Literature DB >> 34223139

Assessment of adherence to pneumonia guidelines and its determinants in an ambulatory care clinic in Ghana: findings and implications for the future.

Israel Abebrese Sefah1,2, Darius Obeng Essah2, Amanj Kurdi3,4, Jacqueline Sneddon5, Thelma Mpoku Alalbila2, Hope Kordorwu6, Brian Godman3,7,8,9.   

Abstract

BACKGROUND: Adherence to local standard guidelines is seen as a pragmatic way to measure and improve the quality of future prescribing in ambulatory care to reduce morbidity, mortality and healthcare costs.
OBJECTIVES: To evaluate adherence to the Ghana Standard Treatment Guidelines (STGs) for the empirical antibiotic treatment of ambulatory care patients with community-acquired pneumonia (CAP) in a region in Ghana and factors associated with it.
METHODS: A cross-sectional survey was conducted using a checklist to collect data from the hospital electronic database, which included sociodemographic details, payment type and clinical information of all ambulatory patients attending Keta Municipal Hospital, diagnosed and managed for CAP from September 2018 to January 2019. Prescriptions were assessed for adherence to the Ghana STG based on choice of antibiotics. A χ2 test and multiple logistic regression were subsequently conducted.
RESULTS: A total of 1929 patient records with diagnosis of CAP within the study period at the ambulatory clinic were identified. The overall rate of adherence to the Ghana STG was 32.50% (n = 627). From the patient records collected, 62.50% were female, 41.84% were children (0-12 years), and 97.15% had a valid national health insurance status. Adherence was associated with the duration of antibiotic prescribing, number of additional antibiotics prescribed and some patients' clinical characteristics.
CONCLUSIONS: The rate of adherence to Ghana STG among the study population was low. Efforts must be made to train and encourage prescribers to follow empirical guidelines to reduce inappropriate selection of antibiotics in the ambulatory care settings.
© The Author(s) 2021. Published by Oxford University Press on behalf of the British Society for Antimicrobial Chemotherapy.

Entities:  

Year:  2021        PMID: 34223139      PMCID: PMC8210001          DOI: 10.1093/jacamr/dlab080

Source DB:  PubMed          Journal:  JAC Antimicrob Resist        ISSN: 2632-1823


Introduction

There are ongoing concerns across countries, especially among lower- and middle-income countries (LMICs), that inappropriate prescribing of antibiotics will increase antimicrobial resistance (AMR) rates, leading to increasing morbidity, mortality and costs. This is of particular concern in ambulatory care where the majority of antimicrobials are prescribed empirically. It is increasingly recognized that adherence to standard treatment guidelines (STGs), including guidelines that reserve the prescription of antibiotics such as those in the Watch or Reserve group of the WHO Access, Watch, Reserve (AWaRe) list, is seen as critical to improving the quality of antibiotic prescribing. There are concerns that the current WHO/International Network of Rational Use of Drugs (INRUD) criteria that are commonly used to assess the quality of prescribing in ambulatory care in LMICs do not necessarily measure the actual quality of prescribing exacerbated by the lack of diagnostic information.,, Consequently, adherence to local STGs is seen as a more pragmatic way to measure and improve future prescribing in ambulatory care.,,, This measure has also been used to determine the quality of managing community-acquired pneumonia (CAP) and other infections in various hospitals, and involves matching the antibiotic prescribed with the indication. Encouragingly, adherence to empirical antibiotic guidelines for managing patients with CAP in hospitals has reduced mortality and morbidity, shortened hospital length of stay and decreased healthcare costs., This is similar to the positive impact seen with the introduction of antimicrobial stewardship programmes (ASPs) in hospitals., However, there are concerns with adherence to guidelines, including those for CAP, in practice as adherence rates have generally been suboptimal. Documented reasons for poor adherence to STGs for respiratory problems include the poor socioeconomic status of patients and prescriber workloads. Previous studies conducted in this and other hospital settings in Ghana have shown that there has been good adherence to antimicrobial guidelines among patients managed in inpatient medical wards as well as adherence to ceftriaxone-specific guidelines in hospitals., However, there is a lack of evidence around current adherence to prescribing guidance for infections managed in ambulatory care in Ghana. This is important as Ghana has recently introduced a national action plan to improve future antimicrobial use to reduce AMR rates along with STGs., In addition, we are aware that whilst only 40% of patients in Ghana are currently covered by the National Health Insurance Scheme, the remainder are subject to 100% co-payment via out-of-pocket payments for their medicines, which could adversely affect usage patterns. The ultimate goal is universal healthcare among all citizens in Ghana mirroring the situation in Namibia and South Africa. The first edition of the Ghana STGs was published in 1988 to enhance prescribing, particularly in ambulatory care. Since then, six editions have been published with the latest being the 2017 edition. The STGs are evidence-based with a rigorous review process by the National Medicine Selection Committee, Ghana National Drug Programme and stakeholder engagement to engender consensus, credibility and acceptance of the final document., This is similar to processes in higher income countries and regions including Stockholm County Council in Sweden (Regional Health Authority) where robust evidence-based criteria, rigorous processes including the ability to question key personnel, strong conflict-of-interest statements and regular follow-up have ensured high adherence rates to recommended treatments and guidelines., Consequently, the objectives of this study were: firstly, to evaluate adherence to the latest Ghanaian STGs as adopted by the facility’s Drug and Therapeutic Committee (DTC) for empirical antibiotic treatment of ambulatory CAP patients in a region in Ghana; and secondly, to identify key factors associated with adherence to current guidelines to improve future care. CAP was chosen for this study as it is one of the top five causes of patients’ attendance to the hospital ambulatory clinic, and currently ranks as the third most common infectious disease leading to admissions that require antibiotic use. This makes CAP a suitable condition to study as any recommendation may have a cascading effect on improving the appropriate use of antibiotics in the ambulatory care clinic to reduce future morbidity and mortality.,

Methods

Study design and setting

A cross-sectional survey was conducted by extracting the medical records of all patients diagnosed with CAP and managed at the ambulatory care clinic of Keta Municipal Hospital (KMH) from September 2018 to January 2019 using the hospital’s electronic database. We started with KMH as this is a leading public primary care hospital located in the Keta Municipality that lies at the southern part of the Volta region of Ghana. The Volta region covers an area of 20 570 square kilometres with a population of just over 2.1 million people (8.6% of the total population of Ghana). KMH is a government-owned primary healthcare facility with a 110 bed capacity providing general services, dental services, eye care services and mental health services to an average of 200 ambulatory patients who seek their services on a daily basis, as well as inpatient services. It is one of the top five facilities in the Volta region of Ghana, with 309 permanent staff as well as temporary staff comprising 4 junior medical officers, 1 paediatrician, 2 pharmacists and 17 pharmacy support staff and 157 nurses and midwives alongside 127 paramedics.

Data collection

A checklist was developed based on information routinely collected from patients attending the ambulatory clinic using the hospital electronic database designed for prescribing and dispensing of medicines, called the Patient Clinical and Health Information System (PHIS). The PHIS software was instigated in the hospital to ensure data security and accessibility of information on prescribing and dispensed drugs where each patient is given a unique identifying number, and to aid drug and non-drug inventory. Retrospective data were collected from September 2018 to January 2019 to serve as part of the baseline information of the facility performance on the rational use of antimicrobials at the start of a 2 year Fleming Fund-supported project on antimicrobial stewardship in the facility with the support of Health Improvement Scotland. The type of information collected for this study was based on the medical records routinely collected for patients diagnosed with CAP, who reported to the ambulatory clinic and were captured in the PHIS. This included sociodemographic information incorporating age, gender, marital status, employment status and payment type, i.e. national health insurance (NHI) or 100% co-payment via cash payments. Clinical information comprising the diagnosis, extent of respiratory symptoms, duration of symptoms and primary antibiotic prescribed for pneumonia was also collected along with data on previous antibiotic use. However, other medicines prescribed for comorbid disorders and the type of disorder were not collected as this information could not be readily retrieved from the PHIS in a format that allowed for analysis. A clinical pharmacist (D.O.E.) was trained to retrieve the data using the checklist. After the data entry, a detailed data audit process was conducted by a team of pharmacists to check for accuracy and consistency and any mistakes identified were corrected. All patients with a diagnosis of CAP who were managed empirically as ambulatory care patients within the study period were included in the study. There was no calculation of potential patient numbers for this study as there was no prior history. However, based on our experiences with inpatient studies in Ghana, and the envisaged number of patients that could potentially be sourced during the study period, we believed this study period would generate an acceptable number for analysis. Consequently, we included the medical records of all suitable patients for the review as long as they visited the ambulatory clinic of KMH within the study period and were diagnosed with CAP. The study outcome measure was adherence to treatment recommended for CAP in the Ghana STG and adopted by KMH DTC. An antibiotic prescription for empirical treatment of CAP at the ambulatory clinic was considered to have adhered to the guideline when either the first-line choice of antibiotics, i.e. a choice between oral amoxicillin with or without azithromycin, or erythromycin if patient is penicillin allergic, or a second-line choice of oral cefuroxime for both adult and children or oral doxycycline for adults was made.

Data analysis

All data collected were entered on Microsoft Excel version 2013 and imported into STATA version 14 (StataCorp, TX, USA) for analysis. The analysis comprised descriptive statistics as well as χ2 test of independence (or Fisher’s exact test where appropriate) to determine any association between the study outcome and the independent variables at a significance level of 95%. Multivariate logistic regression was subsequently conducted by including all independent variables that had statistically significant association with the outcome variable in the bivariate analysis. This was done to determine factors associated with adherence to the guideline while adjusting for possible confounders.

Ethical clearance

No formal ethical exemption was sought as there was no direct patient contact, and all data were anonymized and kept securely locked at all times accessible only to the researchers. Administrative approval was however given by the management of the hospital. This is in line with our previous study on antimicrobial use in the hospital.

Results

Overall, 1929 medical records of ambulatory patients diagnosed with CAP were considered over the 5 month study period from September 2018 to January 2019 (Table 1). The proportion of prescribers’ adherence to the Ghana STGs on the choice of antibiotics for CAP for ambulatory patients was 32.50% (n = 627/1929). In all, 62.50% of the patients whose records were reviewed were female, and most (41.84%) of them were young children (0–12 years) followed by 32.14% who were adults (19–60 years). Again, 73.70% were unmarried, 64.40% were unemployed and 97.15% had a valid NHI status.
Table 1.

Association between compliance with Ghana STGs for ambulatory pneumonia management and patients’ sociodemographic factors

VariableTotal, n (%)Compliance with STG
P value
yes, n (%)no, n (%)
Gender0.547
 male723 (37.50)241 (33.3)482 (66.7)
 female1206 (62.50)386 (32.0)820 (68.0)
Marital status 0.000
 single1422 (73.70)509 (35.80)913 (64.20)
 married507 (26.30)118 (23.30)389 (76.70)
Employment status 0.000
 employed687 (35.60)168 (24.50)519 (75.55)
 unemployed1242 (64.40)459 (37.00)783 (63.04)
Payment type0.229
 out-of-pocket55 (2.85)22 (40.00)33 (60.00)
 NHIS1874 (97.15)605 (32.30)1269 (67.70)
Age category 0.000
 0–12 years807 (41.84)332 (41.14)475 (58.86)
 13–18 years164 (8.50)68 (41.46)96 (58.54)
 19–60 years620 (32.14)146 (23.55)474 (76.45)
 >60 years338 (17.52)81 (23.96)257 (76.04)

Variables with P values highlighted in bold showed statistically significant association with adherence to guideline after χ2 test.

NHIS, National Health Insurance Scheme.

Association between compliance with Ghana STGs for ambulatory pneumonia management and patients’ sociodemographic factors Variables with P values highlighted in bold showed statistically significant association with adherence to guideline after χ2 test. NHIS, National Health Insurance Scheme. Of the study population, 7.31% representing 141 patients did not receive antibiotics as part of the treatment regimen for CAP. The major class of antibiotics that were prescribed for the ambulatory care management of CAP were the penicillins (73.71%; n = 1318) followed by cephalosporins (12.92%; n = 231) and macrolides (11.07%; n = 198) (Figure 1). The specific primary antibiotics that were frequently prescribed in descending order included co-amoxiclav, amoxicillin, cefuroxime and clarithromycin (Figure 2).
Figure 1.

Percentage of antibiotic classes prescribed for ambulatory management of CAP according to their ATC classification.

Figure 2.

Percentage of specific types of antibiotic prescribed for ambulatory management of CAP.

Percentage of antibiotic classes prescribed for ambulatory management of CAP according to their ATC classification. Percentage of specific types of antibiotic prescribed for ambulatory management of CAP.

Bivariate analysis between guideline adherence and patients’ characteristics

Adherence to guideline was statistically associated with marital status (P < 0.0001), employment status (P < 0.0001), age category of the patient (P < 0.0001), class of primary antibiotic (P < 0.0001), number of additional antibiotics to the primary antibiotic (P < 0.0001), duration of antibiotic use (P < 0.0001), respiratory symptom complained of (P < 0.0001), documentation of temperature (P < 0.0001), documentation of blood pressure (P < 0.0001), documentation of heart rate (P < 0.0001) and chest X-ray radiograph requested (P < 0.0001) (Tables 1 and 2).
Table 2.

Association between compliance with Ghana STGs for ambulatory pneumonia management and patients’ clinical parameters

VariableTotal, n (%)Compliance with STGs
P value
yes, n (%)no, n (%)
Guideline adherence1929627 (32.5)1302 (67.5)
Number of additional antibiotics
 none1636 (84.81)623 (38.1)1013 (61.9)0.000
 one289 (14.98)4 (1.4)285 (98.6)
 two4 (0.21)0 (0.0)4 (100.0)
Duration of antibiotics0.000
 1–7 days372 (19.28)203 (54.57)169 (45.43)
 8–15 days1557 (80.72)424 (27.23)1133 (72.77)
Previous exposure to antibiotic documented0.653
 yes42 (2.18)15 (35.71)27 (64.29)
 no1887 (97.82)612 (32.43)1275 (67.57)
CURB-65 documentation0.488
 yes1 (0.05)0 (0)1 (100)
 no1928 (99.95)627 (32.52)1301 (67.48)
Respiratory symptoms complained of 0.000*
 none368 (19.08)90 (24.46)278 (75.54)
 cough1482 (76.83)503 (33.94)979 (66.06)
 productive cough77 (3.99)33 (42.86)44 (57.14)
 nasal congestion2 (0.10)1 (50)1 (50)
Temperature recorded 0.000
 yes946 (49.04)373 (39.43)573 (60.57)
 no983 (50.96)254 (25.84)729 (74.16)
Blood pressure recorded 0.000
 yes1021 (52.93)247 (24.19)774 (74.81)
 no908 (47.07)380 (41.85)528 (58.15)
Heart rate recorded 0.000
 yes721 (37.38)188 (26.07)533 (73.93)
 no1208 (62.62)439 (36.34)769 (63.66)
Respiratory rate recorded0.276
 yes141 (7.31)40 (28.37)101 (71.63)
 no1788 (92.69)587 (32.83)1201 (67.17)
Chest X-ray requested 0.000
 yes694 (35.98)181 (26.08)513 (73.92)
 no1235 (64.02)446 (36.11)789 (63.89)
Full blood count requested0.358
 yes11 (0.57)5 (45.45)6 (54.55)
 no1918 (99.43)622 (32.43)1296 (67.57)

Variables with P values highlighted in bold showed statistically significant association with adherence to guideline after χ2 test and those with an asterisk (*) were obtained from Fisher’s exact test.

Association between compliance with Ghana STGs for ambulatory pneumonia management and patients’ clinical parameters Variables with P values highlighted in bold showed statistically significant association with adherence to guideline after χ2 test and those with an asterisk (*) were obtained from Fisher’s exact test.

Multivariate logistic regression between guideline adherence and patient characteristics

Table 3 shows results of adjusted ORs, confidence intervals and P values from the assessment of the predictors of adherence to STG using all the statistically significant characteristics from the bivariate analysis (Table 2). Clinicians’ adherence to the STGs for ambulatory care management of CAP was independently predicted by the number of additional antibiotics prescribed, duration of the primary antibiotic and documentations of respiratory symptoms, blood pressure, chest X-ray radiograph requested and previous exposure to an antibiotic within the past three months.
Table 3.

Logistic regression between independent variables that showed statistically significant association and guideline adherence status

Independent variablesaOR95% CI P value
Number of additional antibiotics prescribed
 none1.0
 one0.030.01–0.08 0.000
 two1.0
Duration of prescription of primary antibiotic (days)
 1–71.0
 8–150.330.25–0.42 0.000
Previous exposure to antibiotics (<3 months) documented
 no1.0
 yes2.411.09–5.33 0.029
Respiratory symptom documented
 none1.0
 cough1.290.96–1.720.086
 productive cough2.021.15–3.55 0.015
 nasal congestion6.400.39–106.410.195
Blood pressure documented
 no1.0
 yes0.390.23–0.68 0.001
Chest X-ray request documented
 no1.0
 yes0.710.55–0.91 0.007

Variables that did not show significant association after the logistic regression analysis—including patient age, marital status, employment status, temperature recorded and heart rate recorded—were excluded from the table above.

Variables with P values highlighted in bold showed statistically significant association with adherence to guideline (P < 0.05).

aOR, adjusted OR.

Logistic regression between independent variables that showed statistically significant association and guideline adherence status Variables that did not show significant association after the logistic regression analysis—including patient age, marital status, employment status, temperature recorded and heart rate recorded—were excluded from the table above. Variables with P values highlighted in bold showed statistically significant association with adherence to guideline (P < 0.05). aOR, adjusted OR.

Discussion

Adherence to STGs has been shown to be an important strategic intervention to enhance the quality of prescribing with beneficial consequences, including a reduction in mortality and the cost of healthcare provision.,, The study showed that the rate of adherence to the locally adapted Ghana STGs for ambulatory care management of CAP was 32.5%. This is a concern given the high adherence rates to empirical guidelines on antimicrobial prescribing for inpatients seen in our earlier study in the same hospital. In addition, it falls short of the target of 80% adherence established by WHO in their INRUD criteria that has often been used by Governments and others in Botswana and Namibia when reviewing the performance of ambulatory care clinics.,, However, this low level of adherence is similar to studies conducted by Huijts et al. (2013) when CURB-65 severity classification for CAP was used as well as Salih et al. (2014). Non-adherence to guidelines has been observed to be both intentional and unintentional as many prescribers find it difficult to keep pace with rapidly changing advancements in pharmacotherapy coupled with busy clinics, inaccessible STGs, lack of training on appropriate use of guidelines, clinicians’ skepticism about scientific accuracy of guideline recommendations, issues about guidelines infringing on autonomy in clinical care, lack of auditing and follow-up, and sometimes an unwillingness to change well-established prescribing behaviours especially if linked to financial incentives.,, Having said this, we are aware that regular follow-up of guidelines, including benchmarking of adherence rates, enhances adherence rates in practice as seen in Scotland and Sweden.,, In addition, easy-to-follow and up-to-date guidelines, coupled with support systems for continuing education, enhances their use among African countries. It has been observed that regular involvement of pharmacists in clinical care in the hospitals in Ghana increased adherence rates in previous studies;, however, this was lacking in ambulatory care. We believe that these documented reasons may have contributed to the observed low adherence rates; however, these were not assessed in this study. We will be following this up in future research projects. However, one potential reason that may have accounted for the low level of adherence in our study may be due to prescribers’ reluctance to admit patients with severe symptoms due to a number of factors, including inconvenience and cost. This may have resulted in high prescribing rates of co-amoxiclav (Figure 2), an antibiotic that is not recommended by the Ghana STG for outpatient management of CAP, despite being reserved for inpatients. The high usage of co-amoxiclav for ambulatory patients with CAP may also be due to prescriber’s preference for antibiotics with a broader spectrum for empirical treatment. Overall, an appreciable number of patients (47.37%) received co-amoxiclav for CAP versus 26.17% who received amoxicillin. This is similar to observations by Gasson et al. (2018) who found that one of the commonest reasons for non-adherence to STGs is the prescribing of antibiotic that is not recommended for the diagnosis. In the Ghana STG, a high dose of oral amoxicillin is preferred as the first-line empirical choice for ambulatory care management of CAP while parenteral co-amoxiclav followed by its oral dosage form are reserved for inpatients based on their CURB-65 score as the patient’s condition improves and they can tolerate oral antibiotics. The reasons for the observed low adherence rates are still not fully clear and will be followed up. Encouragingly, the study showed a high rate (73.71%) of prescriptions for penicillins (mainly amoxicillin and co-amoxiclav), which were mainly broad spectrum for the management of CAP and belonged to the Access category of the WHO AWaRe classification of antibiotics (Figure 2). This observation is appropriate for empirical treatment due to the known spectrum nature of bacteria commonly implicated in CAP and the low association of this category of antibiotics with AMR development. The number of antibiotics prescribed and documentation of past exposure to antibiotics within 3 months were associated with STG adherence. The study showed that those who received more than one antibiotic, together with those who had had a past exposure to antibiotics within the past 3 months, were less likely to be prescribed STG-recommended antibiotics for ambulatory care management of their CAP. This finding is important because the STG recommends the prescription of amoxicillin (or erythromycin in penicillin-allergic patients) as first-line treatment and cefuroxime or doxycycline as second line treatment for CAP at the ambulatory clinic as STG adherent. This preferred stepwise use of antibiotics may t change depending on which of these options the patient has been exposed to within past three months. Prescribers who are aware of these essential requirements in the STGs are more likely to adhere to them, especially if prescribing practices are being regularly reviewed., Blood pressure (BP) was recorded in more than half of the patients and the rate of documentation of this patient vital was independently associated with adherence to the STG. This implies that prescribers may have used raw BP data in their clinical decisions instead of using it for CURB-65 score calculation since the documentation of the latter was relatively low. However, further studies are needed before we can make any definitive statements. Our study showed though that there was very poor recording of the CURB-65 score, which is of particular concern since the STG antibiotic recommendations are based on this score. This score is useful because it incorporates patients’ mental status, levels of blood urea nitrogen, respiratory rate, systolic blood pressure and age to determine the severity of CAP and therefore the choice of antibiotics. Chest X-rays were requested for about one-third of the patients with less than 30% of these being adherent to the Ghana STG, which is also a concern. This is because chest X-rays were most likely requested for patients with severe symptoms who were mostly prescribed co-amoxiclav instead of amoxicillin at the ambulatory clinic. These observations may partly explain why documentation of patients’ BP, heart rate and temperature by clinicians were associated with the choice of antibiotics for empirical treatment of ambulatory patients with CAP (Table 2). Other important patient data were included in the study such as marital status, employment status, and payment type as they partly influence the sociocultural and economic status of the patient. These were included because some studies have shown how socioeconomic status (SES) of patients may influence patients’ early access to healthcare, especially those in LMICs. A prescriber’s choice of antibiotics may therefore be guided by issues of affordability. It has been observed that patients may be given guideline-recommended antibiotics usually covered by NHI in Ghana to reduce cost barriers to access of care and medicines while those with high SES may be prescribed antibiotics outside of guidelines which are sometimes originators to be purchased out-of-pocket., However, our study showed that these SES factors did not independently predict prescribers’ choice of antibiotics despite a high percentage of co-payments observed among patients in Ghana having valid NHI. We acknowledge a number of limitations with this study mainly due to the nature of data collection and the non-availability of some pertinent information in the patient medical records for analysis. These include the inability to collect details of the type of prescribers to understand the rationale behind their choice of antibiotics, the retrospective nature of the study, the lack of data on the availability of the recommended antibiotics within this public healthcare facility, co-morbidities and the lack of estimation of the sample size. Having said this, we believe the large sample size reported provides important cross-sectional data regarding antibiotic prescribing practices and associated factors in ambulatory care within an African country with concerns with AMR. Further studies though delineating these factors are needed.

Conclusions

The rate of adherence to Ghana STGs among the study population was suboptimal compared with WHO/INRUD guidance as well as guidance from other African countries. Adherence was associated with the duration of the primary antibiotic, number of additional antibiotics prescribed and the documentation of patients’ BP, respiratory symptoms, chest X-ray requests and previous exposure to antibiotics. Prescribers must be trained and encouraged to be conversant with agreed STGs to improve future antibiotic prescribing. Alongside this, barriers to their acceptance and utilization must be ascertained and addressed to reduce future inappropriate selection of antibiotics for the empirical management of CAP, especially in ambulatory care.

Funding

This study was conducted as part of our routine work.

Transparency declarations

None to declare.
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Journal:  Int J Environ Res Public Health       Date:  2022-09-29       Impact factor: 4.614

5.  Management of Children Admitted to Hospitals across Bangladesh with Suspected or Confirmed COVID-19 and the Implications for the Future: A Nationwide Cross-Sectional Study.

Authors:  Kona Chowdhury; Mainul Haque; Nadia Nusrat; Nihad Adnan; Salequl Islam; Afzalunnessa Binte Lutfor; Dilara Begum; Arif Rabbany; Enamul Karim; Abdul Malek; Nasim Jahan; Jesmine Akter; Sumala Ashraf; Mohammad Nazmul Hasan; Mahmuda Hassan; Najnin Akhter; Monika Mazumder; Nazmus Sihan; Nurun Naher; Shaheen Akter; Sifat Uz Zaman; Tanjina Chowdhury; Jebun Nesa; Susmita Biswas; Mohammod Didarul Islam; Al Mamun Hossain; Habibur Rahman; Palash Kumar Biswas; Mohammed Shaheen; Farah Chowdhury; Santosh Kumar; Amanj Kurdi; Zia Ul Mustafa; Natalie Schellack; Marshall Gowere; Johanna C Meyer; Sylvia Opanga; Brian Godman
Journal:  Antibiotics (Basel)       Date:  2022-01-14

6.  Challenges and Innovations Brought about by the COVID-19 Pandemic Regarding Medical and Pharmacy Education Especially in Africa and Implications for the Future.

Authors:  Ayukafangha Etando; Adefolarin A Amu; Mainul Haque; Natalie Schellack; Amanj Kurdi; Alian A Alrasheedy; Angela Timoney; Julius C Mwita; Godfrey Mutashambara Rwegerera; Okwen Patrick; Loveline Lum Niba; Baffour Boaten Boahen-Boaten; Felicity Besong Tabi; Olufunke Y Amu; Joseph Acolatse; Robert Incoom; Israel Abebrese Sefah; Anastasia Nkatha Guantai; Sylvia Opanga; Ibrahim Chikowe; Felix Khuluza; Dan Kibuule; Francis Kalemeera; Ester Hango; Jennie Lates; Joseph Fadare; Olayinka O Ogunleye; Zikria Saleem; Frasia Oosthuizen; Werner Cordier; Moliehi Matlala; Johanna C Meyer; Gustav Schellack; Amos Massele; Oliver Ombeva Malande; Aubrey Chichonyi Kalungia; James Sichone; Sekelani S Banda; Trust Zaranyika; Stephen Campbell; Brian Godman
Journal:  Healthcare (Basel)       Date:  2021-12-13
  6 in total

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