scholarly journals Sepsis Recording in Primary Care Electronic Health Records, Linked Hospital Episodes and Mortality Records: Population-based Cohort Study in England

2020 ◽  
Author(s):  
Emma Rezel-Potts ◽  
Martin C. Gulliford ◽  
Keyword(s):  
Primary Care ◽  
Cohort Study ◽  
Population Based ◽  
Incidence Rates ◽  
Practice Research ◽  
Clinical Practice Research Datalink ◽  
Recent Period ◽  
General Practices ◽  
Different Sources

AbstractObjectivesSepsis is a growing concern for health systems, but the epidemiology of sepsis is poorly characterised. We evaluated sepsis recording across primary care electronic records, hospital episodes and mortality registrations.Methods and FindingsCohort study including 378 general practices in England from Clinical Practice Research Datalink (CPRD) GOLD database from 2002 to 2017 with 36,209,676 patient-years of follow-up with linked Hospital Episode Statistics (HES) and Office for National Statistics (ONS) mortality registrations. Incident sepsis episodes were identified for each source. Concurrent records from different sources were identified and age-standardised and age-specific incidence rates compared. Logistic regression analysis evaluated associations of gender, age-group, fifth of deprivation and period of diagnosis with concurrent sepsis recording.There were 20,206 first episodes of sepsis from primary care, 20,278 from HES and 13,972 from ONS. There were 4,117 (20%) first HES sepsis events and 2,438 (17%) mortality records concurrent with incident primary care sepsis records within 30 days. Concurrent HES and primary care records of sepsis within 30 days before or after first diagnosis were higher at younger or older ages and for patients with the most recent period of diagnosis with those diagnosed during 2007:2011 less likely to have a concurrent HES record given CPRD compared to those diagnosed during 2012 to 2017 (odd ratio 0.65, 95% confidence interval 0.60 to 0.70). At age 85 and older, primary care incidence was 5.22 per 1,000 patient years (95% CI 1.75 to 11.97) in men and 3.55 (0.87 to 9.58) in women which increased to 10.09 (4.86 to 18.51) for men and 7.22 (2.96 to 14.72) for women after inclusion of all three sources.ConclusionExplicit recording of sepsis is inconsistent across healthcare sectors with a high proportion of non-concurrent records. Incidence estimates are higher when linked data are analysed.

scholarly journals Sepsis recording in primary care electronic health records, linked hospital episodes and mortality records: Population-based cohort study in England

PLoS ONE ◽  
2020 ◽  
Vol 15 (12) ◽  
pp. e0244764
Author(s):  
Emma Rezel-Potts ◽  
Martin C. Gulliford ◽  
Keyword(s):  
Primary Care ◽  
Cohort Study ◽  
Population Based ◽  
Incidence Rates ◽  
Practice Research ◽  
Clinical Practice Research Datalink ◽  
Recent Period ◽  
General Practices ◽  
Different Sources

Background Sepsis is a growing concern for health systems, but the epidemiology of sepsis is poorly characterised. We evaluated sepsis recording across primary care electronic records, hospital episodes and mortality registrations. Methods and findings Cohort study including 378 general practices in England from Clinical Practice Research Datalink (CPRD) GOLD database from 2002–2017 with 36,209,676 patient-years of follow-up with linked Hospital Episode Statistics (HES) and Office for National Statistics (ONS) mortality registrations. Incident sepsis episodes were identified for each source. Concurrent records from different sources were identified and age-standardised and age-specific incidence rates compared. Logistic regression analysis evaluated associations of gender, age-group, fifth of deprivation and period of diagnosis with concurrent sepsis recording. There were 20,206 first episodes of sepsis from primary care, 20,278 from HES and 13,972 from ONS. There were 4,117 (20%) first HES sepsis events and 2,438 (17%) mortality records concurrent with incident primary care sepsis records within 30 days. Concurrent HES and primary care records of sepsis within 30 days before or after first diagnosis were higher at younger or older ages and for patients with the most recent period of diagnosis. Those diagnosed during 2007:2011 were less likely to have a concurrent HES record given CPRD compared to those diagnosed during 2012–2017 (odd ratio 0.65, 95% confidence interval 0.60–0.70). At age 85 and older, primary care incidence was 5.22 per 1,000 patient years (95% CI 1.75–11.97) in men and 3.55 (0.87–9.58) in women which increased to 10.09 (4.86–18.51) for men and 7.22 (2.96–14.72) for women after inclusion of all three sources. Conclusion Explicit recording of ‘sepsis’ is inconsistent across healthcare sectors with a high proportion of non-concurrent records. Incidence estimates are higher when linked data are analysed.

scholarly journals Incidence of Lyme disease in the UK: a population-based cohort study

BMJ Open ◽  
2019 ◽  
Vol 9 (7) ◽  
pp. e025916 ◽  
Author(s):  
Victoria Cairns ◽  
Christopher Wallenhorst ◽  
Stephan Rietbrock ◽  
Carlos Martinez
Keyword(s):  
Primary Care ◽  
Cohort Study ◽  
Lyme Disease ◽  
Population Based ◽  
Incidence Rates ◽  
Annual Incidence ◽  
Secondary Outcome ◽  
Practice Research ◽  
Clinical Practice Research Datalink ◽  
The Uk

ObjectivesThe purpose of this study was to estimate the annual incidence of Lyme disease (LD) in the UK.DesignThis was a retrospective descriptive cohort study.SettingStudy data were extracted from the Clinical Practice Research Datalink (CPRD), a primary care database covering about 8% of the population in the UK in 658 primary care practices.ParticipantsCohort of 8.4 million individuals registered with general practitioners with 52.4 million person-years of observation between 1 January 2001 and 31 December 2012.Primary and secondary outcome measuresLD was identified from recorded medical codes, notes indicating LD, laboratory tests and use of specific antibiotics. Annual incidence rates and the estimated total number of LD cases were calculated separately for each UK region.ResultsThe number of cases of LD increased rapidly over the years 2001 to 2012, leading to an estimated incidence rate of 12.1 (95% CI 11.1 to 13.2) per 100 000 individuals per year and a UK total of 7738 LD cases in 2012. LD was detected in every UK region with highest incidence rates and largest number of cases in Scotland followed by South West and South England. If the number of cases has continued to rise since the end of the study period, then the number in the UK in 2019 could be over 8000.ConclusionsThe incidence of LD is about threefold higher than previously estimated, and people are at risk throughout the UK. These results should lead to increased awareness of the need for preventive measures.Trial registration numberThis study was approved by the Independent Scientific Advisory Committee for CPRD research (Protocol number 13_210R).

Epidemiology of first and recurrent venous thromboembolism: A population-based cohort study in patients without active cancer

2014 ◽  
Vol 112 (08) ◽  
pp. 255-263 ◽  
Author(s):  
Alexander T. Cohen ◽  
Luke Bamber ◽  
Stephan Rietbrock ◽  
Carlos Martinez
Keyword(s):  
Cohort Study ◽  
Venous Thromboembolism ◽  
The Elderly ◽  
Population Based ◽  
Incidence Rates ◽  
Practice Research ◽  
Clinical Practice Research Datalink ◽  
Recurrence Rates ◽  
Recurrent Vte ◽  
Active Cancer

SummaryContemporary data from population studies on the incidence and complications of venous thromboembolism (VTE) are limited. An observational cohort study was undertaken to estimate the incidence of first and recurrent VTE. The cohort was identified from all patients in the UK Clinical Practice Research Datalink (CPRD) with additional linked information on hospitalisation and cause of death. Between 2001 and 2011, patients with first VTE were identified and the subset without active cancer-related VTE observed for up to 10 years for recurrent VTE. The 10-year cumulative incidence rates (CIR) were derived with adjustment for mortality as a competing risk event. A total of 35,373 first VTE events (12,073 provoked, 16,708 unprovoked and 6592 active cancer-associated VTE) among 26.9 million person-years of observation were identified. The overall incidence rate (IR) of VTE was 131.5 (95% CI, 130.2–132.9) per 100,000 person-years and 107.0 (95% CI, 105.8–108.2) after excluding cancer-associated VTE. DVT was more common in the young and PE was more common in the elderly. VTE recurrence occurred in 3671 (CIR 25.2%). The IR for recurrence peaked in the first six months at around 11 per 100 person years. It levelled out after three years and then remained at around 2 per 100 person years from year 4–10 of follow-up. The IRs for recurrences were particularly high in young men. In conclusion, VTE is common and associated with high recurrence rates. Effort is required to prevent VTE and to reduce recurrences.

scholarly journals Primary Care Consultations after Hospitalisation for Pneumonia: A Large Population-based Cohort Study

2020 ◽  
pp. BJGP.2020.0890
Author(s):  
Vadsala Baskaran ◽  
Fiona Pearce ◽  
Rowan H Harwood ◽  
Tricia McKeever ◽  
Wei Shen Lim
Keyword(s):  
Primary Care ◽  
Cohort Study ◽  
Large Population ◽  
Significant Proportion ◽  
Antibiotic Use ◽  
Population Based ◽  
Practice Research ◽  
Clinical Practice Research Datalink ◽  
Respiratory Disorder ◽  
The Impact

Background: Up to 70% of patients report ongoing symptoms four weeks after hospitalisation for pneumonia, and the impact on primary care is poorly understood. Aim: To investigate the frequency of primary care consultations after hospitalisation for pneumonia, and the reasons for consultation. Design: Population-based cohort study. Setting: UK primary care database of anonymised medical records (Clinical Practice Research Datalink, CPRD) linked to Hospital Episode Statistics (HES), England. Methods: Adults with the first ICD-10 code for pneumonia (J12-J18) recorded in HES between July 2002-June 2017 were included. Primary care consultation within 30 days of discharge was identified as the recording of any medical Read code (excluding administration-related codes) in CPRD. Competing-risks regression analyses were conducted to determine the predictors of consultation and antibiotic use at consultation; death and readmission were competing events. Reasons for consultation were examined. Results: Of 56,396 adults, 55.9% (n=31,542) consulted primary care within 30 days of discharge. The rate of consultation was highest within 7 days (4.7 per 100 person-days). The strongest predictor for consultation was a higher number of primary care consultations in the year prior to index admission (adjusted sHR 8.98, 95% CI 6.42-12.55). The commonest reason for consultation was for a respiratory disorder (40.7%, n=12,840), 12% for pneumonia specifically. At consultation, 31.1% (n=9,823) received further antibiotics. Penicillins (41.6%, n=5,753) and macrolides (21.9%, n=3,029) were the commonest antibiotics prescribed. Conclusion: Following hospitalisation for pneumonia, a significant proportion of patients consulted primary care within 30 days, highlighting the morbidity experienced by patients during recovery from pneumonia.

scholarly journals Poisoning substances taken by young people: a population-based cohort study

2018 ◽  
Vol 68 (675) ◽  
pp. e703-e710 ◽  
Author(s):  
Edward G Tyrrell ◽  
Denise Kendrick ◽  
Kapil Sayal ◽  
Elizabeth Orton
Keyword(s):  
Cohort Study ◽  
Young People ◽  
Population Based ◽  
Incidence Rates ◽  
Practice Research ◽  
Mortality Data ◽  
Clinical Practice Research Datalink ◽  
Self Harm ◽  
Harm Prevention ◽  
Rate Ratios

BackgroundGlobally, poisonings account for most medically-attended self-harm. Recent data on poisoning substances are lacking, but are needed to inform self-harm prevention.AimTo assess poisoning substance patterns and trends among 10–24-year-olds across EnglandDesign and settingOpen cohort study of 1 736 527 young people, using linked Clinical Practice Research Datalink, Hospital Episode Statistics, and Office for National Statistics mortality data, from 1998 to 2014.MethodPoisoning substances were identified by ICD-10 or Read Codes. Incidence rates and adjusted incidence rate ratios (aIRR) were calculated for poisoning substances by age, sex, index of multiple deprivation, and calendar year.ResultsIn total, 40 333 poisoning episodes were identified, with 57.8% specifying the substances involved. The most common substances were paracetamol (39.8%), alcohol (32.7%), non-steroidal anti-inflammatory drugs (NSAIDs) (11.6%), antidepressants (10.2%), and opioids (7.6%). Poisoning rates were highest at ages 16–18 years for females and 19–24 years for males. Opioid poisonings increased fivefold from 1998–2014 (females: aIRR 5.30, 95% confidence interval (CI) = 4.08 to 6.89; males: aIRR 5.11, 95% CI = 3.37 to 7.76), antidepressant poisonings three-to fourfold (females: aIRR 3.91, 95% CI = 3.18 to 4.80, males: aIRR 2.70, 95% CI = 2.04 to 3.58), aspirin/NSAID poisonings threefold (females: aIRR 2.84, 95% CI = 2.40 to 3.36, males: aIRR 2.76, 95% CI = 2.05 to 3.72) and paracetamol poisonings threefold in females (aIRR 2.87, 95% CI = 2.58 to 3.20). Across all substances poisoning incidence was higher in more disadvantaged groups, with the strongest gradient for opioid poisonings among males (aIRR 3.46, 95% CI = 2.24 to 5.36).ConclusionIt is important that GPs raise awareness with families of the substances young people use to self-harm, especially the common use of over-the-counter medications. Quantities of medication prescribed to young people at risk of self-harm and their families should be limited, particularly analgesics and antidepressants.

scholarly journals Primary Care Prescriptions of Potentially Nephrotoxic Medications in Children with CKD

2019 ◽  
Vol 15 (1) ◽  
pp. 61-68 ◽  
Author(s):  
Claire E. Lefebvre ◽  
Kristian B. Filion ◽  
Pauline Reynier ◽  
Robert W. Platt ◽  
Michael Zappitelli
Keyword(s):  
Primary Care ◽  
Enzyme Inhibitors ◽  
Angiotensin Receptor Blockers ◽  
Kidney Injury ◽  
Angiotensin Converting Enzyme Inhibitors ◽  
Population Based ◽  
Practice Research ◽  
Clinical Practice Research Datalink ◽  
Converting Enzyme Inhibitors

Background and objectivesPediatric CKD management focuses on limiting kidney injury, including avoiding nephrotoxic medications. Nephrotoxic medication prescription practices for children with CKD are unknown. Our objective was to determine the prevalence and rates of primary care prescriptions for potentially nephrotoxic medications in children with CKD versus without CKD.Design, setting, participants, & measurementsWe conducted a retrospective, matched population-based cohort study of patients aged <18 years, registered at a general practice participating in the UK Clinical Practice Research Datalink (CPRD) from 1997 to 2017. Children with a clinical code indicating an incident diagnosis of CKD were matched 1:4 to patients without CKD on CKD diagnosis date, sex, age, CPRD practice, and number of general practitioner visits in the year before cohort entry. We calculated the prevalence and the rate of potentially nephrotoxic medication prescriptions throughout the follow-up period in patients with versus without CKD. Primary analyses included the following medication classes: aminoglycosides, antivirals, nonsteroidal anti-inflammatory drugs, salicylates, proton pump inhibitors, and immunomodulators. Secondary analyses used an expanded nephrotoxicity definition that also included, among others, angiotensin-converting enzyme inhibitors and angiotensin receptor blockers. Adjusted prescription rates were calculated using multivariable binomial regression.ResultsFrom 1,535,816 eligible patients, we identified 1018 incident CKD and 4072 non-CKD matches (mean age, 9.8 years [range, 1.1–17.9 years]; 52% male; mean follow-up time, 3.3 years). Overall, 26% of patients with and 15% of patients without CKD were prescribed one or more potentially nephrotoxic medication during follow-up. The overall rate of nephrotoxic medication prescriptions was 71 (95% confidence interval [95% CI], 55 to 93) prescriptions per 100 person-years in patients with CKD and eight (95% CI, 7 to 9) prescriptions per 100 person-years in patients without CKD (adjusted rate ratio, 4.1; 95% CI, 2.7 to 6.1).ConclusionsPotentially nephrotoxic medications are prescribed at high rates to children with CKD.

scholarly journals Trends in healthcare use in children aged less than 15 years: a population-based cohort study in England from 2007 to 2017

BMJ Open ◽  
2020 ◽  
Vol 10 (5) ◽  
pp. e033761 ◽  
Author(s):  
Judith Ruzangi ◽  
Mitch Blair ◽  
Elizabeth Cecil ◽  
Geva Greenfield ◽  
Alex Bottle ◽  
...  
Keyword(s):  
Primary Care ◽  
Cohort Study ◽  
Hospital Admissions ◽  
Population Based ◽  
Urgent Care ◽  
Practice Research ◽  
Clinical Practice Research Datalink ◽  
Emergency Hospital ◽  
Outpatient Visits ◽  
Ed Visits

ObjectiveTo describe changing use of primary care in relation to use of urgent care and planned hospital services by children aged less than 15 years in England in the decade following major primary care reforms from 2007 to 2017DesignPopulation-based retrospective cohort study.MethodsWe used linked data from the Clinical Practice Research Datalink to study children’s primary care consultations and use of hospital care including emergency department (ED) visits, emergency and elective admissions to hospital and outpatient visits to specialists.ResultsBetween 1 April 2007 and 31 March 2017, there were 7 604 024 general practitioner (GP) consultations, 981 684 ED visits, 287 719 emergency hospital admissions, 2 253 533 outpatient visits and 194 034 elective admissions among 1 484 455 children aged less than 15 years. Age-standardised GP consultation rates fell (−1.0%/year) to 1864 per 1000 child-years in 2017 in all age bands except infants rising by 1%/year to 6722 per 1000/child-years in 2017. ED visit rates increased by 1.6%/year to 369 per 1000 child-years in 2017, with steeper rises of 3.9%/year in infants (780 per 1000 child-years in 2017). Emergency hospital admission rates rose steadily by 3%/year to 86 per 1000 child-years and outpatient visit rates rose to 724 per 1000 child-years in 2017.ConclusionsOver the past decade since National Health Service primary care reforms, GP consultation rates have fallen for all children, except for infants. Children’s use of hospital urgent and outpatient care has risen in all ages, especially infants. These changes signify the need for better access and provision of specialist and community-based support for families with young children.

scholarly journals Concordance in the recording of stroke across UK primary and secondary care datasets: a population-based cohort study

BJGP Open ◽  
2020 ◽  
pp. BJGPO.2020.0117
Author(s):  
Ann Dorothy Morgan ◽  
Sarah-Jo Sinnott ◽  
Liam Smeeth ◽  
Caroline Minassian ◽  
Jennifer Quint
Keyword(s):  
Myocardial Infarction ◽  
Primary Care ◽  
Cohort Study ◽  
Time Window ◽  
Research Question ◽  
Population Based ◽  
Hospital Episode Statistics ◽  
Practice Research ◽  
Clinical Practice Research Datalink ◽  
Hospital Records

Background: Previous work has demonstrated that the recording of acute health outcomes, such as myocardial infarction, may be suboptimal in primary healthcare databases. Aim: The aim of this analysis is to assess the completeness and accuracy of the recording of stroke in UK primary care. Design and setting: This is a population-based longitudinal cohort study. Methods: Cases of stroke were identified separately in Clinical Practice Research Datalink (CPRD) primary care records and linked Hospital Episode Statistics (HES). The recording of events in the same patient across the two datasets was compared. The reliability of strategies to identify fatal strokes in primary care and hospital records was also assessed. Results: Of the 75,674 stroke events that were identified in either CPRD or HES data during the period of our study, 54,929 (72.6%) were recorded in CPRD and 51,013 (67.4%) were recorded in HES. Two fifths (n=30,268) of all recorded strokes were found in both datasets (allowing for a time window of 120 days). Among these “matched” strokes the subtype was recorded accurately in approximately 75% of CPRD records (compared to coding in HES): however, 43.5% of ischaemic strokes in HES were coded as “non-specific” strokes in CPRD data. Furthermore, 48% had same day-recordings, and 56% were date-matched within ±1 day. Conclusion: The completeness and accuracy of stroke recording is improved by the use of linked hospital and primary care records. For studies that have a time-sensitive research question, we strongly recommend the use of linked, as opposed to stand-alone, CPRD data.

scholarly journals Pneumonia incidence trends in UK primary care from 2002 to 2017: population-based cohort study

2019 ◽  
Vol 147 ◽  
Author(s):  
Xiaohui Sun ◽  
Abdel Douiri ◽  
Martin Gulliford
Keyword(s):  
Primary Care ◽  
Cohort Study ◽  
Incidence Rates ◽  
Practice Research ◽  
Clinical Practice Research Datalink ◽  
Chest Infection ◽  
Incidence Trends ◽  
Pleural Infection ◽  
Influenza Pneumonia ◽  
Suspected Pneumonia

Abstract Increasing hospital admissions for pneumonia have been reported recently but it is not known whether pneumonia incidence rates have increased in the community. To determine whether incidence rates of pneumonia increased in primary care in the United Kingdom from 2002 to 2017, an open cohort study was conducted using electronic health records from the UK Clinical Practice Research Datalink. Clinically diagnosed pneumonia, influenza pneumonia, pleural infection and clinically suspected pneumonia, defined as chest infection treated with antibiotics, were evaluated. Age-standardised and age-specific rates were estimated. Joinpoint regression models were fitted and annual percentage changes (APC) were estimated. There were 70.7 million person-years of follow-up with 120 662 episodes of clinically diagnosed pneumonia, 1 831 005 of clinically suspected pneumonia, 23 814 episodes of influenza pneumonia and 2644 pleural infections over 16 years. The incidence of clinically diagnosed pneumonia increased from 1.50 per 1000 person-years in 2002 to 2.22 per 1000 in 2017. From 2010 to 2017, the APC in age-standardised incidence was 5.1% (95% confidence interval 3.4–6.9) compared with 0.3% (−0.6 to 1.2%) before 2010. Clinically suspected pneumonia incidence rates increased from 2002 to 2008 with an APC 3.8% (0.8–6.9) but decreased with an APC −4.9% (−6.7 to −3.1) from 2009 to 2017. Influenza pneumonia increased in the epidemic year of 2009. There was no overall trend in pleural infection. The results show that clinically diagnosed pneumonia has increased in primary care but there was a contemporaneous decline in recording of clinically suspected pneumonia or ‘chest infection’. Changes in disease labelling practice might partly account for these trends.

scholarly journals Validity of an algorithm to identify cardiovascular deaths from administrative health records: a multi-database population-based cohort study

2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Lisa M. Lix ◽  
Shamsia Sobhan ◽  
Audray St-Jean ◽  
Jean-Marc Daigle ◽  
Anat Fisher ◽  
...  
Keyword(s):  
Cohort Study ◽  
Cardiovascular Mortality ◽  
Population Based ◽  
Vital Statistics ◽  
Practice Research ◽  
Clinical Practice Research Datalink ◽  
Health Records ◽  
Predictive Values ◽  
Site Specific ◽  
Hospital Deaths

Abstract Background Cardiovascular death is a common outcome in population-based studies about new healthcare interventions or treatments, such as new prescription medications. Vital statistics registration systems are often the preferred source of information about cause-specific mortality because they capture verified information about the deceased, but they may not always be accessible for linkage with other sources of population-based data. We assessed the validity of an algorithm applied to administrative health records for identifying cardiovascular deaths in population-based data. Methods Administrative health records were from an existing multi-database cohort study about sodium-glucose cotransporter-2 (SGLT2) inhibitors, a new class of antidiabetic medications. Data were from 2013 to 2018 for five Canadian provinces (Alberta, British Columbia, Manitoba, Ontario, Quebec) and the United Kingdom (UK) Clinical Practice Research Datalink (CPRD). The cardiovascular mortality algorithm was based on in-hospital cardiovascular deaths identified from diagnosis codes and select out-of-hospital deaths. Sensitivity, specificity, and positive and negative predictive values (PPV, NPV) were calculated for the cardiovascular mortality algorithm using vital statistics registrations as the reference standard. Overall and stratified estimates and 95% confidence intervals (CIs) were computed; the latter were produced by site, location of death, sex, and age. Results The cohort included 20,607 individuals (58.3% male; 77.2% ≥70 years). When compared to vital statistics registrations, the cardiovascular mortality algorithm had overall sensitivity of 64.8% (95% CI 63.6, 66.0); site-specific estimates ranged from 54.8 to 87.3%. Overall specificity was 74.9% (95% CI 74.1, 75.6) and overall PPV was 54.5% (95% CI 53.7, 55.3), while site-specific PPV ranged from 33.9 to 72.8%. The cardiovascular mortality algorithm had sensitivity of 57.1% (95% CI 55.4, 58.8) for in-hospital deaths and 72.3% (95% CI 70.8, 73.9) for out-of-hospital deaths; specificity was 88.8% (95% CI 88.1, 89.5) for in-hospital deaths and 58.5% (95% CI 57.3, 59.7) for out-of-hospital deaths. Conclusions A cardiovascular mortality algorithm applied to administrative health records had moderate validity when compared to vital statistics data. Substantial variation existed across study sites representing different geographic locations and two healthcare systems. These variations may reflect different diagnostic coding practices and healthcare utilization patterns.

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