<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    pp
   </journal-id>
   <journal-title-group>
    <journal-title>
     Pharmacology &amp; Pharmacy
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2157-9423
   </issn>
   <issn publication-format="print">
    2157-9431
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/pp.2025.161001
   </article-id>
   <article-id pub-id-type="publisher-id">
    pp-138735
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Chemistry 
     </subject>
     <subject>
       Materials Science, Medicine 
     </subject>
     <subject>
       Healthcare
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Surveillance of Antibiotic Use and Adherence to the WHO/INRUD Core Prescribing Indicators at a Primary Healthcare Hospital in Southern Zambia: Opportunities for Antimicrobial Stewardship Programs
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Steward
      </surname>
      <given-names>
       Mudenda
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Ronald
      </surname>
      <given-names>
       Simbaya
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Given
      </surname>
      <given-names>
       Moonga
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff2"> 
      <sup>2</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Florence
      </surname>
      <given-names>
       Mwaba
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff3"> 
      <sup>3</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Mildred
      </surname>
      <given-names>
       Zulu
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff3"> 
      <sup>3</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Rabecca
      </surname>
      <given-names>
       Tembo
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff3"> 
      <sup>3</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Harriet K.
      </surname>
      <given-names>
       Chiyangi
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff4"> 
      <sup>4</sup>
     </xref> 
     <xref ref-type="aff" rid="aff5"> 
      <sup>5</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Pipina
      </surname>
      <given-names>
       Vlahakis
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff6"> 
      <sup>6</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Shafiq
      </surname>
      <given-names>
       Mohamed
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff7"> 
      <sup>7</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Adriano Focus
      </surname>
      <given-names>
       Lubanga
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff8"> 
      <sup>8</sup>
     </xref> 
     <xref ref-type="aff" rid="aff9"> 
      <sup>9</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Manal Hadi Ghaffoori
      </surname>
      <given-names>
       Kanaan
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff10"> 
      <sup>10</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Maisa
      </surname>
      <given-names>
       Kasanga
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff11"> 
      <sup>11</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Ngoni Veddie
      </surname>
      <given-names>
       Muzondo
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff12"> 
      <sup>12</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Nathan
      </surname>
      <given-names>
       Mugenyi
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff13,14"> 
      <sup>13,14</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Webrod
      </surname>
      <given-names>
       Mufwambi
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
   </contrib-group> 
   <aff id="aff1">
    <addr-line>
     aDepartment of Pharmacy, School of Health Sciences, University of Zambia, Lusaka, Zambia
    </addr-line> 
   </aff> 
   <aff id="aff2">
    <addr-line>
     aCentre for International Health, Ludwig-Maximilians-Universität München, Munich, Germany
    </addr-line> 
   </aff> 
   <aff id="aff3">
    <addr-line>
     aDepartment of Pathology and Microbiology, School of Medicine, University of Zambia, Lusaka, Zambia
    </addr-line> 
   </aff> 
   <aff id="aff4">
    <addr-line>
     aDirectorate of Medical Research and Development, Zambia Army Medical Services Branch, Lusaka, Zambia
    </addr-line> 
   </aff> 
   <aff id="aff5">
    <addr-line>
     aDepartment of Biomedical Sciences, Defence School of Health Sciences, Lusaka, Zambia
    </addr-line> 
   </aff> 
   <aff id="aff6">
    <addr-line>
     aLusaka, Zambia
    </addr-line> 
   </aff> 
   <aff id="aff7">
    <addr-line>
     aMedicines Management and Pharmacy Services, St. James University Hospital, Leeds Teaching Hospitals NHS Trust, Leeds, West Yorkshire, UK
    </addr-line> 
   </aff> 
   <aff id="aff8">
    <addr-line>
     aEducation and Research, Clinical Research Education and Management Services (CREAMS), Lilongwe, Malawi
    </addr-line> 
   </aff> 
   <aff id="aff9">
    <addr-line>
     aDepartment of Clinical Services, Kamuzu Central Hospital (KCH), Lilongwe, Malawi
    </addr-line> 
   </aff> 
   <aff id="aff10">
    <addr-line>
     aDepartment of Nursing, Technical Institute of Suwaria, Middle Technical University, Baghdad, Iraq
    </addr-line> 
   </aff> 
   <aff id="aff11">
    <addr-line>
     aDepartment of Epidemiology and Biostatistics, School of Public Health, Zhengzhou University, Zhengzhou, China
    </addr-line> 
   </aff> 
   <aff id="aff12">
    <addr-line>
     aHarare Institute of Technology, Ganges Road, Belvedere, Harare, Zimbabwe
    </addr-line> 
   </aff> 
   <aff id="aff13">
    <addr-line>
     aFaculty of Medicine, Mbarara University of Science and Technology, Mbarara, Uganda
    </addr-line> 
   </aff> 
   <aff id="aff14">
    <addr-line>
     aDepartment of Pharmacy, Faculty of Health Sciences, Victoria University, Kampala, Uganda
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     06
    </day> 
    <month>
     01
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    16
   </volume> 
   <issue>
    01
   </issue>
   <fpage>
    1
   </fpage>
   <lpage>
    19
   </lpage>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    <b>Background: </b>The irrational use of medicines remains a key health problem in many developing countries. The overuse of antibiotics is a key driver of antimicrobial resistance (AMR). This study surveyed antibiotic use and adherence to the World Health Organization (WHO) prescribing indicators at the Request Muntanga Hospital in the Kalomo District of Southern Province, Zambia. 
    <b>Materials and </b>
    <b>Methods</b>
    <b>: </b>This cross-sectional study was conducted from July 2023 to September 2023 at Request Muntanga Hospital in Zambia and reviewed 600 medical record prescriptions which were issued from July 1, 2022 to June 30, 2023 using the WHO prescribing indicators. The collected data were analyzed using Statistical Package for Social Sciences version 23.0. 
    <b>Results:</b> From the 600 prescriptions sampled, 1246 medicines were prescribed, with antibiotics making up 86.7% of the encounters. Additionally, the average number of drugs prescribed per encounter was 2.1 and the prevalence of polypharmacy was 61.3%. Further, 17.8% of medicines were prescribed as injectables. Furthermore, 76.7% of the drugs were prescribed from the Zambia Essential Medicines List and 38.9% by generic names. 
    <b>Conclusions: </b>This study found a high use of antibiotics and deviations from the WHO/International Network of Rational Use of Drugs (INRUD) core prescribing indicators at the Request Muntanga Hospital indicating non-adherence to the prescribing indicators. There is a need to promote adherence to the WHO/INRUD core prescribing indicators to promote the rational use of antibiotics and prevent the emergence and spread of AMR. 
   </abstract>
   <kwd-group> 
    <kwd>
     WHO Prescribing Indicators
    </kwd> 
    <kwd>
      Antimicrobial Resistance
    </kwd> 
    <kwd>
      Antibiotic Use
    </kwd> 
    <kwd>
      Polypharmacy
    </kwd> 
    <kwd>
      Surveillance
    </kwd> 
    <kwd>
      Zambia
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>The use of medicines in healthcare facilities is essential for treating various diseases <xref ref-type="bibr" rid="scirp.138735-1">
     [1]
    </xref> <xref ref-type="bibr" rid="scirp.138735-2">
     [2]
    </xref>. However, evidence has shown that medicines have been used irrationally in managing diseases <xref ref-type="bibr" rid="scirp.138735-3">
     [3]
    </xref> <xref ref-type="bibr" rid="scirp.138735-4">
     [4]
    </xref>. Irrational use of medicines occurs with polypharmacy, with the use of wrong or ineffective medicines, or with underuse or incorrect use of effective drugs <xref ref-type="bibr" rid="scirp.138735-5">
     [5]
    </xref>. These actions can adversely impact the quality of medical therapy and cost, and they may also cause adverse drug reactions or negative psychosocial impacts <xref ref-type="bibr" rid="scirp.138735-6">
     [6]
    </xref>. Alongside this, irrational use of medicines can give rise to many problems, including increased mortality, morbidity, poor treatment outcomes and wastage of healthcare resources <xref ref-type="bibr" rid="scirp.138735-3">
     [3]
    </xref>.</p>
   <p>The impact of irrational use of medicines is a global public health problem that may influence the resistance of pathogens to antimicrobials, the risk of hospitalization, increased costs, adverse effects, and waste of resources <xref ref-type="bibr" rid="scirp.138735-7">
     [7]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-10">
     [10]
    </xref>. The World Health Organization (WHO) reported that approximately 50% of all medicines are prescribed irrationally <xref ref-type="bibr" rid="scirp.138735-11">
     [11]
    </xref> <xref ref-type="bibr" rid="scirp.138735-12">
     [12]
    </xref>. Hence, to promote the rational use of medicines in healthcare facilities, the WHO in collaboration with the International Network of Rational Use of Drugs (INRUD) developed core drug prescribing and use indicators <xref ref-type="bibr" rid="scirp.138735-13">
     [13]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-15">
     [15]
    </xref>. The WHO and stakeholders concluded that to promote rational use of medicines, patients should receive medications appropriate to their clinical needs, in doses that meet their requirements, for an adequate period, and at the lowest cost to them and their community <xref ref-type="bibr" rid="scirp.138735-16">
     [16]
    </xref>.</p>
   <p>The WHO’s core drug use indicators include prescribing indicators, patient care indicators and health facility indicators <xref ref-type="bibr" rid="scirp.138735-13">
     [13]
    </xref> <xref ref-type="bibr" rid="scirp.138735-17">
     [17]
    </xref>. Drug use indicators are a set of standardized indices used to measure drug use in hospitals <xref ref-type="bibr" rid="scirp.138735-18">
     [18]
    </xref>. Medicine use indicators provide a measure of the optimal use of medicines and can help in correcting deviations based on the expected standards <xref ref-type="bibr" rid="scirp.138735-19">
     [19]
    </xref>. The WHO defines rational use of medicines as giving the right medicine, for the right patient, at the right dose, for the right duration and at the right (lowest) cost to them and their community <xref ref-type="bibr" rid="scirp.138735-20">
     [20]
    </xref>. Different studies have shown that most medicines are inappropriately prescribed or dispensed <xref ref-type="bibr" rid="scirp.138735-12">
     [12]
    </xref> <xref ref-type="bibr" rid="scirp.138735-20">
     [20]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-22">
     [22]
    </xref>. Moreover, the association between increased misuse of antibiotics and the emergence and spread of resistant microorganisms has been confirmed by many studies <xref ref-type="bibr" rid="scirp.138735-23">
     [23]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-25">
     [25]
    </xref>.</p>
   <p>Prescribing indicators measure the performance of healthcare providers in several key dimensions related to the appropriate use of medicines <xref ref-type="bibr" rid="scirp.138735-14">
     [14]
    </xref> <xref ref-type="bibr" rid="scirp.138735-26">
     [26]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-28">
     [28]
    </xref>. The indicators are based on the practices observed in a sample of clinical encounters taking place in hospitals for the treatment of acute and chronic illness <xref ref-type="bibr" rid="scirp.138735-29">
     [29]
    </xref>. These include the average number of drugs per encounter which measures the degree of polypharmacy; the percentage of drugs prescribed by generic name which measures the tendency to prescribe by generic name; the percentage of encounters with an antibiotic prescribed and an injection prescribed which measures the overall use of two important but commonly overused and costly forms of drug therapy; and the percentage of drugs prescribed from the Essential Medicines List (EML) <xref ref-type="bibr" rid="scirp.138735-30">
     [30]
    </xref> <xref ref-type="bibr" rid="scirp.138735-31">
     [31]
    </xref>.</p>
   <p>Rational medicine use (RMU) is essential to optimize the quality of healthcare delivery and resource utilization <xref ref-type="bibr" rid="scirp.138735-32">
     [32]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-34">
     [34]
    </xref>. Consequently, studies have shown that prescribing indicators for the African region deviate significantly from the WHO recommendations <xref ref-type="bibr" rid="scirp.138735-13">
     [13]
    </xref> <xref ref-type="bibr" rid="scirp.138735-21">
     [21]
    </xref> <xref ref-type="bibr" rid="scirp.138735-22">
     [22]
    </xref> <xref ref-type="bibr" rid="scirp.138735-35">
     [35]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-39">
     [39]
    </xref>. Notably, the deviations from the WHO recommended indicators in low- and middle-income countries (LMICs) could be because of an increased burden of infectious diseases, shortages of medicines, and understaffing of competent healthcare professionals <xref ref-type="bibr" rid="scirp.138735-5">
     [5]
    </xref> <xref ref-type="bibr" rid="scirp.138735-13">
     [13]
    </xref> <xref ref-type="bibr" rid="scirp.138735-39">
     [39]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-42">
     [42]
    </xref>. Consequently, a shortage of medicines in healthcare facilities causes prescribers to usually prescribe irrationally <xref ref-type="bibr" rid="scirp.138735-43">
     [43]
    </xref> <xref ref-type="bibr" rid="scirp.138735-44">
     [44]
    </xref>.</p>
   <p>The overuse and misuse of antibiotics contribute to the emergence of antimicrobial resistance (AMR) which tends to be a global public health threat <xref ref-type="bibr" rid="scirp.138735-45">
     [45]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-47">
     [47]
    </xref>. The high prescribing of antibiotics has been reported in other studies <xref ref-type="bibr" rid="scirp.138735-3">
     [3]
    </xref> <xref ref-type="bibr" rid="scirp.138735-48">
     [48]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-50">
     [50]
    </xref>. This is of great concern because most prescribed antibiotics tend to be inappropriate, especially in LMICs <xref ref-type="bibr" rid="scirp.138735-21">
     [21]
    </xref> <xref ref-type="bibr" rid="scirp.138735-22">
     [22]
    </xref> <xref ref-type="bibr" rid="scirp.138735-51">
     [51]
    </xref> <xref ref-type="bibr" rid="scirp.138735-52">
     [52]
    </xref>. Therefore, there is a strong need for strategies to be instigated to address this problem and reduce the emergence and spread of AMR <xref ref-type="bibr" rid="scirp.138735-53">
     [53]
    </xref> <xref ref-type="bibr" rid="scirp.138735-54">
     [54]
    </xref>. The development and implementation of antimicrobial stewardship (AMS) programs in hospitals are very essential to address the problem of AMR Furthermore, to curb AMR, countries must develop and implement their National Action Plans (NAPs), as guided by the Global Action Plan (GAP) on AMR <xref ref-type="bibr" rid="scirp.138735-55">
     [55]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-58">
     [58]
    </xref>. Alongside this, hospitals must adhere to the set prescribing guidelines and antibiotic use following the WHO Access, Watch, and Reserve (AWaRe) classification of antibiotics <xref ref-type="bibr" rid="scirp.138735-59">
     [59]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-64">
     [64]
    </xref>. The AWaRe framework promotes the rational use of antibiotics in healthcare facilities to prevent the emergence and spread of AMR <xref ref-type="bibr" rid="scirp.138735-60">
     [60]
    </xref> <xref ref-type="bibr" rid="scirp.138735-63">
     [63]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-65">
     [65]
    </xref>.</p>
   <p>In Zambia, despite the Zambian National Drug Policy's emphasis on promoting good practices, there exists a notable gap in information regarding Rational Medicine Use (RMU). Additionally, this is evidenced by several studies that highlighted instances of inappropriate prescribing practices <xref ref-type="bibr" rid="scirp.138735-21">
     [21]
    </xref> <xref ref-type="bibr" rid="scirp.138735-22">
     [22]
    </xref> <xref ref-type="bibr" rid="scirp.138735-25">
     [25]
    </xref> <xref ref-type="bibr" rid="scirp.138735-35">
     [35]
    </xref> <xref ref-type="bibr" rid="scirp.138735-36">
     [36]
    </xref> <xref ref-type="bibr" rid="scirp.138735-44">
     [44]
    </xref> <xref ref-type="bibr" rid="scirp.138735-66">
     [66]
    </xref> <xref ref-type="bibr" rid="scirp.138735-67">
     [67]
    </xref>. Consequently, there is still a paucity of information on the prescribing of medicines using the WHO/INRUD prescribing indicators in hospitals in Zambia. Therefore, this study evaluated the prevalence of antibiotic use and adherence to the WHO prescribing indicators at the Request Muntanga Hospital in the Kalomo district of Southern Province, Zambia.</p>
  </sec><sec id="s2">
   <title>2. Materials and Methods</title>
   <sec id="s2_1">
    <title>
     <xref ref-type="bibr" rid="scirp.138735-"></xref>2.1. Study Design, Period, Site, and Population</title>
    <p>This was a cross-sectional study that was conducted in July 2023 by reviewing medical prescriptions for the period from July 1, 2022, to June 30, 2023. The study was carried out at the Request Muntanga Hospital in Kalomo District, Southern Province, Zambia. Kalomo District had a total human population of approximately 274,640 of which 134,317 were males and 140,323 were females <xref ref-type="bibr" rid="scirp.138735-68">
      [68]
     </xref>. Request Muntanga First Level Hospital is the largest and only first-level hospital in Kalomo district providing medical services to the people of this area. With no reports of studies conducted in Kalomo district on the adherence to WHO/INRUD core prescribing indicators at a hospital, we chose to enroll this hospital in our study and utilize the findings to instigate strategies to promote rational prescribing and the use of medicines.</p>
   </sec>
   <sec id="s2_2">
    <title>
     <xref ref-type="bibr" rid="scirp.138735-"></xref>2.2. Sampling Technique and Sample Size Determination</title>
    <p>This study reviewed a total of 600 prescriptions following the WHO recommendation <xref ref-type="bibr" rid="scirp.138735-14">
      [14]
     </xref>. This recommendation was also adopted and utilised in previous studies <xref ref-type="bibr" rid="scirp.138735-69">
      [69]
     </xref> <xref ref-type="bibr" rid="scirp.138735-70">
      [70]
     </xref>. Overall, 30,000 prescriptions were obtained for the period 1<sup>st</sup> July 2022 to 30<sup>th</sup> June 2023 at Request Muntanga Hospital. To obtain the required interval of sampling, the total number of prescriptions obtained (30,000) was divided by the recommended sample size of 600 which gave an interval of 50. Therefore, we used systematic random sampling at an interval of 50 to select the required prescriptions that met the inclusion criteria.</p>
   </sec>
   <sec id="s2_3">
    <title>
     <xref ref-type="bibr" rid="scirp.138735-"></xref>2.3. Data Collection Tool</title>
    <p>A validated WHO prescribing indicator form was used to review medical prescriptions <xref ref-type="bibr" rid="scirp.138735-14">
      [14]
     </xref> <xref ref-type="bibr" rid="scirp.138735-15">
      [15]
     </xref>. Data collection was carried out in July 2023 at the Request Muntanga Hospital with prescribing encounter records from 1<sup>st</sup> July 2022 to 30<sup>th</sup> June 2023. Further, we used the Zambia Standard Treatment Guidelines to check whether the medicines were prescribed using their generic names <xref ref-type="bibr" rid="scirp.138735-71">
      [71]
     </xref>. Furthermore, we used the Zambian Essential Medicines List (ZEML) to check whether the prescribed medicines were from the EML <xref ref-type="bibr" rid="scirp.138735-72">
      [72]
     </xref>.</p>
   </sec>
   <sec id="s2_4">
    <title>
     <xref ref-type="bibr" rid="scirp.138735-"></xref>2.4. Data Analysis</title>
    <p>The collected data from the medical prescriptions was entered into a Microsoft Excel Spreadsheet and analysed using IBM SPSS version 23.0. We used descriptive statistics to summarize the sociodemographics of patient information and prescribing patterns of medicines. To evaluate the prescribing patterns of medicines, the WHO/INRUD core prescribing indicators were used including the average number of medicines prescribed per encounter (reference range 1.6 - 1.8), the percentage of encounters in which antibiotics were prescribed (reference range 20.0% - 26.8%), the percentage of encounters in which injections were prescribed (reference range 20.0% - 26.8%), the percentage of medicines prescribed in generic names (reference value 100%), and the percentage of medicines prescribed from the ZEML (reference value 100%).</p>
   </sec>
   <sec id="s2_5">
    <title>
     <xref ref-type="bibr" rid="scirp.138735-"></xref>2.5. Ethical Approval</title>
    <p>
     <xref ref-type="bibr" rid="scirp.138735-"></xref>Ethical approval was sought from the University of Zambia Health Sciences Research Ethics Committee (UNZAHSREC), protocol ID: 202301270005. Permission to conduct a research study was obtained from the Senior Medical Superintendent at Request Muntanga Hospital. This study did not involve human subjects. Hence, there was no harm to people as only the essential drug list or institutional formulary and prescriptions were used. Confidentiality was maintained throughout the study. The collected data did not indicate patient names but they were assigned numbers and initials only.</p>
   </sec>
  </sec><sec id="s3">
   <title>3. Results</title>
   <sec id="s3_1">
    <title>3.1. Sociodemographic Characteristics of Sampled Medical Prescriptions at Request Muntanga Hospital, July 1, 2022-June 30, 2023</title>
    <p>This study reviewed a total of 600 prescriptions. The majority of patient prescriptions came from females (54%) and most patients were aged between 21 - 35 years (<xref ref-type="table" rid="table1">
      Table 1
     </xref>).</p>
   </sec>
   <sec id="s3_2">
    <title>3.2. Number of Drugs per Prescribing Encounters (Degree of Polypharmacy) at Request Muntanga Hospital, July 1, 2022-June 30, 2023</title>
    <p>This study found that 38.7% of encounters had one drug. Further, 29% of encounters had two drugs and 19.5% had three drugs. Furthermore, 12.8% of encounters had four or more drugs (<xref ref-type="fig" rid="fig1">
      Figure 1
     </xref>). Consequently, these findings indicated that 61.3% of the encounters were polypharmacy.</p>
   </sec>
   <sec id="s3_3">
    <title>3.3. Total Number of Antibiotics per Prescribing Encounter</title>
    <p>This study found that 50.3% of the encounters had one antibiotic while 34% did not have any antibiotic. Further, 10.7% of the encounters had two antibiotics and 5% had three antibiotics (<xref ref-type="fig" rid="fig2">
      Figure 2
     </xref>). As a result, polypharmacy with antibiotics was found to be 15.7%.</p>
    <table-wrap id="table1">
     <label>
      <xref ref-type="table" rid="table1">
       Table 1
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.138735-"></xref>Table 1. Sociodemographic characteristics of participants.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td aleft"><p style="text-align:left">Characteristics</p></td> 
       <td class="custom-bottom-td acenter"><p style="text-align:center">Frequency (N = 600)</p></td> 
       <td class="custom-bottom-td acenter"><p style="text-align:center">Percentage (%)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td aleft"><p style="text-align:left">Gender</p></td> 
       <td class="custom-top-td acenter"><p style="text-align:center"></p></td> 
       <td class="custom-top-td acenter"><p style="text-align:center"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft"><p style="text-align:left">Female</p></td> 
       <td class="acenter"><p style="text-align:center">324</p></td> 
       <td class="acenter"><p style="text-align:center">54</p></td> 
      </tr> 
      <tr> 
       <td class="aleft"><p style="text-align:left">Male</p></td> 
       <td class="acenter"><p style="text-align:center">276</p></td> 
       <td class="acenter"><p style="text-align:center">46</p></td> 
      </tr> 
      <tr> 
       <td class="aleft"><p style="text-align:left">Age category</p></td> 
       <td class="acenter"><p style="text-align:center"></p></td> 
       <td class="acenter"><p style="text-align:center"></p></td> 
      </tr> 
      <tr> 
       <td class="aleft"><p style="text-align:left">0 - 1 year</p></td> 
       <td class="acenter"><p style="text-align:center">32</p></td> 
       <td class="acenter"><p style="text-align:center">5.3</p></td> 
      </tr> 
      <tr> 
       <td class="aleft"><p style="text-align:left">2 - 12 years</p></td> 
       <td class="acenter"><p style="text-align:center">77</p></td> 
       <td class="acenter"><p style="text-align:center">12.8</p></td> 
      </tr> 
      <tr> 
       <td class="aleft"><p style="text-align:left">13 - 20 years</p></td> 
       <td class="acenter"><p style="text-align:center">112</p></td> 
       <td class="acenter"><p style="text-align:center">18.7</p></td> 
      </tr> 
      <tr> 
       <td class="aleft"><p style="text-align:left">21 - 35 years</p></td> 
       <td class="acenter"><p style="text-align:center">184</p></td> 
       <td class="acenter"><p style="text-align:center">30.7</p></td> 
      </tr> 
      <tr> 
       <td class="aleft"><p style="text-align:left">36 - 55 years</p></td> 
       <td class="acenter"><p style="text-align:center">129</p></td> 
       <td class="acenter"><p style="text-align:center">21.5</p></td> 
      </tr> 
      <tr> 
       <td class="aleft"><p style="text-align:left">Above 55 years</p></td> 
       <td class="acenter"><p style="text-align:center">65</p></td> 
       <td class="acenter"><p style="text-align:center">10.8</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <fig id="fig1" position="float">
     <label>Figure 1</label>
     <caption>
      <title>Figure 1. Number of drugs per prescribing encounter (Degree of polypharmacy) in Southern province selected hospital, Request Muntanga Hospital, July 1, 2022-June 30, 2023.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2501533-rId17.jpeg?20250114105322" />
    </fig>
    <fig id="fig2" position="float">
     <label>Figure 2</label>
     <caption>
      <title>Figure 2. Total number of antibiotics per prescribing encounter.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/2501533-rId18.jpeg?20250114105322" />
    </fig>
   </sec>
   <sec id="s3_4">
    <title>3.4. Summary of Results at the Request Muntanga Hospital in Southern Province, July 1, 2022-Jun 30, 2023</title>
    <p>In Summary, a total of 1246 medicines were prescribed at Request Muntanga Hospital between July 1, 2022 and June 30, 2023. The average number of medicines prescribed per prescription was 2.1. In 520 encounters, 86.7% of the prescriptions included antibiotics. One hundred and seven prescriptions contained injections totaling 17.8%. Additionally, 485 (38.9%) medicines were prescribed by generic name. Finally, 76.7% of medicines prescribed were from the ZEML (<xref ref-type="table" rid="table2">
      Table 2
     </xref>).</p>
    <table-wrap id="table2">
     <label>
      <xref ref-type="table" rid="table2">
       Table 2
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.138735-"></xref>Table 2. Summary of results obtained at the Request Muntanga Hospital, July 1, 2022-June 30, 2023.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td aleft" width="52.40%"><p style="text-align:left">Prescribing indicators assessed</p></td> 
       <td class="custom-bottom-td acenter" width="15.41%"><p style="text-align:center">Total drugs/encounter</p></td> 
       <td class="custom-bottom-td acenter" width="13.30%"><p style="text-align:center">Average %</p></td> 
       <td class="custom-bottom-td acenter" width="18.90%"><p style="text-align:center">WHO Standard Value</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td aleft" width="52.40%"><p style="text-align:left">1. Average number of medicines prescribed</p></td> 
       <td class="custom-top-td acenter" width="15.41%"><p style="text-align:center">1246</p></td> 
       <td class="custom-top-td acenter" width="13.30%"><p style="text-align:center">2.1</p></td> 
       <td class="custom-top-td acenter" width="18.90%"><p style="text-align:center">(1.6 - 1.8)</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="52.40%"><p style="text-align:left">2. Percentage of encounters with antibiotics</p></td> 
       <td class="acenter" width="15.41%"><p style="text-align:center">520</p></td> 
       <td class="acenter" width="13.30%"><p style="text-align:center">86.7%</p></td> 
       <td class="acenter" width="18.90%"><p style="text-align:center">(20% - 26.8%)</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="52.40%"><p style="text-align:left">3. Percentage of encounters with injections</p></td> 
       <td class="acenter" width="15.41%"><p style="text-align:center">485</p></td> 
       <td class="acenter" width="13.30%"><p style="text-align:center">17.8%</p></td> 
       <td class="acenter" width="18.90%"><p style="text-align:center">(13.4% - 24.1%)</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="52.40%"><p style="text-align:left">4. Percentage of medicines prescribed by generic names</p></td> 
       <td class="acenter" width="15.41%"><p style="text-align:center">107</p></td> 
       <td class="acenter" width="13.30%"><p style="text-align:center">38.9%</p></td> 
       <td class="acenter" width="18.90%"><p style="text-align:center">100%</p></td> 
      </tr> 
      <tr> 
       <td class="aleft" width="52.40%"><p style="text-align:left">5. Percentage of medicines prescribed from the ZEML</p></td> 
       <td class="acenter" width="15.41%"><p style="text-align:center">956</p></td> 
       <td class="acenter" width="13.30%"><p style="text-align:center">76.7%</p></td> 
       <td class="acenter" width="18.90%"><p style="text-align:center">100%</p></td> 
      </tr> 
     </table>
    </table-wrap>
   </sec>
  </sec><sec id="s4">
   <title>
    <xref ref-type="bibr" rid="scirp.138735-"></xref>4. Discussion</title>
   <p>This study surveyed antibiotic use and the WHO/INRUD prescribing indicators of medicines at the Request Muntanga Hospital in Kalomo District of Southern Province, Zambia. As far as our understanding extends, this study represents the inaugural examination of the WHO/INRUD prescribing indicators for medicines and the frequency of antibiotic utilization within Kalomo District of Southern Province, Zambia.</p>
   <p>Our study found that most patients, 61.3% were prescribed more than one medicine, indicating the high practice of polypharmacy. Our findings are similar to those reported in Ethiopia where most patients received more than one medicine <xref ref-type="bibr" rid="scirp.138735-73">
     [73]
    </xref>. Our findings are also in line with those reported in a study that was conducted in Korea where 46.6% of the participants in a cohort study had experienced polypharmacy <xref ref-type="bibr" rid="scirp.138735-8">
     [8]
    </xref>. This could be attributed to the burden of disease, non-adherence to treatment guidelines, a lack of prescriber financial incentives, inadequate or no continuous professional development (CPD) training for prescribers, and incompetence among prescribers, especially in LMICs. Consequently, polypharmacy must be practised carefully as it has the potential to cause adverse effects, risk for hospitalization, and may even lead to death <xref ref-type="bibr" rid="scirp.138735-8">
     [8]
    </xref> <xref ref-type="bibr" rid="scirp.138735-74">
     [74]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-77">
     [77]
    </xref>.</p>
   <p>The current study found that the average number of drugs per encounter was 2.1. This average number deviates from the standard provided by the WHO, according to which, the average number of drugs per encounter should be between 1.6 and 1.8 <xref ref-type="bibr" rid="scirp.138735-14">
     [14]
    </xref> <xref ref-type="bibr" rid="scirp.138735-15">
     [15]
    </xref>. Another recent study conducted in Zambia found the average number of medicines prescribed per patient encounter to be 2.5 <xref ref-type="bibr" rid="scirp.138735-35">
     [35]
    </xref>. Our study findings are consistent with results reported from previous studies where there was a high average number of medicines prescribed per encounter including 3.7 in Tanzania <xref ref-type="bibr" rid="scirp.138735-78">
     [78]
    </xref>, 3.6 in Nigeria <xref ref-type="bibr" rid="scirp.138735-79">
     [79]
    </xref>, 3.48 in India <xref ref-type="bibr" rid="scirp.138735-80">
     [80]
    </xref>, 3.2 in Uganda <xref ref-type="bibr" rid="scirp.138735-27">
     [27]
    </xref>, 2.8 in Pakistan <xref ref-type="bibr" rid="scirp.138735-81">
     [81]
    </xref>, 2.5 in Egypt <xref ref-type="bibr" rid="scirp.138735-32">
     [32]
    </xref>, and 2.3 in Ethiopia <xref ref-type="bibr" rid="scirp.138735-18">
     [18]
    </xref>. The average number of medicines prescribed in our study and similar studies is higher than the one recommended by the WHO. This shows that most patients were on polypharmacy which has implications including adverse drug effects on the patient. A study in Pakistan reported a low (1.4) average number of medicines prescribed per encounter indicating a low prescribing of medicines in this patient population <xref ref-type="bibr" rid="scirp.138735-24">
     [24]
    </xref>. Our study findings and many similar studies demonstrated an increased use of medicines in disease management.</p>
   <p>The present study found that the prevalence of antibiotic use per encounter was 86.7%. The antibiotic use per encounter found in our study exceeds the recommended range of 20.0% to 26.8% recommended by the WHO <xref ref-type="bibr" rid="scirp.138735-14">
     [14]
    </xref> <xref ref-type="bibr" rid="scirp.138735-15">
     [15]
    </xref> <xref ref-type="bibr" rid="scirp.138735-82">
     [82]
    </xref>. Our study findings are slightly similar to those reported in other studies, including 79% in Eritrea <xref ref-type="bibr" rid="scirp.138735-83">
     [83]
    </xref>, 81.5% and 82.3% in Pakistan <xref ref-type="bibr" rid="scirp.138735-24">
     [24]
    </xref> <xref ref-type="bibr" rid="scirp.138735-84">
     [84]
    </xref>, 82.5% in Ethiopia <xref ref-type="bibr" rid="scirp.138735-39">
     [39]
    </xref>, and 88% in Tanzania <xref ref-type="bibr" rid="scirp.138735-78">
     [78]
    </xref>. Conversely, our findings contrast those reported in Ethiopia where encounter with antibiotics was 69.6% <xref ref-type="bibr" rid="scirp.138735-85">
     [85]
    </xref>, 66.22% in Uganda <xref ref-type="bibr" rid="scirp.138735-27">
     [27]
    </xref>, 66% in India <xref ref-type="bibr" rid="scirp.138735-86">
     [86]
    </xref>, 54.5% in Eritrea <xref ref-type="bibr" rid="scirp.138735-87">
     [87]
    </xref>, 44.7% in Nepal <xref ref-type="bibr" rid="scirp.138735-82">
     [82]
    </xref>, and 41.1% in Tanzania <xref ref-type="bibr" rid="scirp.138735-78">
     [78]
    </xref>. The overuse and misuse of antibiotics in hospitals is a driver of AMR <xref ref-type="bibr" rid="scirp.138735-88">
     [88]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-92">
     [92]
    </xref>. The findings from our study and similar studies indicate the need to instigate and strengthen AMS programs in hospitals to promote the appropriate use of antibiotics <xref ref-type="bibr" rid="scirp.138735-93">
     [93]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-98">
     [98]
    </xref>.</p>
   <p>In the current study, 17.8% of encounters were injectable medicines, which was in line with the WHO recommendations of 13.4% - 24.1% of the prescriptions to contain injectable medicines <xref ref-type="bibr" rid="scirp.138735-14">
     [14]
    </xref> <xref ref-type="bibr" rid="scirp.138735-15">
     [15]
    </xref> <xref ref-type="bibr" rid="scirp.138735-17">
     [17]
    </xref>. A study in Ethiopia found that 6.3% of the encounters were injectable medicines, which was lower than the WHO recommendations <xref ref-type="bibr" rid="scirp.138735-85">
     [85]
    </xref>. Eritrea also reported a low use of injectable medicines, at 6.6% <xref ref-type="bibr" rid="scirp.138735-87">
     [87]
    </xref>. However, our findings were lower than those reported in Ethiopia where an encounter with injectable medicines was 38.1%, indicating non-adherence to the WHO prescribing indicators <xref ref-type="bibr" rid="scirp.138735-99">
     [99]
    </xref>. A study that was conducted in Uganda reported that 25.22% of injectable medicines were prescribed, indicating a higher number of injections than the recommended standard by the WHO <xref ref-type="bibr" rid="scirp.138735-27">
     [27]
    </xref>. The high use of injectable medicines reported in other studies may have implications including a reduction in the quality of medical care, concerns about patient safety, increased potential to cause adverse effects, and wastage of resources <xref ref-type="bibr" rid="scirp.138735-100">
     [100]
    </xref>.</p>
   <p>Our study found that doctors prescribed 38.9% of the medicines under their generic names. This finding deviated from the WHO core prescribing indicators that stated that all medicines (100%) must be prescribed by their generic names <xref ref-type="bibr" rid="scirp.138735-14">
     [14]
    </xref> <xref ref-type="bibr" rid="scirp.138735-15">
     [15]
    </xref>. An earlier study conducted in Zambia found that 56.1% of the medicines were prescribed by their generic names <xref ref-type="bibr" rid="scirp.138735-44">
     [44]
    </xref>. Additionally, a recent study in Zambia found that 96.5% of medicines were identified by their generic names <xref ref-type="bibr" rid="scirp.138735-35">
     [35]
    </xref>. The rate of prescribing medicines by generic names in our study was lower than the 97% reported in Eritrea <xref ref-type="bibr" rid="scirp.138735-101">
     [101]
    </xref>, 96% and 97.6% in Ethiopia <xref ref-type="bibr" rid="scirp.138735-85">
     [85]
    </xref> <xref ref-type="bibr" rid="scirp.138735-102">
     [102]
    </xref>, 62% and 90.48% in Uganda <xref ref-type="bibr" rid="scirp.138735-27">
     [27]
    </xref> <xref ref-type="bibr" rid="scirp.138735-103">
     [103]
    </xref>.</p>
   <p>The current study discovered that 76.7% of drugs came from the ZEML Our findings fall short of the ideal WHO-recommended value of 100% <xref ref-type="bibr" rid="scirp.138735-14">
     [14]
    </xref> <xref ref-type="bibr" rid="scirp.138735-15">
     [15]
    </xref>. The rate of prescribing antibiotics from the National EML found in our study is similar to what has been reported elsewhere <xref ref-type="bibr" rid="scirp.138735-103">
     [103]
    </xref>. On the other hand, the rate of prescribing medicines from the National EML found in our study was lower than the 98% that was reported in a recent study in Zambia <xref ref-type="bibr" rid="scirp.138735-35">
     [35]
    </xref>, 100% in Eritrea <xref ref-type="bibr" rid="scirp.138735-101">
     [101]
    </xref>, 96.6% and 100% reported in Ethiopia <xref ref-type="bibr" rid="scirp.138735-99">
     [99]
    </xref> <xref ref-type="bibr" rid="scirp.138735-102">
     [102]
    </xref>, and 96.23% in Uganda <xref ref-type="bibr" rid="scirp.138735-27">
     [27]
    </xref>. The deviations from the recommended treatment guidelines may promote irrational medicine use and contribute to the emergence and spread of AMR <xref ref-type="bibr" rid="scirp.138735-7">
     [7]
    </xref> <xref ref-type="bibr" rid="scirp.138735-104">
     [104]
    </xref> <xref ref-type="bibr" rid="scirp.138735-105">
     [105]
    </xref>.</p>
   <p>Our findings showed that the prescribers at Request Muntanga First Level Hospital in the Southern Province of Zambia did not adhere to any of the WHO core prescribing indicators. Consequently, our findings necessitate the instigation and implementation of strategies to promote adherence to prescribing guidelines at the hospital, particularly as reported by other researchers <xref ref-type="bibr" rid="scirp.138735-36">
     [36]
    </xref> <xref ref-type="bibr" rid="scirp.138735-37">
     [37]
    </xref> <xref ref-type="bibr" rid="scirp.138735-58">
     [58]
    </xref> <xref ref-type="bibr" rid="scirp.138735-60">
     [60]
    </xref> <xref ref-type="bibr" rid="scirp.138735-106">
     [106]
    </xref>. We believe educational and training interventions through AMS programs in hospitals can improve the prescribing habits of medicines and adherence to treatment guidelines to reduce the emergence and spread of antimicrobial-resistant infections <xref ref-type="bibr" rid="scirp.138735-53">
     [53]
    </xref> <xref ref-type="bibr" rid="scirp.138735-54">
     [54]
    </xref> <xref ref-type="bibr" rid="scirp.138735-58">
     [58]
    </xref> <xref ref-type="bibr" rid="scirp.138735-107">
     [107]
    </xref>-<xref ref-type="bibr" rid="scirp.138735-112">
     [112]
    </xref>.</p>
   <p>We are aware that our study had some limitations. The study was conducted at one hospital in the Southern Province of Zambia, hence, this affects the generalisation of the findings across all hospitals in Southern Province and Zambia at large. However, our findings can be used to instigate interventional strategies to promote rational prescribing and use of antibiotics.</p>
  </sec><sec id="s5">
   <title>
    <xref ref-type="bibr" rid="scirp.138735-"></xref>5. Conclusion</title>
   <p>This study found that there was low adherence to the WHO core prescribing indicators among prescribers at Request Muntanga First Level Hospital in the Southern Province of Zambia. The high usage of antibiotics is a serious public health issue and requires a multisectoral approach to address. To avoid the negative effects of prescribing antibiotics inappropriately, long-term interventional techniques are required. The amount of the prescribed injectables falls within the normal range. However, due to a large divergence from the WHO-recommended standards, this study indicated that polypharmacy, brand name use, and prescription medications from the Essential Medicines List were significant problems. There is a need to provide educational interventions to prescribers on the need to adhere to the WHO prescribing indicators and other recommended guidelines when prescribing medicines. Therefore, the Antimicrobial Resistance Coordinating Committee (AMRCC) must instigate AMS and surveillance programs to optimize the use of antimicrobials at the surveyed facility and in similar facilities across the country.</p>
  </sec><sec id="s6">
   <title>Acknowledgements</title>
   <p>We are grateful to the Hospital Management at the Request Muntanga First Level Hospital in the Southern Province of Zambia for allowing us to collect data at the facility.</p>
  </sec><sec id="s7">
   <title>Funding</title>
   <p>This study was supported by internal funding by the authors and is a part of our routine studies in the surveillance of antimicrobial use, resistance, and stewardship.</p>
  </sec>
 </body><back>
  <ref-list>
   <title>References</title>
   <ref id="scirp.138735-ref1">
    <label>1</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Kar, S., Pradhan, H. and Mohanta, G. (2010) Concept of Essential Medicines and Rational Use in Public Health. Indian Journal of Community Medicine, 35, 10-13. &gt;https://doi.org/10.4103/0970-0218.62546
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref2">
    <label>2</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Bunker, J.P. (2001) The Role of Medical Care in Contributing to Health Improvements within Societies. International Journal of Epidemiology, 30, 1260-1263. &gt;https://doi.org/10.1093/ije/30.6.1260
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref3">
    <label>3</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Melku, L., Wubetu, M. and Dessie, B. (2021) Irrational Drug Use and Its Associated Factors at Debre Markos Referral Hospital’s Outpatient Pharmacy in East Gojjam, Northwest Ethiopia. SAGE Open Medicine, 9, 1-8. &gt;https://doi.org/10.1177/20503121211025146
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref4">
    <label>4</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Religioni, U. and Pakulska, T. (2020) Rational Drug Use in Hospital Settings—Areas That Can Be Changed. Journal of Medical Economics, 23, 1205-1208. &gt;https://doi.org/10.1080/13696998.2020.1801455
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref5">
    <label>5</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Ofori-Asenso, R. and Agyeman, A. (2016) Irrational Use of Medicines—A Summary of Key Concepts. Pharmacy, 4, Article No. 35. &gt;https://doi.org/10.3390/pharmacy4040035
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref6">
    <label>6</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Vincent Rajkumar, S. (2020) The High Cost of Prescription Drugs: Causes and Solutions. Blood Cancer Journal, 10, Article No. 71.&gt;https://doi.org/10.1038/s41408-020-0338-x
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref7">
    <label>7</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sweileh, W.M. (2021) Global Research Publications on Irrational Use of Antimicrobials: Call for More Research to Contain Antimicrobial Resistance. Globalization and Health, 17, Article No. 94. &gt;https://doi.org/10.1186/s12992-021-00754-9
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref8">
    <label>8</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Chang, T.I., Park, H., Kim, D.W., Jeon, E.K., Rhee, C.M., Kalantar-Zadeh, K., et al. (2020) Polypharmacy, Hospitalization, and Mortality Risk: A Nationwide Cohort Study. Scientific Reports, 10, Article No. 18964. &gt;https://doi.org/10.1038/s41598-020-75888-8
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref9">
    <label>9</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sono, T.M., Yeika, E., Cook, A., Kalungia, A., Opanga, S.A., Acolatse, J.E.E., et al. (2023) Current Rates of Purchasing of Antibiotics without a Prescription across Sub-Saharan Africa; Rationale and Potential Programmes to Reduce Inappropriate Dispensing and Resistance. Expert Review of Anti-infective Therapy, 21, 1025-1055. &gt;https://doi.org/10.1080/14787210.2023.2259106
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref10">
    <label>10</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mudenda, S., Simukoko, N. and Mohamed, S. (2024) Knowledge, Attitude and Practices Regarding Antimicrobial Use and Resistance among Community Members of Mtendere Township in Lusaka, Zambia: Findings and Implications on Antimicrobial Stewardship. International Journal of Basic&amp;Clinical Pharmacology, 13, 315-321. &gt;https://doi.org/10.18203/2319-2003.ijbcp20240985
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref11">
    <label>11</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Meena, D.K., Mathaiyan, J., Thulasingam, M. and Ramasamy, K. (2021) Assessment of Medicine Use Based on WHO Drug‐Use Indicators in Public Health Facilities of the South Indian Union Territory. British Journal of Clinical Pharmacology, 88, 2315-2326. &gt;https://doi.org/10.1111/bcp.15165
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref12">
    <label>12</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Anagaw, Y.K., Limenh, L.W., Geremew, D.T., Worku, M.C., Dessie, M.G., Tessema, T.A., et al. (2023) Assessment of Prescription Completeness and Drug Use Pattern Using WHO Prescribing Indicators in Private Community Pharmacies in Addis Ababa: A Cross-Sectional Study. Journal of Pharmaceutical Policy and Practice, 16, Article No. 124. &gt;https://doi.org/10.1186/s40545-023-00607-3
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref13">
    <label>13</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Ofori-Asenso, R., Brhlikova, P. and Pollock, A.M. (2016) Prescribing Indicators at Primary Health Care Centers within the WHO African Region: A Systematic Analysis (1995-2015). BMC Public Health, 16, Article No. 724. &gt;https://doi.org/10.1186/s12889-016-3428-8
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref14">
    <label>14</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     World Health Organization (1993) How to Investigate Drug Use in Health Facilities. Selected Drug Use Indicators. World Health Organization. &gt;https://www.who.int/publications/i/item/who-dap-93.1
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref15">
    <label>15</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Ghei, P. (1995) How to Investigate Drug Use in Health Facilities. Selected Drug Use Indicators. Health Policy, 34, 73-75. &gt;https://doi.org/10.1016/0168-8510(95)90068-3
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref16">
    <label>16</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Management Sciences for Health (2012) Managing for Rational Medicine Use. MDS-3: Managing Access to Medicines and Health Technologies. 27.1-27.16. &gt;https://msh.org/wp-content/uploads/2013/04/mds3-fm-revised-nov2012.pdf 
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref17">
    <label>17</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     WHO (2022) WHO Policy Perspectives on Medicines-Promoting Rational Use of Medicines: Core Components WHO Policy Perspectives on Medicines. &gt;https://iris.who.int/bitstream/handle/10665/67438/WHO_EDM_2002.3.pdf 
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref18">
    <label>18</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sisay, M., Mengistu, G., Molla, B., Amare, F. and Gabriel, T. (2017) Evaluation of Rational Drug Use Based on World Health Organization Core Drug Use Indicators in Selected Public Hospitals of Eastern Ethiopia: A Cross Sectional Study. BMC Health Services Research, 17, Article No. 161. &gt;https://doi.org/10.1186/s12913-017-2097-3
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref19">
    <label>19</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Song, J., Zhang, L., Li, Y., Zeng, L., Hu, D., Liang, Y., et al. (2017) Indicators for Assessing Quality of Drug Use: A Systematic Literature Review. Journal of Evidence-Based Medicine, 10, 222-232. &gt;https://doi.org/10.1111/jebm.12244
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref20">
    <label>20</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Ahmadi, F. and Zarei, E. (2017) Prescribing Patterns of Rural Family Physicians: A Study in Kermanshah Province, Iran. BMC Public Health, 17, Article No. 908. &gt;https://doi.org/10.1186/s12889-017-4932-1
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref21">
    <label>21</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Ngoma, M.T., Sitali, D., Mudenda, S., Mukuma, M., Bumbangi, F.N., Bunuma, E., et al. (2024) Community Antibiotic Consumption and Associated Factors in Lusaka District of Zambia: Findings and Implications for Antimicrobial Resistance and Stewardship. JAC-Antimicrobial Resistance, 6, dlae034. &gt;https://doi.org/10.1093/jacamr/dlae034
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref22">
    <label>22</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Masich, A.M., Vega, A.D., Callahan, P., Herbert, A., Fwoloshi, S., Zulu, P.M., et al. (2020) Antimicrobial Usage at a Large Teaching Hospital in Lusaka, Zambia. PLOS ONE, 15, e0228555. &gt;https://doi.org/10.1371/journal.pone.0228555
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref23">
    <label>23</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     van Limburg, M., Sinha, B., Lo-Ten-Foe, J.R. and van Gemert-Pijnen, J.E. (2014) Evaluation of Early Implementations of Antibiotic Stewardship Program Initiatives in Nine Dutch Hospitals. Antimicrobial Resistance and Infection Control, 3, Article No. 33. &gt;https://doi.org/10.1186/2047-2994-3-33
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref24">
    <label>24</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sarwar, M.R., Saqib, A., Iftikhar, S. and Sadiq, T. (2018) Antimicrobial Use by WHO Methodology at Primary Health Care Centers: A Cross Sectional Study in Punjab, Pakistan. BMC Infectious Diseases, 18, Article No. 492. &gt;https://doi.org/10.1186/s12879-018-3407-z
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref25">
    <label>25</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Yamba, K., Mudenda, S., Mpabalwani, E., Mainda, G., Mukuma, M., Samutela, M.T., et al. (2024) Antibiotic Prescribing Patterns and Carriage of Antibiotic-Resistant Escherichia coli and Enterococcus Species in Healthy Individuals from Selected Communities in Lusaka and Ndola Districts, Zambia. JAC-Antimicrobial Resistance, 6, dlae027. &gt;https://doi.org/10.1093/jacamr/dlae027
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref26">
    <label>26</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Singh, T., Banerjee, B., Garg, S. and Sharma, S. (2019) A Prescription Audit Using the World Health Organization-Recommended Core Drug Use Indicators in a Rural Hospital of Delhi. Journal of Education and Health Promotion, 8, Article No. 37. &gt;https://doi.org/10.4103/jehp.jehp_90_18
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref27">
    <label>27</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Goruntla, N., Ssesanga, J., Bommireddy, B.R., Thammisetty, D.P., Kasturi Vishwanathasetty, V., Ezeonwumelu, J.O.C., et al. (2023) Evaluation of Rational Drug Use Based on WHO/INRUD Core Drug Use Indicators in a Secondary Care Hospital: A Cross-Sectional Study in Western Uganda. Drug, Healthcare and Patient Safety, 15, 125-135. &gt;https://doi.org/10.2147/dhps.s424050
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref28">
    <label>28</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mugada, V., Mahato, V., Andhavaram, D. and Vajhala, S.M. (2021) Evaluation of Prescribing Patterns of Antibiotics Using Selected Indicators for Antimicrobial Use in Hospitals and the Access, Watch, Reserve (AWaRe) Classification by the World Health Organization. Turkish Journal of Pharmaceutical Sciences, 18, 282-288. &gt;https://doi.org/10.4274/tjps.galenos.2020.11456
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref29">
    <label>29</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Macfarlane, S.B., AbouZahr, C. and Tangcharoensathien, V. (2019) National Systems for Generating and Managing Data for Health. In: Macfarlane, S.B. and AbouZahr, C., Eds., The Palgrave Handbook of Global Health Data Methods for Policy and Practice, Palgrave Macmillan, 3-23. &gt;https://doi.org/10.1057/978-1-137-54984-6_1
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref30">
    <label>30</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Nyabuti, A.O., Okalebo, F.A. and Guantai, E.M. (2020) Examination of WHO/INRUD Core Drug Use Indicators at Public Primary Healthcare Centers in Kisii County, Kenya. Advances in Pharmacological and Pharmaceutical Sciences, 2020, Article ID: 3173847. &gt;https://doi.org/10.1155/2020/3173847
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref31">
    <label>31</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Martirosyan, L., Markhorst, J., Denig, P., Haaijer-Ruskamp, F.M. and Braspenning, J. (2012) A Pilot Qualitative Study to Explore Stakeholder Opinions Regarding Prescribing Quality Indicators. BMC Health Services Research, 12, Article No. 191. &gt;https://doi.org/10.1186/1472-6963-12-191
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref32">
    <label>32</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Akl, O.A., El Mahalli, A.A., Elkahky, A.A. and Salem, A.M. (2014) WHO/INRUD Drug Use Indicators at Primary Healthcare Centers in Alexandria, Egypt. Journal of Taibah University Medical Sciences, 9, 54-64. &gt;https://doi.org/10.1016/j.jtumed.2013.06.002
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref33">
    <label>33</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     World Health Organization (2010) Promoting Rational Use of Medicines. &gt;https://www.who.int/activities/promoting-rational-use-of-medicines
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref34">
    <label>34</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     NICE National Institute for Health and Care Excellence (2015) NICE Clinical Guidance [NG5] Medicines Optimisation: The Safe and Effective Use of Medicines to Enable the Best Possible Outcomes. &gt;https://www.nice.org.uk/guidance/ng5
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref35">
    <label>35</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mudenda, S., Chilimboyi, R., Matafwali, S.K., Daka, V., Mfune, R.L., Kemgne, L.A.M., et al. (2023) Hospital Prescribing Patterns of Antibiotics in Zambia Using the WHO Prescribing Indicators Post-Covid-19 Pandemic: Findings and Implications. JAC-Antimicrobial Resistance, 6, dlae023. &gt;https://doi.org/10.1093/jacamr/dlae023
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref36">
    <label>36</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mudenda, S., Chomba, M., Chabalenge, B., Hikaambo, C.N., Banda, M., Daka, V., et al. (2022) Antibiotic Prescribing Patterns in Adult Patients According to the WHO AWaRe Classification: A Multi-Facility Cross-Sectional Study in Primary Healthcare Hospitals in Lusaka, Zambia. Pharmacology&amp;Pharmacy, 13, 379-392. &gt;http://www.scirp.org/journal/PaperInformation.aspx?PaperID=120529
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref37">
    <label>37</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mudenda, S., Nsofu, E., Chisha, P., Daka, V., Chabalenge, B., Mufwambi, W., et al. (2023) Prescribing Patterns of Antibiotics According to the WHO AWaRe Classification during the COVID-19 Pandemic at a Teaching Hospital in Lusaka, Zambia: Implications for Strengthening of Antimicrobial Stewardship Programmes. Pharmacoepidemiology, 2, 42-53. &gt;https://doi.org/10.3390/pharma2010005
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref38">
    <label>38</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     D’Arcy, N., Ashiru-Oredope, D., Olaoye, O., Afriyie, D., Akello, Z., Ankrah, D., et al. (2021) Antibiotic Prescribing Patterns in Ghana, Uganda, Zambia and Tanzania Hospitals: Results from the Global Point Prevalence Survey (G-PPS) on Antimicrobial Use and Stewardship Interventions Implemented. Antibiotics, 10, Article No. 1122. &gt;https://doi.org/10.3390/antibiotics10091122
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref39">
    <label>39</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Bilal, A.I., Osman, E.D. and Mulugeta, A. (2016) Assessment of Medicines Use Pattern Using World Health Organization’s Prescribing, Patient Care and Health Facility Indicators in Selected Health Facilities in Eastern Ethiopia. BMC Health Services Research, 16, Article No. 144. &gt;https://doi.org/10.1186/s12913-016-1414-6
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref40">
    <label>40</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     WHO (2018) Low Quality Healthcare Is Increasing the Burden of Illness and Health Costs Globally.
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref41">
    <label>41</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Yenet, A., Nibret, G. and Tegegne, B.A. (2023) Challenges to the Availability and Affordability of Essential Medicines in African Countries: A Scoping Review. Clinico Economics and Outcomes Research, 15, 443-458. &gt;https://doi.org/10.2147/ceor.s413546
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref42">
    <label>42</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Modisakeng, C., Matlala, M., Godman, B. and Meyer, J.C. (2020) Medicine Shortages and Challenges with the Procurement Process among Public Sector Hospitals in South Africa; Findings and Implications. BMC Health Services Research, 20, Article No. 234. &gt;https://doi.org/10.1186/s12913-020-05080-1
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref43">
    <label>43</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Choo, E.K. and Rajkumar, S.V. (2020) Medication Shortages during the COVID-19 Crisis: What We Must Do. Mayo Clinic Proceedings, 95, 1112-1115. &gt;https://doi.org/10.1016/j.mayocp.2020.04.001
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref44">
    <label>44</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mudenda, W., Chikatula, E., Chambula, E., Mwanashimbala, B., Chikuta, M., Masaninga, F., et al. (2016) Prescribing Patterns and Medicine Use at the University Teaching Hospital, Lusaka, Zambia. Medical Journal of Zambia, 43, 94-102. &gt;https://doi.org/10.55320/mjz.43.2.344
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref45">
    <label>45</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Prestinaci, F., Pezzotti, P. and Pantosti, A. (2015) Antimicrobial Resistance: A Global Multifaceted Phenomenon. Pathogens and Global Health, 109, 309-318. &gt;https://doi.org/10.1179/2047773215y.0000000030
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref46">
    <label>46</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Murray, C.J., Ikuta, K.S., Sharara, F., Swetschinski, L., Robles Aguilar, G., Gray, A., et al. (2022) Global Burden of Bacterial Antimicrobial Resistance in 2019: A Systematic Analysis. The Lancet, 399, 629-655. &gt;http://www.thelancet.com/article/S0140673621027240/fulltext
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref47">
    <label>47</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Kim, Y.C., Park, J.Y., Kim, B., Kim, E.S., Ga, H., Myung, R., et al. (2022) Prescriptions Patterns and Appropriateness of Usage of Antibiotics in Non-Teaching Community Hospitals in South Korea: A Multicentre Retrospective Study. Antimicrobial Resistance&amp;Infection Control, 11, Article No. 40. &gt;https://doi.org/10.1186/s13756-022-01082-2
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref48">
    <label>48</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sulis, G., Daniels, B., Kwan, A., Gandra, S., Daftary, A., Das, J., et al. (2020) Antibiotic Overuse in the Primary Health Care Setting: A Secondary Data Analysis of Standardised Patient Studies from India, China and Kenya. BMJ Global Health, 5, e003393. &gt;https://doi.org/10.1136/bmjgh-2020-003393
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref49">
    <label>49</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Miao, R., Wan, C., Wang, Z., Zhu, Y., Zhao, Y., Zhang, L., et al. (2020) Inappropriate Antibiotic Prescriptions among Pediatric Inpatients in Different Type Hospitals. Medicine, 99, e18714. &gt;https://doi.org/10.1097/md.0000000000018714
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref50">
    <label>50</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mohammed, S.A. and Faris, A.G. (2021) The Pattern of Medicine Use in Ethiopia Using the WHO Core Drug Use Indicators. BioMed Research International, 2021, Article ID: 7041926. &gt;https://doi.org/10.1155/2021/7041926
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref51">
    <label>51</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sulis, G., Adam, P., Nafade, V., Gore, G., Daniels, B., Daftary, A., et al. (2020) Antibiotic Prescription Practices in Primary Care in Low-and Middle-Income Countries: A Systematic Review and Meta-analysis. PLOS Medicine, 17, e1003139. &gt;https://doi.org/10.1371/journal.pmed.1003139
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref52">
    <label>52</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sartelli, M., C. Hardcastle, T., Catena, F., Chichom-Mefire, A., Coccolini, F., Dhingra, S., et al. (2020) Antibiotic Use in Low and Middle-Income Countries and the Challenges of Antimicrobial Resistance in Surgery. Antibiotics, 9, Article No. 497. &gt;https://doi.org/10.3390/antibiotics9080497
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref53">
    <label>53</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Godman, B., Egwuenu, A., Haque, M., Malande, O.O., Schellack, N., Kumar, S., et al. (2021) Strategies to Improve Antimicrobial Utilization with a Special Focus on Developing Countries. Life, 11, Article No. 528. &gt;https://doi.org/10.3390/life11060528
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref54">
    <label>54</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Godman, B., Egwuenu, A., Wesangula, E., Schellack, N., Kalungia, A.C., Tiroyakgosi, C., et al. (2022) Tackling Antimicrobial Resistance across Sub-Saharan Africa: Current Challenges and Implications for the Future. Expert Opinion on Drug Safety, 21, 1089-1111. &gt;https://doi.org/10.1080/14740338.2022.2106368
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref55">
    <label>55</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     World Health Organization (2015) Global Action Plan on Antimicrobial Resistance. &gt;https://apps.who.int/iris/handle/10665/193736
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref56">
    <label>56</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Iwu, C.D. and Patrick, S.M. (2021) An Insight into the Implementation of the Global Action Plan on Antimicrobial Resistance in the WHO African Region: A Roadmap for Action. International Journal of Antimicrobial Agents, 58, Article ID: 106411. &gt;https://doi.org/10.1016/j.ijantimicag.2021.106411
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref57">
    <label>57</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Chua, A.Q., Verma, M., Hsu, L.Y. and Legido-Quigley, H. (2021) An Analysis of National Action Plans on Antimicrobial Resistance in Southeast Asia Using a Governance Framework Approach. The Lancet Regional Health—Western Pacific, 7, Article ID: 100084. &gt;https://doi.org/10.1016/j.lanwpc.2020.100084
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref58">
    <label>58</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mudenda, S., Chabalenge, B., Daka, V., Mfune, R.L., Salachi, K.I., Mohamed, S., et al. (2023) Global Strategies to Combat Antimicrobial Resistance: A One Health Perspective. Pharmacology&amp;Pharmacy, 14, 271-328. &gt;https://doi.org/10.4236/pp.2023.148020
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref59">
    <label>59</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Abdelsalam Elshenawy, R., Umaru, N. and Aslanpour, Z. (2023) WHO AWaRe Classification for Antibiotic Stewardship: Tackling Antimicrobial Resistance—A Descriptive Study from an English NHS Foundation Trust Prior to and during the COVID-19 Pandemic. Frontiers in Microbiology, 14, Article ID: 1298858. &gt;https://doi.org/10.3389/fmicb.2023.1298858
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref60">
    <label>60</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mudenda, S., Daka, V. and Matafwali, S.K. (2023) World Health Organization AWaRe Framework for Antibiotic Stewardship: Where Are We Now and Where Do We Need to Go? an Expert Viewpoint. Antimicrobial Stewardship&amp;Healthcare Epidemiology, 3, e84. &gt;https://doi.org/10.1017/ash.2023.164
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref61">
    <label>61</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     World Health Organization (2023) 2021 AWaRe Classification. &gt;https://www.who.int/publications/i/item/2021-aware-classification
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref62">
    <label>62</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     World Health Organization (2023) AWaRe Classification of Antibiotics for Evaluation and Monitoring of Use, 2023. &gt;https://www.who.int/publications/i/item/WHO-MHP-HPS-EML-2023.04 
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref63">
    <label>63</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sharland, M., Zanichelli, V., Ombajo, L.A., Bazira, J., Cappello, B., Chitatanga, R., et al. (2022) The WHO Essential Medicines List AWaRe Book: From a List to a Quality Improvement System. Clinical Microbiology and Infection, 28, 1533-1535. &gt;https://doi.org/10.1016/j.cmi.2022.08.009
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref64">
    <label>64</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Zanichelli, V., Sharland, M., Cappello, B., Moja, L., Getahun, H., Pessoa-Silva, C., et al. (2023) The WHO AWaRe (Access, Watch, Reserve) Antibiotic Book and Prevention of Antimicrobial Resistance. Bulletin of the World Health Organization, 101, 290-296. &gt;https://doi.org/10.2471/blt.22.288614
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref65">
    <label>65</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Hsia, Y., Lee, B.R., Versporten, A., Yang, Y., Bielicki, J., Jackson, C., et al. (2019) Use of the WHO Access, Watch, and Reserve Classification to Define Patterns of Hospital Antibiotic Use (AWaRe): An Analysis of Paediatric Survey Data from 56 Countries. The Lancet Global Health, 7, e861-e871. &gt;https://www.global-pps.com 
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref66">
    <label>66</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Kalonga, J., Hangoma, J., Banda, M. and Mudenda, S. (2020) Antibiotic Prescribing Patterns in Paediatric Patients at Levy Mwanawasa University Teaching Hospital in Lusaka, Zambia. International Journal of Pharmaceutics&amp;Pharmacology, 4, 1-9. &gt;https://doi.org/10.31531/2581-3080.1000138
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref67">
    <label>67</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mudenda, S., Mufwambi, W. and Mohamed, S. (2024) The Burden of Antimicrobial Resistance in Zambia, a Sub-Saharan African Country: A One Health Review of the Current Situation, Risk Factors, and Solutions. Pharmacology&amp;Pharmacy, 15, 403-465. &gt;https://doi.org/10.4236/pp.2024.1512024
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref68">
    <label>68</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Central Statistical Office Zambia (2023) Kalomo (District, Zambia)—Population Statistics, Charts, Map and Location. City Population. &gt;https://citypopulation.de/en/zambia/admin/southern/0904__kalomo/
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref69">
    <label>69</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mashalla, Y., Setlhare, V., Massele, A., Sepako, E., Tiroyakgosi, C., Kgatlwane, J., et al. (2017) Assessment of Prescribing Practices at the Primary Healthcare Facilities in Botswana with an Emphasis on Antibiotics: Findings and Implications. International Journal of Clinical Practice, 71, e13042. &gt;https://doi.org/10.1111/ijcp.13042
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref70">
    <label>70</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Kilipamwambu, A., Bwire, G.M., Myemba, D.T., Njiro, B.J. and Majigo, M.V. (2021) WHO/INRUD Core Prescribing Indicators and Antibiotic Utilization Patterns among Primary Health Care Facilities in Ilala District, Tanzania. JAC-Antimicrobial Resistance, 3, dlab049. &gt;https://doi.org/10.1093/jacamr/dlab049
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref71">
    <label>71</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Republic of Zambia Ministry of Health (2020) Zambia Standard Treatment Guidelines 2020. &gt;https://www.moh.gov.zm/?wpfb_dl=32 
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref72">
    <label>72</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Ministry of Health (2020) Zambia Essential Medicines List (ZEML).&gt;https://www.moh.gov.zm/?wpfb_dl=39 
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref73">
    <label>73</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Wendie, T.F., Ahmed, A. and Mohammed, S.A. (2021) Drug Use Pattern Using WHO Core Drug Use Indicators in Public Health Centers of Dessie, North-East Ethiopia. BMC Medical Informatics and Decision Making, 21, Article No. 197. &gt;https://doi.org/10.1186/s12911-021-01530-w
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref74">
    <label>74</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Wastesson, J.W., Morin, L., Tan, E.C.K. and Johnell, K. (2018) An Update on the Clinical Consequences of Polypharmacy in Older Adults: A Narrative Review. Expert Opinion on Drug Safety, 17, 1185-1196. &gt;https://doi.org/10.1080/14740338.2018.1546841
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref75">
    <label>75</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Doumat, G., Daher, D., Itani, M., Abdouni, L., El Asmar, K. and Assaf, G. (2023) The Effect of Polypharmacy on Healthcare Services Utilization in Older Adults with Comorbidities: A Retrospective Cohort Study. BMC Primary Care, 24, Article No. 120. &gt;https://doi.org/10.1186/s12875-023-02070-0
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref76">
    <label>76</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Davies, L.E., Spiers, G., Kingston, A., Todd, A., Adamson, J. and Hanratty, B. (2020) Adverse Outcomes of Polypharmacy in Older People: Systematic Review of Reviews. Journal of the American Medical Directors Association, 21, 181-187. &gt;https://doi.org/10.1016/j.jamda.2019.10.022
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref77">
    <label>77</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Ahmed, B., Nanji, K., Mujeeb, R. and Patel, M.J. (2014) Effects of Polypharmacy on Adverse Drug Reactions among Geriatric Outpatients at a Tertiary Care Hospital in Karachi: A Prospective Cohort Study. PLOS ONE, 9, e112133. &gt;https://doi.org/10.1371/journal.pone.0112133
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref78">
    <label>78</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Costantine, J.K., Bwire, G.M., Myemba, D.T., Sambayi, G., Njiro, B.J., Kilipamwambu, A., et al. (2023) WHO/INRUD Prescribing Indicators among Tertiary Regional Referral Hospitals in Dar Es Salaam, Tanzania: A Call to Strengthen Antibiotic Stewardship Programmes. JAC-Antimicrobial Resistance, 5, dlad093. &gt;https://doi.org/10.1093/jacamr/dlad093
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref79">
    <label>79</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Adeosun, S.A., Joda, A.E., Aderemi-Williams, R.I. and Oyetunde, O.O. (2022) Assessment of Drug Use in Primary Health Centers in Lagos State, Nigeria. Pan African Medical Journal, 43, Article No. 58. &gt;https://doi.org/10.11604/pamj.2022.43.58.36231
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref80">
    <label>80</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Chenchula, S. (2022) Assessment of WHO Core Drug Use Indicators at a Tertiary Care Institute of National Importance in India. Bioinformation, 18, 888-893. &gt;https://doi.org/10.6026/97320630018888
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref81">
    <label>81</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Atif, M., Sarwar, M.R., Azeem, M., Umer, D., Rauf, A., Rasool, A., et al. (2016) Assessment of WHO/INRUD Core Drug Use Indicators in Two Tertiary Care Hospitals of Bahawalpur, Punjab, Pakistan. Journal of Pharmaceutical Policy and Practice, 9, Article No. 27. &gt;https://doi.org/10.1186/s40545-016-0076-4
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref82">
    <label>82</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Nepal, A., Hendrie, D., Robinson, S. and Selvey, L.A. (2020) Analysis of Patterns of Antibiotic Prescribing in Public Health Facilities in Nepal. The Journal of Infection in Developing Countries, 14, 18-27. &gt;https://doi.org/10.3855/jidc.11817
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref83">
    <label>83</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Amaha, N.D., Weldemariam, D.G., Abdu, N. and Tesfamariam, E.H. (2019) Prescribing Practices Using WHO Prescribing Indicators and Factors Associated with Antibiotic Prescribing in Six Community Pharmacies in Asmara, Eritrea: A Cross-Sectional Study. Antimicrobial Resistance&amp;Infection Control, 8, Article No. 163. &gt;https://doi.org/10.1186/s13756-019-0620-5
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref84">
    <label>84</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Atif, M., Azeem, M., Saqib, A. and Scahill, S. (2017) Investigation of Antimicrobial Use at a Tertiary Care Hospital in Southern Punjab, Pakistan Using WHO Methodology. Antimicrobial Resistance&amp;Infection Control, 6, Article No. 41. &gt;https://doi.org/10.1186/s13756-017-0199-7
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref85">
    <label>85</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Yimenu, D.K., Emam, A., Elemineh, E. and Atalay, W. (2019) Assessment of Antibiotic Prescribing Patterns at Outpatient Pharmacy Using World Health Organization Prescribing Indicators. Journal of Primary Care&amp;Community Health, 10, 1-8. &gt;https://doi.org/10.1177/2150132719886942
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref86">
    <label>86</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Landstedt, K., Sharma, A., Johansson, F., Stålsby Lundborg, C. and Sharma, M. (2017) Antibiotic Prescriptions for Inpatients Having Non-Bacterial Diagnosis at Medicine Departments of Two Private Sector Hospitals in Madhya Pradesh, India: A Cross-Sectional Study. BMJ Open, 7, e012974. &gt;https://doi.org/10.1136/bmjopen-2016-012974
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref87">
    <label>87</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Siele, S.M., Abdu, N., Ghebrehiwet, M., Hamed, M.R. and Tesfamariam, E.H. (2022) Drug Prescribing and Dispensing Practices in Regional and National Referral Hospitals of Eritrea: Evaluation with WHO/INRUD Core Drug Use Indicators. PLOS ONE, 17, e0272936. &gt;https://doi.org/10.1371/journal.pone.0272936
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref88">
    <label>88</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Byrne, M.K., Miellet, S., McGlinn, A., Fish, J., Meedya, S., Reynolds, N., et al. (2019) The Drivers of Antibiotic Use and Misuse: The Development and Investigation of a Theory Driven Community Measure. BMC Public Health, 19, Article No. 1425. &gt;https://doi.org/10.1186/s12889-019-7796-8
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref89">
    <label>89</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Shani, L. and Nissan, I. (2024) Editorial: Antibiotics Overuse as the Driving Force behind Antimicrobial Resistance. Frontiers in Cellular and Infection Microbiology, 14, Article ID: 1373846. &gt;https://doi.org/10.3389/fcimb.2024.1373846
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref90">
    <label>90</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Irfan, M., Almotiri, A. and AlZeyadi, Z.A. (2022) Antimicrobial Resistance and Its Drivers—A Review. Antibiotics, 11, Article No. 1362. &gt;https://doi.org/10.3390/antibiotics11101362
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref91">
    <label>91</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Walsh, T.R., Gales, A.C., Laxminarayan, R. and Dodd, P.C. (2023) Antimicrobial Resistance: Addressing a Global Threat to Humanity. PLOS Medicine, 20, e1004264. &gt;https://doi.org/10.1371/journal.pmed.1004264
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref92">
    <label>92</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Salam, M.A., Al-Amin, M.Y., Salam, M.T., Pawar, J.S., Akhter, N., Rabaan, A.A., et al. (2023) Antimicrobial Resistance: A Growing Serious Threat for Global Public Health. Healthcare, 11, Article No. 1946. &gt;https://doi.org/10.3390/healthcare11131946
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref93">
    <label>93</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Majumder, M.A.A., Rahman, S., Cohall, D., Bharatha, A., Singh, K., Haque, M., et al. (2020) Antimicrobial Stewardship: Fighting Antimicrobial Resistance and Protecting Global Public Health. Infection and Drug Resistance, 13, 4713-4738. &gt;https://doi.org/10.2147/idr.s290835
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref94">
    <label>94</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sneddon, J., Cooper, L., Afriyie, D.K., Sefah, I.A., Cockburn, A., Kerr, F., et al. (2020) Supporting Antimicrobial Stewardship in Ghana: Evaluation of the Impact of Training on Knowledge and Attitudes of Healthcare Professionals in Two Hospitals. JAC-Antimicrobial Resistance, 2, dlaa092. &gt;https://doi.org/10.1093/jacamr/dlaa092
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref95">
    <label>95</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Al-Omari, A., Al Mutair, A., Alhumaid, S., Salih, S., Alanazi, A., Albarsan, H., et al. (2020) The Impact of Antimicrobial Stewardship Program Implementation at Four Tertiary Private Hospitals: Results of a Five-Years Pre-Post Analysis. Antimicrobial Resistance&amp;Infection Control, 9, Article No. 95. &gt;https://doi.org/10.1186/s13756-020-00751-4
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref96">
    <label>96</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Ashiru-Oredope, D., Garraghan, F., Olaoye, O., Krockow, E.M., Matuluko, A., Nambatya, W., et al. (2022) Development and Implementation of an Antimicrobial Stewardship Checklist in Sub-Saharan Africa: A Co-Creation Consensus Approach. Healthcare, 10, Article No. 1706. &gt;https://doi.org/10.3390/healthcare10091706
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref97">
    <label>97</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Akpan, M.R., Isemin, N.U., Udoh, A.E. and Ashiru-Oredope, D. (2020) Implementation of Antimicrobial Stewardship Programmes in African Countries: A Systematic Literature Review. Journal of Global Antimicrobial Resistance, 22, 317-324. &gt;https://doi.org/10.1016/j.jgar.2020.03.009
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref98">
    <label>98</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Hassan, S.K., Dahmash, E.Z., Madi, T., Tarawneh, O., Jomhawi, T., Alkhob, W., et al. (2023) Four Years after the Implementation of Antimicrobial Stewardship Program in Jordan: Evaluation of Program’s Core Elements. Frontiers in Public Health, 11, Article ID: 1078596. &gt;https://doi.org/10.3389/fpubh.2023.1078596
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref99">
    <label>99</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Desalegn, A.A. (2013) Assessment of Drug Use Pattern Using WHO Prescribing Indicators at Hawassa University Teaching and Referral Hospital, South Ethiopia: A Cross-Sectional Study. BMC Health Services Research, 13, Article No. 170. &gt;https://doi.org/10.1186/1472-6963-13-170
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref100">
    <label>100</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Meskarpour-Amiri, M., Dopeykar, N., Mehdizadeh, P., Ayoubian, A. and Motaghed, Z. (2015) A Study on the Factors Affecting the Prescription of Injection Medicines in Iran: A Policy Making Approach. Global Journal of Health Science, 7, 291-297. &gt;https://doi.org/10.5539/gjhs.v7n3p291
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref101">
    <label>101</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Amaha, N.D., Berhe, Y.H. and Kaushik, A. (2018) Assessment of Inpatient Antibiotic Use in Halibet National Referral Hospital Using WHO Indicators: A Retrospective Study. BMC Research Notes, 11, Article No. 904. &gt;https://doi.org/10.1186/s13104-018-4000-7
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref102">
    <label>102</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Demoz, G.T., Kasahun, G.G., Hagazy, K., Woldu, G., Wahdey, S., Tadesse, D.B., et al. (2020) Prescribing Pattern of Antibiotics Using WHO Prescribing Indicators among Inpatients in Ethiopia: A Need for Antibiotic Stewardship Program. Infection and Drug Resistance, 13, 2783-2794. &gt;https://doi.org/10.2147/idr.s262104
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref103">
    <label>103</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mbabazize, G.M., Kagisha, V., Njunwa, K.J. and Oloro, J. (2024) The Effect of Prescription Patterns on the Performance of the Pharmacy Department of a Regional Referral Hospital, Uganda. Journal of Pharmaceutical Policy and Practice, 17, Article ID: 2306852. &gt;https://doi.org/10.1080/20523211.2024.2306852
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref104">
    <label>104</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Hashemi, S., Nasrollah, A. and Rajabi, M. (2013) Irrational Antibiotic Prescribing: A Local Issue or Global Concern? EXCLI Journal, 12, 384-395.
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref105">
    <label>105</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Altaye, F.W., Thupayagale-Tshweneagae, G. and Mfidi, F.H. (2024) Qualitative Enquiry on Factors Affecting Antibiotic Prescribing at Primary Healthcare Facilities in Addis Ababa, Ethiopia. Frontiers in Medicine, 11, Article ID: 1308699. &gt;https://doi.org/10.3389/fmed.2024.1308699
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref106">
    <label>106</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sartelli, M., Barie, P.S., Coccolini, F., Abbas, M., Abbo, L.M., Abdukhalilova, G.K., et al. (2023) Ten Golden Rules for Optimal Antibiotic Use in Hospital Settings: The WARNING Call to Action. World Journal of Emergency Surgery, 18, Article No. 50. &gt;https://wjes.biomedcentral.com/articles/10.1186/s13017-023-00518-3
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref107">
    <label>107</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Siachalinga, L., Mufwambi, W. and Lee, I. (2022) Impact of Antimicrobial Stewardship Interventions to Improve Antibiotic Prescribing for Hospital Inpatients in Africa: A Systematic Review and Meta-analysis. Journal of Hospital Infection, 129, 124-143. &gt;https://doi.org/10.1016/j.jhin.2022.07.031
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref108">
    <label>108</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Saleem, Z., Godman, B., Cook, A., Khan, M.A., Campbell, S.M., Seaton, R.A., et al. (2022) Ongoing Efforts to Improve Antimicrobial Utilization in Hospitals among African Countries and Implications for the Future. Antibiotics, 11, Article No. 1824. &gt;https://doi.org/10.3390/antibiotics11121824
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref109">
    <label>109</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Khadse, S.N., Ugemuge, S. and Singh, C. (2023) Impact of Antimicrobial Stewardship on Reducing Antimicrobial Resistance. Cureus, 15, e49935. &gt;https://doi.org/10.7759/cureus.49935
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref110">
    <label>110</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mudenda, S., Wataya, M.D., Mufwambi, W. and Chizimu, J.Y. (2024) The World Health Organization Access, Watch, and Reserve Classification of Antibiotics: An Awareness Survey among Pharmacy Professionals in a Sub-Saharan Country, Zambia. Antimicrobial Stewardship&amp;Healthcare Epidemiology, 4, e212. &gt;https://doi.org/10.1017/ash.2024.403
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref111">
    <label>111</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Mudenda, S., Chabalenge, B., Daka, V., Jere, E., Sefah, I.A., Wesangula, E., et al. (2024) Knowledge, Awareness and Practices of Healthcare Workers Regarding Antimicrobial Use, Resistance and Stewardship in Zambia: A Multi-Facility Cross-Sectional Study. JAC-Antimicrobial Resistance, 6, dlae076. &gt;https://doi.org/10.1093/jacamr/dlae076
    </mixed-citation>
   </ref>
   <ref id="scirp.138735-ref112">
    <label>112</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Kalungia, A.C., Kampamba, M., Banda, D., Bambala, A.M., Marshall, S., Newport, M., et al. (2024) Impact of a Hub-and-Spoke Approach to Hospital Antimicrobial Stewardship Programmes on Antibiotic Use in Zambia. JAC-Antimicrobial Resistance, 6, dlae178. &gt;https://doi.org/10.1093/jacamr/dlae178
    </mixed-citation>
   </ref>
  </ref-list>
 </back>
</article>