for the adult Welsh population.


Subject(s)
COVID-19 , Adult , Aged , Aged, 80 and over , Algorithms , Cohort Studies , Female , Humans , Male , Middle Aged , Retrospective Studies , Wales/epidemiology , Young Adult
12.
Archives of Disease in Childhood ; 106(Suppl 1):A441-A442, 2021.
Article in English | ProQuest Central | ID: covidwho-1443549

ABSTRACT

Backgroundthe RCPCH published a charter in 2019 outlining the what a trainee should expect from their training across 7 domains:Educational supervision.RotaFatigue, rest facilities, breaks.Less than full time training (LTFT)Training environmentTraining programme’s.The Wales deanery has signed up to comply with this charter. Until this study adherence to this charter has not been evaluated.The Covid-19 pandemic has had an impact on training in Wales. Many trainees have been redeployed within paediatrics or moved to support adult services under pressure.AimsTo evaluate adherence to the trainee charter from the perspective of trainees in wales across domains 1–5.To asses what primary role trainee’s undertook during the pandemic.ObjectivesTo evaluate adherence to the trainee charter from the perspective of trainees in wales across domains 1–5.To asses what primary role trainee’s undertook during the pandemic.MethodsWe designed a questionnaire using google forms and sent it by e-mail to all trainees in wales.We asked trainees about each point from 5 domains of the charter and asked whether in their current role they: strongly agreed, agreed, were neutral, disagreed or strongly disagreed. We categorised strongly agree/agree as a positive response and disagree/strongly disagree as a negative response. We also asked which hospital site they were based in allowing us to compare experiences across the country.A further question we asked was during the pandemic did they remain in acute paediatrics, were they redeployed to adult services, did they shield, or would they rather not say.ResultsWe received 22 responses from trainees across 12 hospital sites. For each domain overall the results were:Educational supervision: 68% positive. 16% neutral. 17% negative.Teaching: 47% positive, 12%neutral, 41% negativeRota: 33% positive, 16% neutral, 40% negativeFatigue, rest facilities and breaks: 36% positive, 15% neutral, 48% negativeLTFT: 78% positive, 6% neutral, 17% negative.Regarding redeployment during the initial Covid-19 spike March- June 2020: 68% remained in clinical paediatrics. 23% were redeployed to adult services, 4% shielded, 4% did not wish to say.ConclusionsWe received mixed results across the domains assessed. This highlights opportunities for improvement in the adherence to the charter and hopefully improvements for the experiences of trainees. By looking at the results from specific questions put to trainees we can target areas for improvement. We believe that the trainee charter provides a framework for trainees to thrive in their training and by addressing key points raised by this study we can improve the experience of trainees.

13.
BMJ Paediatr Open ; 5(1): e001049, 2021.
Article in English | MEDLINE | ID: covidwho-1238538

ABSTRACT

Background: Better understanding of the role that children and school staff play in the transmission of SARS-CoV-2 is essential to guide policy development on controlling infection while minimising disruption to children's education and well-being. Methods: Our national e-cohort (n=464531) study used anonymised linked data for pupils, staff and associated households linked via educational settings in Wales. We estimated the odds of testing positive for SARS-CoV-2 infection for staff and pupils over the period August- December 2020, dependent on measures of recent exposure to known cases linked to their educational settings. Results: The total number of cases in a school was not associated with a subsequent increase in the odds of testing positive (staff OR per case: 0.92, 95% CI 0.85 to 1.00; pupil OR per case: 0.98, 95% CI 0.93 to 1.02). Among pupils, the number of recent cases within the same year group was significantly associated with subsequent increased odds of testing positive (OR per case: 1.12, 95% CI 1.08 to 1.15). These effects were adjusted for a range of demographic covariates, and in particular any known cases within the same household, which had the strongest association with testing positive (staff OR: 39.86, 95% CI 35.01 to 45.38; pupil OR: 9.39, 95% CI 8.94 to 9.88). Conclusions: In a national school cohort, the odds of staff testing positive for SARS-CoV-2 infection were not significantly increased in the 14-day period after case detection in the school. However, pupils were found to be at increased odds, following cases appearing within their own year group, where most of their contacts occur. Strong mitigation measures over the whole of the study period may have reduced wider spread within the school environment.


Subject(s)
COVID-19 , Child , Humans , SARS-CoV-2 , Schools , Semantic Web , Wales/epidemiology
15.
BMJ Open ; 11(1): e042591, 2021 01 28.
Article in English | MEDLINE | ID: covidwho-1054682

ABSTRACT

OBJECTIVES: To measure work-related burnout in all groups of health service staff during the COVID-19 pandemic and to identify factors associated with work-related burnout. DESIGN: Cross-sectional staff survey. SETTING: All staff grades and types across primary and secondary care in a single National Health Service organisation. PARTICIPANTS: 257 staff members completed the survey, 251 had a work-related burnout score and 239 records were used in the regression analysis. PRIMARY AND SECONDARY OUTCOME MEASURES: (1) Work-related burnout as measured by the Copenhagen Burnout Inventory; (2) factors associated with work-related burnout identified through a multiple linear regression model; and (3) factors associated with work-related burnout identified through thematic analysis of free text responses. RESULTS: After adjusting for other covariates (including age, sex, job, being able to take breaks and COVID-19 knowledge), we observed meaningful changes in work-related burnout associated with having different COVID-19 roles (p=0.03), differences in the ability to rest and recover during breaks (p<0.01) and having personal protective equipment concerns (p=0.04). Thematic analysis of the free text comments also linked burnout to changes in workload and responsibility and to a lack of control through redeployment and working patterns. Reduction in non-COVID-19 services has resulted in some members of staff feeling underutilised, with feelings of inequality in workload. CONCLUSIONS: Our analyses support anecdotal reports of staff struggling with the additional pressures brought on by COVID-19. All three of the factors we found to be associated with work-related burnout are modifiable and hence their effects can be mitigated. When we next find ourselves in extraordinary times the ordinary considerations of rest and protection and monitoring of the impact of new roles will be more important than ever.


Subject(s)
Burnout, Professional/epidemiology , COVID-19 , Health Personnel/psychology , Professional Role/psychology , Workload/psychology , Adolescent , Adult , COVID-19/epidemiology , Cross-Sectional Studies , Female , Health Workforce/organization & administration , Humans , Male , Middle Aged , Personal Protective Equipment/supply & distribution , Psychiatric Status Rating Scales , Rest/psychology , SARS-CoV-2 , State Medicine , United Kingdom/epidemiology , Young Adult
16.
BMJ Open ; 10(10): e043010, 2020 10 21.
Article in English | MEDLINE | ID: covidwho-889902

ABSTRACT

INTRODUCTION: The emergence of the novel respiratory SARS-CoV-2 and subsequent COVID-19 pandemic have required rapid assimilation of population-level data to understand and control the spread of infection in the general and vulnerable populations. Rapid analyses are needed to inform policy development and target interventions to at-risk groups to prevent serious health outcomes. We aim to provide an accessible research platform to determine demographic, socioeconomic and clinical risk factors for infection, morbidity and mortality of COVID-19, to measure the impact of COVID-19 on healthcare utilisation and long-term health, and to enable the evaluation of natural experiments of policy interventions. METHODS AND ANALYSIS: Two privacy-protecting population-level cohorts have been created and derived from multisourced demographic and healthcare data. The C20 cohort consists of 3.2 million people in Wales on the 1 January 2020 with follow-up until 31 May 2020. The complete cohort dataset will be updated monthly with some individual datasets available daily. The C16 cohort consists of 3 million people in Wales on the 1 January 2016 with follow-up to 31 December 2019. C16 is designed as a counterfactual cohort to provide contextual comparative population data on disease, health service utilisation and mortality. Study outcomes will: (a) characterise the epidemiology of COVID-19, (b) assess socioeconomic and demographic influences on infection and outcomes, (c) measure the impact of COVID-19 on short -term and longer-term population outcomes and (d) undertake studies on the transmission and spatial spread of infection. ETHICS AND DISSEMINATION: The Secure Anonymised Information Linkage-independent Information Governance Review Panel has approved this study. The study findings will be presented to policy groups, public meetings, national and international conferences, and published in peer-reviewed journals.


Subject(s)
Betacoronavirus , Coronavirus Infections/therapy , Delivery of Health Care/standards , Pandemics/prevention & control , Pneumonia, Viral/therapy , COVID-19 , Coronavirus Infections/epidemiology , Humans , Pneumonia, Viral/epidemiology , Risk Factors , SARS-CoV-2 , Wales/epidemiology
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