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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">jbm</journal-id>
      <journal-title-group>
        <journal-title>Journal of Biosciences and Medicines</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2327-509X</issn>
      <issn pub-type="ppub">2327-5081</issn>
      <publisher>
        <publisher-name>Scientific Research Publishing</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.4236/jbm.2026.144032</article-id>
      <article-id pub-id-type="publisher-id">jbm-151122</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
        <subj-group>
          <subject>Biomedical</subject>
          <subject>Life Sciences</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Knowledge on Clinical Laboratory Reference Intervals among Healthcare Professionals at the Health District of Bamenda, Cameroon: Associated Factors and Predictors</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <contrib-id contrib-id-type="orcid">0000-0001-5303-5459</contrib-id>
          <name name-style="western">
            <surname>Fondoh</surname>
            <given-names>Victor N.</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-5938-4913</contrib-id>
          <name name-style="western">
            <surname>Niba</surname>
            <given-names>Loveline L.</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0009-0009-1260-2889</contrib-id>
          <name name-style="western">
            <surname>Atanga</surname>
            <given-names>Mary B.</given-names>
          </name>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1"><label>1</label> Department of Public Health, Faculty of Health Sciences, The University of Bamenda, Bambili, Cameroon </aff>
      <aff id="aff2"><label>2</label> Bamenda Regional Hospital Laboratory, Regional Hospital Bamenda, Bamenda, Cameroon </aff>
      <aff id="aff3"><label>3</label> Department of Medical Laboratory Science, School of Health and Biomedical Science, Catholic University of Cameroon, Bamenda, Cameroon </aff>
      <aff id="aff4"><label>4</label> Department of Nursing and Midwifery, Faculty of Health Sciences, The University of Bamenda, Bambili, Cameroon </aff>
      <author-notes>
        <fn fn-type="conflict" id="fn-conflict">
          <p>The authors declare that they have no financial or personal relationships that may have inappropriately influenced them to carry out or during the study.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub">
        <day>01</day>
        <month>04</month>
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="collection">
        <month>04</month>
        <year>2026</year>
      </pub-date>
      <volume>14</volume>
      <issue>04</issue>
      <fpage>452</fpage>
      <lpage>464</lpage>
      <history>
        <date date-type="received">
          <day>21</day>
          <month>03</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>27</day>
          <month>04</month>
          <year>2026</year>
        </date>
        <date date-type="published">
          <day>30</day>
          <month>04</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© 2026 by the authors and Scientific Research Publishing Inc.</copyright-statement>
        <copyright-year>2026</copyright-year>
        <license license-type="open-access">
          <license-p> This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link> ). </license-p>
        </license>
      </permissions>
      <self-uri content-type="doi" xlink:href="https://doi.org/10.4236/jbm.2026.144032">https://doi.org/10.4236/jbm.2026.144032</self-uri>
      <abstract>
        <p><bold>Background:</bold> Clinical laboratory reference intervals (CLRIs) are essential for accurate interpretation of test results, but they differ across populations. Using transferred CLRIs improperly due to limited knowledge among healthcare professionals (HCPs) may lead to misdiagnosis. This study assessed the factors and identified the predictors of the level of knowledge (LOK) regarding CLRIs among HCPs in the Health Districts of Bamenda, Cameroon. <bold>Methods:</bold> A hospital-based cross-sectional study that involved 314 HCPs, aged 18 years and above. Chi-square and multivariable logistic regression analysis were used to assess the factors and identify independent predictors of LOK, respectively. p ≤ 0.05 was considered significant. <bold>Results:</bold> The proportion of HCPs with adequate LOK on CLRIs was 35%. Our univariable analysis shows that HCPs’ LOK regarding CLRIs was significantly associated with interaction with HCCs (p &lt; 0.001) and quality of training curriculum (p = 0.001). Limited interaction with HCCs was linked to 2.8 times (64%) lower likelihood of having adequate LOK compared to those with extensive interaction (aOR = 0.36, 95% CI 0.21 - 0.63, p &lt; 0.001) and those with perceived training curriculum as good rather than better had 1.8 times (44%) lower likelihood of adequate knowledge (aOR = 0.56, 95% CI 0.33 - 0.95, p = 0.033) were significant predictors of LOK regarding CLRIs. <bold>Conclusion:</bold> The LOK regarding CLRIs is surprisingly low among HCPs. Frequent provider-patient interactions and training curricula were the associated factors and most significant predictors. Immediate emphasis on targeted curriculum reform and enhanced clinician-patient interaction is recommended to boost the LOK regarding CLRLs, diagnostic accuracy and patient outcomes.</p>
      </abstract>
      <kwd-group kwd-group-type="author-generated" xml:lang="en">
        <kwd>Clinical Laboratory Reference Intervals</kwd>
        <kwd>Level of Knowledge</kwd>
        <kwd>Healthcare Professional</kwd>
        <kwd>Health Districts of Bamenda</kwd>
        <kwd>Factors</kwd>
        <kwd>Association</kwd>
        <kwd>Predictors</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>1. Introduction</title>
      <p>Clinicians and researchers interpret test results based on the RIs provided alongside the laboratory results report. The CLRIs comprise 95% of the values from healthy individuals in a population [<xref ref-type="bibr" rid="B1">1</xref>]. These CLRIs vary with sex, age, race, geographical location, diet and genetic make-up [<xref ref-type="bibr" rid="B2">2</xref>]-[<xref ref-type="bibr" rid="B5">5</xref>]. The use of CLRIs provided by the manufacturer, published literature, and websites is not uncommon but is not good practice, as these values were derived from different populations [<xref ref-type="bibr" rid="B6">6</xref>]-[<xref ref-type="bibr" rid="B8">8</xref>]. The quality of equipment, capability of personnel, procedure for standardization of the methods, method of verification and quality control on the equipment, has a great role to play in the quality of established CLRIs [<xref ref-type="bibr" rid="B5">5</xref>][<xref ref-type="bibr" rid="B9">9</xref>]-[<xref ref-type="bibr" rid="B13">13</xref>]. There also exist several guidelines for establishing these values [<xref ref-type="bibr" rid="B14">14</xref>]-[<xref ref-type="bibr" rid="B17">17</xref>].</p>
      <p>Several studies have been done on the establishment of CLRIs [<xref ref-type="bibr" rid="B12">12</xref>][<xref ref-type="bibr" rid="B13">13</xref>][<xref ref-type="bibr" rid="B18">18</xref>]-[<xref ref-type="bibr" rid="B23">23</xref>]. These can only be effectively established if health care professionals (HCPs), medical doctors, nurses and laboratory professionals possess adequate knowledge of these entire concepts of CLRIs. These can be achieved through adequate training with a standard professional training curriculum that thoroughly elaborates on the concept of CLRIs, a satisfactory training duration, sufficient work experience or exposure, a manageable workload, and frequent interaction with Healthcare consumers (HCCs).</p>
      <p>Although all HCPs utilise CLRIs for diagnosis and patient management, most of them are not involved in the establishment process. There is scarce published evidence to demonstrate that they are conversant with the concept. Therefore, our study aimed to identify the factors and predictors of level of knowledge (LOK) regarding CLRIs among HCPs. The outcome from this study shall fill the knowledge gap regarding CLRIs and inform strategies for their effective establishment. </p>
    </sec>
    <sec id="sec2">
      <title>2. Materials and Methods</title>
      <sec id="sec2dot1">
        <title>2.1. Ethical Considerations</title>
        <p>Authorisation to carry out this study was obtained from the North-West Regional Delegation for Public Health. Authorisation to access the Health Facilities, Regional Hospital Bamenda was obtained from the Director of the hospital. The Institutional Review Board of the University of Bamenda (Project Identification Number: 2024/0014H/UBa/IRB) and North-West Regional Ethical Committee for Human and Health Research (CRESH) (No. 2023/09/16/CRESH-NW) provided ethical clearance for this study.</p>
      </sec>
      <sec id="sec2dot2">
        <title>2.2. Study Site</title>
        <p>The study site was the Health Districts of Bamenda (HDB) [<xref ref-type="bibr" rid="B24">24</xref>] in the North-West Region of Cameroon. The HDB incorporate two health districts (Bamenda and Nkwen Health districts) with 19 health areas, a population of about 337,036 inhabitants, a surface area of about 560 m<sup>2</sup>, hilly topography, altitude between 1100 m and 1430 m above sea level [<xref ref-type="bibr" rid="B25">25</xref>].</p>
      </sec>
      <sec id="sec2dot3">
        <title>2.3. Study Design</title>
        <p>This study employed a hospital-based cross-sectional design conducted between November 2024 and January 2026 at the HDB selected from four hospitals (two public and two private), Regional Hospital Bamenda, St Mary Catholic Hospital Mankon Bamenda, Nkwen District Hospital Bamenda, and The Martins Catholic Hospital, Nkwen, Bamenda. Selection of these hospitals was done by a multi-stage stratified sampling technique (Constantinescu, 1995) [<xref ref-type="bibr" rid="B26">26</xref>][<xref ref-type="bibr" rid="B27">27</xref>] based on the populations of HCPs in health facilities (at least two permanent onsite doctors, at least 20 nurses plus laboratory professionals) and workload (at least 50 patients per week). The study participants included Healthcare professionals (HCPs), medical doctors, nurses, and medical laboratory professionals, who were actively involved in patient care, excluding administrators and support staff members. This design is relatively cheap, easy, fast, focused, scientific and relevant.</p>
        <p>The study team visited the administration of the different health facilities, explained and distributed the informed consent forms and questionnaires for participants. Participants were given a week to respond to the questionnaires. Those who did not understand any of the questions were free to contact any team, the principal investigator personally or on the phone.</p>
        <p>The independent variables constituted the questionnaire including the gender (male and female), age (group groups: &lt;30 years and ≥30 years), HCPs (medical doctor and others (Nurses and medical laboratory professional)), years of training (&lt;3 years and ≥3 years), years of work experience (&lt;3 years and ≥3 years), type of health facility (public and private), workload (“high” indicate ≤ 50 patients and “low” indicate &gt; 50 patients attended to per week), interaction of HCPs with HCCs (“extensive” if CLRIs were discussion with HCCs during interpretation of results and “limited” if it was not discussed ) and type of quality of training curriculum (“better” if the concept of RIs was included in the syllabus of training curriculum and “good” if it was not included) [<xref ref-type="bibr" rid="B28">28</xref>].</p>
        <p>The dependent variable constituted was the LOK regarding CLRIs, which was assessed using the Likert scale (excellent, very good, good, average and poor) using eight questions. Respondents who had ≥50% responses indicating excellent and/or very good were considered to have adequate knowledge. The questions assessed included: population characteristics (age, sex, ethnicity, etc.), biological variability (pregnancy, menstrual cycle, health status, etc.), lifestyles (diet, physical activity, etc.), technical factors (assay methodology, calibration, quality assurance, method verification, method comparison, multicenter studies, etc.), specimen collection and handling (time of collection, sample type, etc.), geographical environment (climate, altitude, etc.), laboratory standards or guidelines/regulation standards for establishment of CLRIs ((Ethical consideration - confidentiality, Informed consent/Assent, participant selection, transference of CLRIs, etc.) statistical considerations (sample size, data distribution, data analysis, etc.). The questionnaire was pre-tested for validity at St Blaise Catholic Hospital, Bamenda, with 30 healthcare professionals using Cronbach’s alpha in SPSS version 25. A Cronbach’s alpha of ≥0.7 was considered a good internal consistency.</p>
      </sec>
      <sec id="sec2dot4">
        <title>2.4. Sample Size</title>
        <p>The sample size was calculated using the proportion for an infinite population. We assume a maximum sample size with an expected proportion of 50%, with an error margin of 5% at 95% confidence interval. A calculated sample size of 385 HCPs was obtained. The infinite population correction was applied, taking into consideration the sample size of about 946 HCPs obtained from the National Institute of Statistics and a sample size of 228 HCPs [<xref ref-type="bibr" rid="B17">17</xref>]. In addition, 30% was added to take care of non-respondents, giving a final sample size of 296 HCPs for administration of the questionnaires.</p>
      </sec>
      <sec id="sec2dot5">
        <title>2.5. Inclusion and Exclusion Criteria</title>
        <p>Participants included in the study were HCPs, medical doctors, nurses, and laboratory professionals over 18 years of age, working in any of the selected hospitals, present at the facilities during the period when the questionnaire was administered, and who consented to participate in the study. Excluded from the study were HCPs who consented to participate, completed the questionnaire, but later withdrew.</p>
      </sec>
      <sec id="sec2dot6">
        <title>2.6. Data Collection</title>
        <p>Two trained data collectors alongside the principal investigator collected that data. Data were gathered only from participants who met the inclusion criteria. The information on gender, age, health profession, years of training, years of work experience, type of health facility, workload, interaction of HCPs with HCCs, and quality of training curriculum was recorded. The data were coded and entered into Microsoft Office Excel 2012 (Microsoft Corporation, Redmond, Washington, United Kingdom) software and cross-checked by a second data collector for clerical errors.</p>
      </sec>
      <sec id="sec2dot7">
        <title>2.7. Statistical Analysis</title>
        <p>Statistical analyses were performed using Statistical Package for the Social Sciences (SPSS) version 25 software (IBM Corporation, Chicago, Illinois, United States). Frequency distribution was employed for descriptive statistics. Univariate analysis with the chi-square test was used to assess the association between HCPs’ LOK of CLRIs and their demographics. Predictors of LOK regrading CLRLs among HCPs were identified by constructing a multivariable logistic regression model. Statistical significance was considered a<italic>p</italic>-value ≤ 0.05 at 95% confidence interval. </p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>3. Results</title>
      <p>Out of 325 questionnaires administered to HCPs, 314 responses were received, giving a response rate of 97% (<bold>Table 1</bold>). A Cronbach’s alpha of 0.8 was obtained, indicating good internal consistency. Out of the 314 HCPs who responded, 160 (51%) were from the Regional Hospital Bamenda, 84 (27%) Nkwen District Hospital, Bamenda, 42 (13%) were from the Martins Catholic Hospital, Nkwen, Bamenda and 28 (9%) St Mary Catholic Hospital Mankon, Bamenda. One hundred and thirty-three (forty-two percent) were males, 180(57%) were less than 30 years old, 43 (14%) were medical doctors, 78 (26%) had less than 3years of professional training, 241 (79%) worked in the public sector, 187 (64%) had less than three years of work experience and 172 (58%) had high workload, 155 (49%) had extensive interaction with HCCs, 143 (49%) had perception of better training curriculum and 110 had adequate knowledge on RIs giving a prevalence of 35%.</p>
      <p><bold>Table 1</bold><bold>.</bold> Frequency distribution of factors associated with levels of knowledge regarding clinical laboratory reference intervals among healthcare professionals.</p>
      <table-wrap id="tbl1">
        <label>Table 1</label>
        <table>
          <tbody>
            <tr>
              <td>
                <bold>Variables</bold>
              </td>
              <td>
                <bold>Category</bold>
              </td>
              <td>
                <bold>Frequency (n)</bold>
              </td>
              <td>
                <bold>Percentage (%)</bold>
              </td>
            </tr>
            <tr>
              <td colspan="4">
                <bold>Sex (N</bold>
                <bold>=</bold>
                <bold>314)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>Males</td>
              <td>133</td>
              <td>42</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>Females</td>
              <td>181</td>
              <td>58</td>
            </tr>
            <tr>
              <td colspan="4">
                <bold>Age Range (N</bold>
                <bold>=</bold>
                <bold>314)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>&lt;30 years</td>
              <td>180</td>
              <td>57</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>≥30 years</td>
              <td>134</td>
              <td>43</td>
            </tr>
            <tr>
              <td colspan="4">
                <bold>Profession (N</bold>
                <bold>=</bold>
                <bold>314)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>Medical Doctor</td>
              <td>43</td>
              <td>14</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>Others HCPs</td>
              <td>271</td>
              <td>86</td>
            </tr>
            <tr>
              <td colspan="4">
                <bold>Years of Training (N</bold>
                <bold>=</bold>
                <bold>304)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>&lt;3 years</bold>
              </td>
              <td>78</td>
              <td>26</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>≥3 years</bold>
              </td>
              <td>226</td>
              <td>74</td>
            </tr>
            <tr>
              <td colspan="4">
                <bold>Type of Practice (N</bold>
                <bold>=</bold>
                <bold>306)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Public sector</bold>
              </td>
              <td>241</td>
              <td>79</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Private sector</bold>
              </td>
              <td>65</td>
              <td>21</td>
            </tr>
            <tr>
              <td colspan="4">
                <bold>Years of Work Experience (N</bold>
                <bold>=</bold>
                <bold>292)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>&lt;3 years</bold>
              </td>
              <td>187</td>
              <td>64</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>≥3 years</bold>
              </td>
              <td>105</td>
              <td>36</td>
            </tr>
            <tr>
              <td colspan="4">
                <bold>Work Load (N</bold>
                <bold>=</bold>
                <bold>298)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>High</bold>
              </td>
              <td>172</td>
              <td>57.7</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Low</bold>
              </td>
              <td>126</td>
              <td>42.3</td>
            </tr>
            <tr>
              <td colspan="4">
                <bold>Interaction with Healthcare Customers (N</bold>
                <bold>=</bold>
                <bold>302)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>extensive</bold>
              </td>
              <td>155</td>
              <td>51</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Limited</bold>
              </td>
              <td>147</td>
              <td>49</td>
            </tr>
            <tr>
              <td colspan="4">
                <bold>Quality of Training Curriculum (N</bold>
                <bold>=</bold>
                <bold>295)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Better</bold>
              </td>
              <td>143</td>
              <td>49</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Good</bold>
              </td>
              <td>152</td>
              <td>51</td>
            </tr>
            <tr>
              <td colspan="4">
                <bold>LOK on CLRIs (Outcome) (N</bold>
                <bold>=</bold>
                <bold>314)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Adequate</bold>
              </td>
              <td>110</td>
              <td>35</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Limited</bold>
              </td>
              <td>204</td>
              <td>65</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>LOK; Level of knowledge, CLRLs; Clinical Laboratory Reference Interval, HCPs; Health care professionals. </p>
      <p>Our univariable analysis (<bold>Table 2</bold>) indicated that there was a statistically significant association between LOK of HCPs regarding CLRIs and: interaction with HCCs (<italic>X</italic><sup>2</sup> = 19.89, <italic>p</italic> &lt; 0.001) and quality of training curriculum (<italic>X</italic><sup>2</sup><italic>=</italic>10.162, <italic>p</italic>= 0.001). There were no statistically significant association with: sex (<italic>X</italic><sup>2</sup> = 1.040, <italic>p</italic>= 0.308), age range (<italic>X</italic><sup>2</sup> = 0.535, <italic>p</italic>= 0.465), profession (<italic>X</italic><sup>2</sup> = 0.444, <italic>p</italic>= 0.505), years of training (<italic>X</italic><sup>2</sup> = 2.670, <italic>p</italic>= 0.102), type of practice (<italic>X</italic><sup>2</sup> = 0.257,<italic>p</italic>= 0.612), years of work experience (<italic>X</italic><sup>2</sup> = 1.534, <italic>p</italic>= 0.216), and workload (<italic>X</italic><sup>2</sup> = 1.164, <italic>p</italic>= 0.28). </p>
      <p><bold>Table 2</bold><bold>.</bold> Univariable analysis of the association of factor and level of knowledge regarding clinical laboratory reference intervals amongst healthcare professionals.</p>
      <table-wrap id="tbl2">
        <label>Table 2</label>
        <table>
          <tbody>
            <tr>
              <td rowspan="2">
                <bold>Variable</bold>
              </td>
              <td rowspan="2">
                <bold>Category</bold>
              </td>
              <td colspan="2">
                <bold>Level of Knowledge</bold>
              </td>
              <td rowspan="2">
                <bold>Total</bold>
              </td>
              <td rowspan="2">
                <italic>
                  <bold>X</bold>
                </italic>
                <bold>
                  <sup>2</sup>
                </bold>
                <bold>Value</bold>
              </td>
              <td rowspan="2">
                <italic>
                  <bold>p</bold>
                </italic>
                <bold>-value</bold>
              </td>
            </tr>
            <tr>
              <td>
                <bold>Limited</bold>
                <bold>(n</bold>
                <bold>=</bold>
                <bold>204)</bold>
              </td>
              <td>
                <bold>Adequate (n</bold>
                <bold>=</bold>
                <bold>110)</bold>
              </td>
            </tr>
            <tr>
              <td colspan="7">
                <bold>Sex (</bold>
                <bold>n</bold>
                <bold>=</bold>
                <bold>31</bold>
                <bold>4</bold>
                <bold>)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Male</bold>
              </td>
              <td>82 (62)</td>
              <td>51 (38)</td>
              <td>133</td>
              <td>1.040</td>
              <td>0.291</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Female</bold>
              </td>
              <td>122 (67)</td>
              <td>59 (33)</td>
              <td>181</td>
              <td>
              </td>
              <td>
              </td>
            </tr>
            <tr>
              <td colspan="7">
                <bold>Age Range (n</bold>
                <bold>=</bold>
                <bold>314)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>&lt;30 years</bold>
              </td>
              <td>120 (58.8)</td>
              <td>60 (54.5)</td>
              <td>180</td>
              <td>0.535</td>
              <td>0.465</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>≥30 years</bold>
              </td>
              <td>84 (41.2)</td>
              <td>50 (45.5)</td>
              <td>134</td>
              <td>
              </td>
              <td>
              </td>
            </tr>
            <tr>
              <td colspan="7">
                <bold>Profession (n</bold>
                <bold>=</bold>
                <bold>314)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Medical Doctor</bold>
              </td>
              <td>26 (12.7)</td>
              <td>17 (15.5)</td>
              <td>43</td>
              <td>0.444</td>
              <td>0.505</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Others</bold>
              </td>
              <td>178 (87.3)</td>
              <td>93 (84.5)</td>
              <td>271</td>
              <td>
              </td>
              <td>
              </td>
            </tr>
            <tr>
              <td colspan="7">
                <bold>Years of Training (n</bold>
                <bold>=</bold>
                <bold>304)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>&lt;3 years</bold>
              </td>
              <td>56 (28.7)</td>
              <td>22 (20.2)</td>
              <td>78</td>
              <td>2.670</td>
              <td>0.102</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>≥3 years</bold>
              </td>
              <td>139 (71.3)</td>
              <td>87 (79.8)</td>
              <td>226</td>
              <td>
              </td>
              <td>
              </td>
            </tr>
            <tr>
              <td colspan="7">
                <bold>Type of Practice (n</bold>
                <bold>=</bold>
                <bold>306)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Public</bold>
              </td>
              <td>155 (77.9)</td>
              <td>86 (80.4)</td>
              <td>241</td>
              <td>0.257</td>
              <td>0.612</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Private</bold>
              </td>
              <td>44 (22.1)</td>
              <td>21 (19.6)</td>
              <td>65</td>
              <td>
              </td>
              <td>
              </td>
            </tr>
            <tr>
              <td colspan="7">
                <bold>Years of Work Experience</bold>
                <bold>(n</bold>
                <bold>=</bold>
                <bold>292)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>&lt;3 years</bold>
              </td>
              <td>124 (66.7)</td>
              <td>63 (59.4)</td>
              <td>187</td>
              <td>1.534</td>
              <td>0.216</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>≥3 years</bold>
              </td>
              <td>62 (33.3)</td>
              <td>43 (40.6)</td>
              <td>105</td>
              <td>
              </td>
              <td>
              </td>
            </tr>
            <tr>
              <td colspan="7">
                <bold>Work Load (n</bold>
                <bold>=</bold>
                <bold>298)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>High</bold>
              </td>
              <td>107 (55.4)</td>
              <td>65 (61.9)</td>
              <td>172</td>
              <td>1.164</td>
              <td>0.281</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Low</bold>
              </td>
              <td>86 (44.6)</td>
              <td>40 (38.1)</td>
              <td>126</td>
              <td>
              </td>
              <td>
              </td>
            </tr>
            <tr>
              <td colspan="7">
                <bold>Interaction with Healthcare consumer (n</bold>
                <bold>=</bold>
                <bold>302)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Limited</bold>
              </td>
              <td>113 (58.2)</td>
              <td>34 (31.5)</td>
              <td>147</td>
              <td>19.895</td>
              <td>&lt;0.001*</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>extensive</bold>
              </td>
              <td>81 (41.8)</td>
              <td>74 (68.5)</td>
              <td>155</td>
              <td>
              </td>
              <td>
              </td>
            </tr>
            <tr>
              <td colspan="7">
                <bold>Quality of Training Curriculum (n</bold>
                <bold>=</bold>
                <bold>295)</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Good</bold>
              </td>
              <td>111 (58.4)</td>
              <td>41 (39.0)</td>
              <td>152</td>
              <td>10.162</td>
              <td>
                <bold>0.001*</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Better</bold>
              </td>
              <td>79 (41.6)</td>
              <td>64 (61.0)</td>
              <td>143</td>
              <td>
              </td>
              <td>
              </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p><bold>*</bold>Statistically Significant.</p>
      <p><bold>Table 3.</bold>Multivariable logistic regression: factors associated with an adequate level of knowledge regarding clinical laboratory reference interval.</p>
      <table-wrap id="tbl3">
        <label>Table 3</label>
        <table>
          <tbody>
            <tr>
              <td>
                <bold>Variables</bold>
              </td>
              <td>
                <bold>Category</bold>
              </td>
              <td>
                <bold>Unadjusted Odds Ratio (OR)</bold>
              </td>
              <td>
                <bold>95 CI</bold>
              </td>
              <td>
                <italic>
                  <bold>p</bold>
                </italic>
                <bold>-value</bold>
              </td>
              <td>
                <bold>Adjusted Odds Ratio (aOR)</bold>
              </td>
              <td>
                <bold>95 CI</bold>
              </td>
              <td>
                <italic>
                  <bold>p</bold>
                </italic>
                <bold>-value</bold>
              </td>
            </tr>
            <tr>
              <td colspan="8">
                <bold>Years of professional Training</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>≥3 years</bold>
              </td>
              <td>1.00</td>
              <td>
              </td>
              <td>
              </td>
              <td>1.00</td>
              <td>–</td>
              <td>–</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>&lt;3 years</bold>
              </td>
              <td>0.63</td>
              <td>0.36 - 1.1</td>
              <td>
                <bold>0.104</bold>
              </td>
              <td>0.79</td>
              <td>0.43 - 1.47</td>
              <td>
                <bold>0.463</bold>
              </td>
            </tr>
            <tr>
              <td colspan="8">
                <bold>Interaction with Healthcare Customers</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Extensive</bold>
              </td>
              <td>1.00</td>
              <td>
              </td>
              <td>
              </td>
              <td>1.00</td>
              <td>–</td>
              <td>–</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Limited</bold>
              </td>
              <td>0.33</td>
              <td>0.20 - 0.54</td>
              <td>
                <bold>&lt;0.001*</bold>
              </td>
              <td>0.36</td>
              <td>0.21 - 0.63</td>
              <td>
                <bold>&lt;0.001</bold>
                <bold>*</bold>
              </td>
            </tr>
            <tr>
              <td colspan="8">
                <bold>Quality of Training Curriculum</bold>
              </td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Better</bold>
              </td>
              <td>1.00</td>
              <td>
              </td>
              <td>
              </td>
              <td>1.00</td>
              <td>–</td>
              <td>–</td>
            </tr>
            <tr>
              <td>
              </td>
              <td>
                <bold>Good</bold>
              </td>
              <td>0.456</td>
              <td>0.28 - 0.74</td>
              <td>
                <bold>0.002*</bold>
              </td>
              <td>0.56</td>
              <td>0.33 - 0.95</td>
              <td>
                <bold>0.033*</bold>
              </td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>*statistically significant OR; Odd ratio, aOR; Adjusted Odd Ratio, CI; Confidence Interval.</p>
      <p>Following our univariable analysis, years of professional Training, interaction with healthcare customers and quality of training curriculum met the inclusion criteria (<italic>p</italic>-values &lt; 0.2) and were entered in the final multiple logistic regression model. Cases with missing data on any of the variables were excluded using listwise deletion, resulting in a final sample of 283 complete cases in the model. The final model showed no evidence of significant lack-of-fit (Hosmer-Lemeshow goodness-of-fit test: <italic>p</italic> = 0.26). The reference categories for the variables were the first (favourable) category (<bold>Table 3</bold>): ≥3 years of professional training, Extensive interaction with healthcare customers, and perception of better quality of training curriculum. The Variance Inflation Factors (VIF) for all variables were less than 2.0, indicating no significant multicollinearity among the predictors. Our final model reveals that HCPs who had limited interaction with HCCs had 2.8 times (64%) lower odds of having adequate LOK compared to those with extensive interaction (aOR = 0.36, 95% CI 0.21 - 0.63, <italic>p</italic> &lt; 0.001). Those had perception of training curriculum as good rather than better had 1.8 times (44%) lower odds of adequate LOK (aOR = 0.56, 95% CI 0.33 - 0.95, <italic>p</italic> = 0.033). Years of training were not independently associated with LOK.</p>
    </sec>
    <sec id="sec4">
      <title>4. Discussion</title>
      <p>Our study revealed that only 35% of HCPs possessed adequate LOK regarding CLRIs. This low prevalence indicates a significant LOK gap, which is a major concern. It could lead to misinterpretation of test results resulting to miss diagnosis, inappropriate treatment and delay in patient care [<xref ref-type="bibr" rid="B29">29</xref>][<xref ref-type="bibr" rid="B30">30</xref>]. Our finding aligns with the regional patterns in low-income and middle-income countries (LMIC), where extensive challenges in clinical laboratory interpretation may cause an increase in false positives in routine work and research [<xref ref-type="bibr" rid="B30">30</xref>]. In a study in Kenya, 85% of normal healthy clients for the Blood Urea Nitrogen test were misclassified as abnormal when Western-based CLRIs were used, compared to 10% when locally established CLRIs were used [<xref ref-type="bibr" rid="B31">31</xref>]. This was evidence of limited adaptation of locally established CLRIs that may be attributed to a gap in LOK regarding CLRIs. In Ethiopia, western derived CLRIs were adopted because there were no locally established ones available [<xref ref-type="bibr" rid="B32">32</xref>]. Similar gaps have also been reported in LMIC, where dependence on Western-derived CLRIs resulted in misclassification of normal individuals as abnormal, aggravating diagnostic challenges [<xref ref-type="bibr" rid="B33">33</xref>].</p>
      <p>Our univariable analysis identified only two factors significantly associated with adequate LOK of CLRIs extensive interaction of HCPs with HCCs (<italic>p</italic> &lt; 0.001) and perception of better-quality Training curriculum (<italic>p</italic> = 0.001). The former may be because extensive interaction between HCPs and the HCCs forces the HCPs to translate complex laboratory data, including CLRIs, within the HCCs. This process improves practical application and retention of concepts, thereby strengthening the provider’s LOK [<xref ref-type="bibr" rid="B34">34</xref>][<xref ref-type="bibr" rid="B35">35</xref>]. Likewise, the latter might be because perception of better curriculum enhances better training [<xref ref-type="bibr" rid="B36">36</xref>]. There is evidence from several studies that the use of standard curricula enhances the quality of trainees [<xref ref-type="bibr" rid="B35">35</xref>][<xref ref-type="bibr" rid="B37">37</xref>]-[<xref ref-type="bibr" rid="B42">42</xref>].</p>
      <p>Our multivariable logistic regression model shows that HCPs with limited interaction had 2.8 times (64%) lower odds of adequate LOK (adjusted odds ratio (aOR) = 0.36) compared to those with extensive interaction. This supports the “Learning by Doing” theory, which indicates that repeated clinical engagement enhances theoretical LOK through real-world application [<xref ref-type="bibr" rid="B43">43</xref>]. The finding that those who had perception of curriculum as “good” rather than “better” resulted in 1.8 times lower odds of LOK (aOR = 0.56) suggests that the perceived excellence of a program directly correlates with its effectiveness. This aligns with the fact that HCPs who are highly satisfied with their quality of training curriculum feel significantly more competent in applying new knowledge. On the contrary, low satisfaction with the quality of training curriculum has been linked to significant competency gaps [<xref ref-type="bibr" rid="B44">44</xref>]. Other studies reveal that curricula that fail to respond directly to “national health needs” or lack the interactive element fail to prepare students effectively [<xref ref-type="bibr" rid="B37">37</xref>][<xref ref-type="bibr" rid="B38">38</xref>][<xref ref-type="bibr" rid="B40">40</xref>].</p>
    </sec>
    <sec id="sec5">
      <title>5. Limitations</title>
      <p>Since this is a cross-sectional study, the use of a non-probability sampling method in selected sites may limit generalizability. </p>
    </sec>
    <sec id="sec6">
      <title>6. Recommendations</title>
      <p>The results recommend that HCPs should:</p>
      <p>1) Receive continuing professional training programmes that emphasise clinical laboratory interpretation and locally derived CLRIs.</p>
      <p>2) Training curriculum in medical, nursing, and laboratory training professional institutions should be reformed to include knowledge on the concept of CLRIs, including population-specific, analytical variations and the establishment of CLRIs.</p>
      <p>3) Physical interventions between HCPs and HCCs and strengthening the laboratory-clinician interface should be encouraged.</p>
    </sec>
    <sec id="sec7">
      <title>7. Conclusion</title>
      <p>Our study concludes that the prevalence of LOK regarding CLCLRIs is alarmingly low among HCPs, 35%. Extensive provider-patient interaction and inclusion of better training curricula were the associated factors and most powerful modifiable predictors of LOK. Targeted continuing education, curriculum reform, and improved clinician-client interaction are urgently recommended to boost the LOK regarding CLRLs, diagnostic accuracy and patient outcomes [<xref ref-type="bibr" rid="B28">28</xref>].</p>
    </sec>
    <sec id="sec8">
      <title>Acknowledgements</title>
      <p>We acknowledge all those who contribute to the success of this study, including my supervisors, Dr. Loveline L. Niba (LLN) and Prof. Mary B. Atanga (MBA) for their time and expertise to oversight this study. Our exceptional gratitude goes to the administration of the Department of Public Health, University of Bamenda, for the theoretical and practical support during this study. Our special appreciation goes to the administration of the Director of the Regional Hospital Bamenda, Dr. Denis Nsame and the personnel of the BRHL-Mrs. Muluh Charis N (MCN), Mr. Mbu Alfred (MA), Mrs. Che Amadine (CA), Mr. Nde Tawah (NT), Mr. Kubong Rene (KR), Mr. Chefor Austin (CA), Miss Akwa Olivia (AO), Mr. Fondoh Precioco (FP), Mrs. Chia Joyce (CJ) and Mrs. Pafoule Edith (PE) administration of the questionnaire and data collection. Lastly, I especially appreciate my beloved wife, Rachel Fondoh, for her moral support.</p>
    </sec>
    <sec id="sec9">
      <title>Data Availability Statement</title>
      <p>The data supporting the findings of this study are available within the article. Data are also available from the corresponding author, V.N.F. on request.</p>
    </sec>
    <sec id="sec10">
      <title>Funding Statement</title>
      <p>The study received no grant or funding agency from any public, not-for-profit or commercial sector.</p>
    </sec>
    <sec id="sec11">
      <title>Authors’ Contributions</title>
      <p>VNF conceived and developed the computations, designed the study, trained and supervised (sample collection and analysis), statistical analysis and writing of the manuscript. LLN and MBA conceptualised, reviewed the data collected and supervised the manuscript. All authors discussed the results and contributed to the final manuscript.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <title>References</title>
      <ref id="B1">
        <label>1.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Horn, P.S. and Pesce, A.J. (2003) Reference Intervals: An Update. <italic>Clinica</italic><italic>Chimica</italic><italic>Acta</italic>, 334, 5-23. https://doi.org/10.1016/s0009-8981(03)00133-5 <pub-id pub-id-type="doi">10.1016/s0009-8981(03)00133-5</pub-id><pub-id pub-id-type="pmid">12867273</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/s0009-8981(03)00133-5">https://doi.org/10.1016/s0009-8981(03)00133-5</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Horn, P.S.</string-name>
              <string-name>Pesce, A.J.</string-name>
            </person-group>
            <year>2003</year>
            <article-title>Reference Intervals: An Update</article-title>
            <source>Clinica Chimica Acta</source>
            <volume>8981</volume>
            <issue>03</issue>
            <pub-id pub-id-type="doi">10.1016/s0009-8981(03)00133-5</pub-id>
            <pub-id pub-id-type="pmid">12867273</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B2">
        <label>2.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Evans, D.M., Frazer, I.H. and Martin, N.G. (1999) Genetic and Environmental Causes of Variation in Basal Levels of Blood Cells. <italic>Twin Research and Human Genetics</italic>, 2, 250-257. https://doi.org/10.1375/twin.2.4.250 <pub-id pub-id-type="doi">10.1375/twin.2.4.250</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1375/twin.2.4.250">https://doi.org/10.1375/twin.2.4.250</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Evans, D.M.</string-name>
              <string-name>Frazer, I.H.</string-name>
              <string-name>Martin, N.G.</string-name>
            </person-group>
            <year>1999</year>
            <article-title>Genetic and Environmental Causes of Variation in Basal Levels of Blood Cells</article-title>
            <source>Twin Research and Human Genetics</source>
            <volume>2</volume>
            <pub-id pub-id-type="doi">10.1375/twin.2.4.250</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B3">
        <label>3.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Akda, R., Energin, V.M., Kalayci, A.G. and Karakelleö, C. (1996) Reference Limits for Routine Haematological Measurements in 7-14-Year-Old Children Living at an Intermediate Altitude (1869 M, Erzurum, Turkey). <italic>Scandinavian</italic><italic>Journal</italic><italic>of</italic><italic>Clinical</italic><italic>and</italic><italic>Laboratory</italic><italic>Investigation</italic>, 56, 103-109. https://doi.org/10.3109/00365519609088595 <pub-id pub-id-type="doi">10.3109/00365519609088595</pub-id><pub-id pub-id-type="pmid">8743101</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3109/00365519609088595">https://doi.org/10.3109/00365519609088595</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Akda, R.</string-name>
              <string-name>Energin, V.M.</string-name>
              <string-name>Kalayci, A.G.</string-name>
              <string-name>Erzurum, T</string-name>
            </person-group>
            <year>1996</year>
            <article-title>Reference Limits for Routine Haematological Measurements in 7-14-Year-Old Children Living at an Intermediate Altitude (1869 M, Erzurum, Turkey)</article-title>
            <source>Scandinavian Journal of Clinical and Laboratory Investigation</source>
            <volume>56</volume>
            <pub-id pub-id-type="doi">10.3109/00365519609088595</pub-id>
            <pub-id pub-id-type="pmid">8743101</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B4">
        <label>4.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Taylor, M.R.H., Holland, C.V., Spencer, R., Jackson, J.F., O’Connor, G.I. and O’Donnell, J.R. (1997) Haematological Reference Ranges for Schoolchildren. <italic>Clinical</italic><italic>&amp;</italic><italic>Laboratory</italic><italic>Haematology</italic>, 19, 1-15. https://doi.org/10.1046/j.1365-2257.1997.00204.x <pub-id pub-id-type="doi">10.1046/j.1365-2257.1997.00204.x</pub-id><pub-id pub-id-type="pmid">9146941</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1046/j.1365-2257.1997.00204.x">https://doi.org/10.1046/j.1365-2257.1997.00204.x</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Taylor, M.R.H.</string-name>
              <string-name>Holland, C.V.</string-name>
              <string-name>Spencer, R.</string-name>
              <string-name>Jackson, J.F.</string-name>
              <string-name>Connor, G.I.</string-name>
              <string-name>Donnell, J.R.</string-name>
            </person-group>
            <year>1997</year>
            <article-title>Haematological Reference Ranges for Schoolchildren</article-title>
            <source>Clinical &amp; Laboratory Haematology</source>
            <volume>19</volume>
            <pub-id pub-id-type="doi">10.1046/j.1365-2257.1997.00204.x</pub-id>
            <pub-id pub-id-type="pmid">9146941</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B5">
        <label>5.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Grossi, E., Colombo, R., Cavuto, S. and Franzini, C. (2005) The REALAB Project: A New Method for the Formulation of Reference Intervals Based on Current Data. <italic>Clin</italic><italic>ical Chemistry</italic>, 51, 1232-1240. https://doi.org/10.1373/clinchem.2005.047787 <pub-id pub-id-type="doi">10.1373/clinchem.2005.047787</pub-id><pub-id pub-id-type="pmid">15919879</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1373/clinchem.2005.047787">https://doi.org/10.1373/clinchem.2005.047787</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Grossi, E.</string-name>
              <string-name>Colombo, R.</string-name>
              <string-name>Cavuto, S.</string-name>
              <string-name>Franzini, C.</string-name>
            </person-group>
            <year>2005</year>
            <article-title>The REALAB Project: A New Method for the Formulation of Reference Intervals Based on Current Data</article-title>
            <source>Clinical Chemistry</source>
            <volume>51</volume>
            <pub-id pub-id-type="doi">10.1373/clinchem.2005.047787</pub-id>
            <pub-id pub-id-type="pmid">15919879</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B6">
        <label>6.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Koram, K.A., Addae, M.M., Ocran, J.C., Adu-Amankwah, S., Rogers, W.O. and Nkrumah, F.K. (2010) Population Based Reference Intervals for Common Blood Haematological and Biochemical Parameters in the Akuapem North District. <italic>Ghana Medical Journal</italic>, 41, Article No. 160. https://doi.org/10.4314/gmj.v41i4.55284 <pub-id pub-id-type="doi">10.4314/gmj.v41i4.55284</pub-id><pub-id pub-id-type="pmid">18464901</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4314/gmj.v41i4.55284">https://doi.org/10.4314/gmj.v41i4.55284</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Koram, K.A.</string-name>
              <string-name>Addae, M.M.</string-name>
              <string-name>Ocran, J.C.</string-name>
              <string-name>Adu-Amankwah, S.</string-name>
              <string-name>Rogers, W.O.</string-name>
              <string-name>Nkrumah, F.K.</string-name>
            </person-group>
            <year>2010</year>
            <article-title>Population Based Reference Intervals for Common Blood Haematological and Biochemical Parameters in the Akuapem North District</article-title>
            <source>Ghana Medical Journal</source>
            <volume>41</volume>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.4314/gmj.v41i4.55284</pub-id>
            <pub-id pub-id-type="pmid">18464901</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B7">
        <label>7.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Wang, Q., <italic>et al.</italic> (2025) Establishment of Reference Intervals for Complete Blood Count in Healthy Adults at Different Altitudes on the Western Sichuan Plateau. <italic>Frontiers in Medicine</italic>, 12, 1586778. https://doi.org/10.3389/fmed.2025.1586778 <pub-id pub-id-type="doi">10.3389/fmed.2025.1586778</pub-id><pub-id pub-id-type="pmid">40470042</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmed.2025.1586778">https://doi.org/10.3389/fmed.2025.1586778</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Wang, Q.</string-name>
            </person-group>
            <year>2025</year>
            <article-title>Establishment of Reference Intervals for Complete Blood Count in Healthy Adults at Different Altitudes on the Western Sichuan Plateau</article-title>
            <source>Frontiers in Medicine</source>
            <volume>12</volume>
            <pub-id pub-id-type="doi">10.3389/fmed.2025.1586778</pub-id>
            <pub-id pub-id-type="pmid">40470042</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B8">
        <label>8.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Dacie, J.V. (2006) Dacie and Lewis Practical Haematology. Elsevier Health Sciences.</mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Dacie, J.V.</string-name>
            </person-group>
            <year>2006</year>
            <article-title>Dacie and Lewis Practical Haematology</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B9">
        <label>9.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Badrick, T., El-Khoury, J.M. and Theodorsson, E. (2025) Laboratory Reference Intervals—History and Modern Approaches for Improved Utility. <italic>Scandinavian</italic><italic>Journal</italic><italic>of</italic><italic>Clinical</italic><italic>and</italic><italic>Laboratory</italic><italic>Investigation</italic>, 85, 229-241. https://doi.org/10.1080/00365513.2025.2512995 <pub-id pub-id-type="doi">10.1080/00365513.2025.2512995</pub-id><pub-id pub-id-type="pmid">40471683</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/00365513.2025.2512995">https://doi.org/10.1080/00365513.2025.2512995</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Badrick, T.</string-name>
              <string-name>El-Khoury, J.M.</string-name>
              <string-name>Theodorsson, E.</string-name>
            </person-group>
            <year>2025</year>
            <article-title>Laboratory Reference Intervals—History and Modern Approaches for Improved Utility</article-title>
            <source>Scandinavian Journal of Clinical and Laboratory Investigation</source>
            <volume>85</volume>
            <pub-id pub-id-type="doi">10.1080/00365513.2025.2512995</pub-id>
            <pub-id pub-id-type="pmid">40471683</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B10">
        <label>10.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Bohn, M.K., Bailey, D., Balion, C., Cembrowski, G., Collier, C., De Guire, V., <italic>et al</italic>. (2023) Reference Interval Harmonization: Harnessing the Power of Big Data Analytics to Derive Common Reference Intervals across Populations and Testing Platforms. <italic>Clinical</italic><italic>Chemistry</italic>, 69, 991-1008. https://doi.org/10.1093/clinchem/hvad099 <pub-id pub-id-type="doi">10.1093/clinchem/hvad099</pub-id><pub-id pub-id-type="pmid">37478022</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/clinchem/hvad099">https://doi.org/10.1093/clinchem/hvad099</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Bohn, M.K.</string-name>
              <string-name>Bailey, D.</string-name>
              <string-name>Balion, C.</string-name>
              <string-name>Cembrowski, G.</string-name>
              <string-name>Collier, C.</string-name>
              <string-name>Guire, V.</string-name>
            </person-group>
            <year>2023</year>
            <article-title>Reference Interval Harmonization: Harnessing the Power of Big Data Analytics to Derive Common Reference Intervals across Populations and Testing Platforms</article-title>
            <source>Clinical Chemistry</source>
            <volume>69</volume>
            <pub-id pub-id-type="doi">10.1093/clinchem/hvad099</pub-id>
            <pub-id pub-id-type="pmid">37478022</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B11">
        <label>11.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Martinez-Sanchez, L., Marques-Garcia, F., Ozarda, Y., Blanco, A., Brouwer, N., Canalias, F., <italic>et al</italic>. (2021) Big Data and Reference Intervals: Rationale, Current Practices, Harmonization and Standardization Prerequisites and Future Perspectives of Indirect Determination of Reference Intervals Using Routine Data. <italic>Advances</italic><italic>in</italic><italic>Laboratory</italic><italic>Medicine</italic>, 2, 9-16. https://doi.org/10.1515/almed-2020-0034 <pub-id pub-id-type="doi">10.1515/almed-2020-0034</pub-id><pub-id pub-id-type="pmid">37359198</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1515/almed-2020-0034">https://doi.org/10.1515/almed-2020-0034</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Martinez-Sanchez, L.</string-name>
              <string-name>Marques-Garcia, F.</string-name>
              <string-name>Ozarda, Y.</string-name>
              <string-name>Blanco, A.</string-name>
              <string-name>Brouwer, N.</string-name>
              <string-name>Canalias, F.</string-name>
              <string-name>Rationale, C</string-name>
              <string-name>Practices, H</string-name>
            </person-group>
            <year>2021</year>
            <article-title>Big Data and Reference Intervals: Rationale, Current Practices, Harmonization and Standardization Prerequisites and Future Perspectives of Indirect Determination of Reference Intervals Using Routine Data</article-title>
            <source>Advances in Laboratory Medicine</source>
            <volume>2</volume>
            <pub-id pub-id-type="doi">10.1515/almed-2020-0034</pub-id>
            <pub-id pub-id-type="pmid">37359198</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B12">
        <label>12.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Fondoh, V.N., Fondoh, R.M., Awasom, C.N., Edith, P.L., Ntungwen, W.A., Roland, B., <italic>et al</italic>. (2020) Haematological Reference Intervals for Healthy Adults in Bamenda, Cameroon. <italic>African</italic><italic>Journal</italic><italic>of</italic><italic>Laboratory</italic><italic>Medicine</italic>, 9, Article No. 1193. https://doi.org/10.4102/ajlm.v9i1.1193 <pub-id pub-id-type="doi">10.4102/ajlm.v9i1.1193</pub-id><pub-id pub-id-type="pmid">33392055</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/ajlm.v9i1.1193">https://doi.org/10.4102/ajlm.v9i1.1193</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Fondoh, V.N.</string-name>
              <string-name>Fondoh, R.M.</string-name>
              <string-name>Awasom, C.N.</string-name>
              <string-name>Edith, P.L.</string-name>
              <string-name>Ntungwen, W.A.</string-name>
              <string-name>Roland, B.</string-name>
              <string-name>Bamenda, C</string-name>
            </person-group>
            <year>2020</year>
            <article-title>Haematological Reference Intervals for Healthy Adults in Bamenda, Cameroon</article-title>
            <source>African Journal of Laboratory Medicine</source>
            <volume>9</volume>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.4102/ajlm.v9i1.1193</pub-id>
            <pub-id pub-id-type="pmid">33392055</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B13">
        <label>13.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Omarine Nlinwe, N., Larissa Kumenyuy, Y. and Precious Funwi, C. (2021) Establishment of Hematological Reference Values among Healthy Adults in Bamenda, Northwest Region of Cameroon. <italic>Anemia</italic>, 2021, Article ID: 6690926. https://doi.org/10.1155/2021/6690926 <pub-id pub-id-type="doi">10.1155/2021/6690926</pub-id><pub-id pub-id-type="pmid">33708443</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1155/2021/6690926">https://doi.org/10.1155/2021/6690926</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Nlinwe, N.</string-name>
              <string-name>Kumenyuy, Y.</string-name>
              <string-name>Funwi, C.</string-name>
              <string-name>Bamenda, N</string-name>
            </person-group>
            <year>2021</year>
            <article-title>Establishment of Hematological Reference Values among Healthy Adults in Bamenda, Northwest Region of Cameroon</article-title>
            <source>Anemia</source>
            <volume>2021</volume>
            <fpage>669092</fpage>
            <elocation-id>ID</elocation-id>
            <pub-id pub-id-type="doi">10.1155/2021/6690926</pub-id>
            <pub-id pub-id-type="pmid">33708443</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B14">
        <label>14.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Solberg, H.E. (1987) Approved Recommendation (1986) on the Theory of Reference Values. Part 1. The Concept of Reference Values. <italic>Clinica</italic><italic>Chimica</italic><italic>Acta</italic>, 165, 111-118. https://doi.org/10.1016/0009-8981(87)90224-5 <pub-id pub-id-type="doi">10.1016/0009-8981(87)90224-5</pub-id><pub-id pub-id-type="pmid">3608186</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/0009-8981(87)90224-5">https://doi.org/10.1016/0009-8981(87)90224-5</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Solberg, H.E.</string-name>
            </person-group>
            <year>1987</year>
            <article-title>Approved Recommendation (1986) on the Theory of Reference Values</article-title>
            <source>Part 1. The Concept of Reference Values. Clinica Chimica Acta</source>
            <volume>8981</volume>
            <issue>87</issue>
            <pub-id pub-id-type="doi">10.1016/0009-8981(87)90224-5</pub-id>
            <pub-id pub-id-type="pmid">3608186</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B15">
        <label>15.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Katayev, A., Balciza, C. and Seccombe, D.W. (2010) Establishing Reference Intervals for Clinical Laboratory Test Results. Is There a Better Way? <italic>American</italic><italic>Journal</italic><italic>of</italic><italic>Clinical</italic><italic>Pathology</italic>, 133, 180-186. https://doi.org/10.1309/ajcpn5bmtsf1cdyp <pub-id pub-id-type="doi">10.1309/ajcpn5bmtsf1cdyp</pub-id><pub-id pub-id-type="pmid">20093226</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1309/ajcpn5bmtsf1cdyp">https://doi.org/10.1309/ajcpn5bmtsf1cdyp</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Katayev, A.</string-name>
              <string-name>Balciza, C.</string-name>
              <string-name>Seccombe, D.W.</string-name>
            </person-group>
            <year>2010</year>
            <article-title>Establishing Reference Intervals for Clinical Laboratory Test Results</article-title>
            <source>Is There a Better Way? American Journal of Clinical Pathology</source>
            <volume>133</volume>
            <pub-id pub-id-type="doi">10.1309/ajcpn5bmtsf1cdyp</pub-id>
            <pub-id pub-id-type="pmid">20093226</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B16">
        <label>16.</label>
        <citation-alternatives>
          <mixed-citation publication-type="book">ISO 15189 (2022) International Organization for Standardization: Medical Laboratories—Requirements for Quality and Competence. https://www.iso.org/obp/ui/#iso:std:iso:15189:ed-4:v1:en</mixed-citation>
          <element-citation publication-type="book">
            <year>2022</year>
            <article-title>International Organization for Standardization: Medical Laboratories—Requirements for Quality and Competence</article-title>
            <fpage>15189</fpage>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B17">
        <label>17.</label>
        <citation-alternatives>
          <mixed-citation publication-type="book">Statistics, N.I.o. (2022) Statistics Yearbook of the North-West Region. https://ins-cameroun.cm/wp-content/uploads/2025/07/STATISTICAL-YEARBOOK-ed-2022-NW_Final.pdf</mixed-citation>
          <element-citation publication-type="book">
            <person-group person-group-type="author">
              <string-name>Statistics, N.I.</string-name>
            </person-group>
            <year>2022</year>
            <article-title>Statistics Yearbook of the North-West Region</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B18">
        <label>18.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Zierk, J., Hirschmann, J., Toddenroth, D., Arzideh, F., Haeckel, R., Bertram, A., <italic>et al</italic>. (2019) Next-Generation Reference Intervals for Pediatric Hematology. <italic>Clinical</italic><italic>Chemistry</italic><italic>and</italic><italic>Laboratory</italic><italic>Medicine</italic> ( <italic>CCLM</italic>), 57, 1595-1607. https://doi.org/10.1515/cclm-2018-1236 <pub-id pub-id-type="doi">10.1515/cclm-2018-1236</pub-id><pub-id pub-id-type="pmid">31005947</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1515/cclm-2018-1236">https://doi.org/10.1515/cclm-2018-1236</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Zierk, J.</string-name>
              <string-name>Hirschmann, J.</string-name>
              <string-name>Toddenroth, D.</string-name>
              <string-name>Arzideh, F.</string-name>
              <string-name>Haeckel, R.</string-name>
              <string-name>Bertram, A.</string-name>
            </person-group>
            <year>2019</year>
            <article-title>Next-Generation Reference Intervals for Pediatric Hematology</article-title>
            <source>Clinical Chemistry and Laboratory Medicine (CCLM)</source>
            <volume>57</volume>
            <pub-id pub-id-type="doi">10.1515/cclm-2018-1236</pub-id>
            <pub-id pub-id-type="pmid">31005947</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B19">
        <label>19.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Aldrimer, M., Ridefelt, P., Rödöö, P., Niklasson, F., Gustafsson, J. and Hellberg, D. (2013) Population-Based Pediatric Reference Intervals for Hematology, Iron and Transferrin. <italic>Scandinavian</italic><italic>Journal</italic><italic>of</italic><italic>Clinical</italic><italic>and</italic><italic>Laboratory</italic><italic>Investigation</italic>, 73, 253-261. https://doi.org/10.3109/00365513.2013.769625 <pub-id pub-id-type="doi">10.3109/00365513.2013.769625</pub-id><pub-id pub-id-type="pmid">23448533</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3109/00365513.2013.769625">https://doi.org/10.3109/00365513.2013.769625</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Aldrimer, M.</string-name>
              <string-name>Ridefelt, P.</string-name>
              <string-name>Niklasson, F.</string-name>
              <string-name>Gustafsson, J.</string-name>
              <string-name>Hellberg, D.</string-name>
              <string-name>Hematology, I</string-name>
            </person-group>
            <year>2013</year>
            <article-title>Population-Based Pediatric Reference Intervals for Hematology, Iron and Transferrin</article-title>
            <source>Scandinavian Journal of Clinical and Laboratory Investigation</source>
            <volume>73</volume>
            <pub-id pub-id-type="doi">10.3109/00365513.2013.769625</pub-id>
            <pub-id pub-id-type="pmid">23448533</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B20">
        <label>20.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Ayemoba, O., Hussain, N., Umar, T., Ajemba-Life, A., Kene, T., Edom, U., <italic>et al</italic>. (2019) Establishment of Reference Values for Selected Haematological Parameters in Young Adult Nigerians. <italic>PLOS</italic><italic>ONE</italic>, 14, e0213925. https://doi.org/10.1371/journal.pone.0213925 <pub-id pub-id-type="doi">10.1371/journal.pone.0213925</pub-id><pub-id pub-id-type="pmid">30939142</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0213925">https://doi.org/10.1371/journal.pone.0213925</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Ayemoba, O.</string-name>
              <string-name>Hussain, N.</string-name>
              <string-name>Umar, T.</string-name>
              <string-name>Ajemba-Life, A.</string-name>
              <string-name>Kene, T.</string-name>
              <string-name>Edom, U.</string-name>
            </person-group>
            <year>2019</year>
            <article-title>Establishment of Reference Values for Selected Haematological Parameters in Young Adult Nigerians</article-title>
            <source>PLOS ONE</source>
            <volume>14</volume>
            <pub-id pub-id-type="doi">10.1371/journal.pone.0213925</pub-id>
            <pub-id pub-id-type="pmid">30939142</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B21">
        <label>21.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Bakemo, E., Longo-Mbenza, B., Kuyangisa, B., Beya, D., Bongo, G. and Nganga, M. (2025) Evolution of Reference Intervals for Renal-Hepatic Biomarkers and Micronutrients in Normal Pregnancy during Covid-19 Pandemic (2021-2022) in Some Hospitals of Kinshasa, Democratic Republic of the Congo. <italic>Practical</italic><italic>Laboratory</italic><italic>Medicine</italic>, 45, e00466. https://doi.org/10.1016/j.plabm.2025.e00466 <pub-id pub-id-type="doi">10.1016/j.plabm.2025.e00466</pub-id><pub-id pub-id-type="pmid">40519561</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.plabm.2025.e00466">https://doi.org/10.1016/j.plabm.2025.e00466</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Bakemo, E.</string-name>
              <string-name>Longo-Mbenza, B.</string-name>
              <string-name>Kuyangisa, B.</string-name>
              <string-name>Beya, D.</string-name>
              <string-name>Bongo, G.</string-name>
              <string-name>Nganga, M.</string-name>
              <string-name>Kinshasa, D</string-name>
            </person-group>
            <year>2025</year>
            <article-title>Evolution of Reference Intervals for Renal-Hepatic Biomarkers and Micronutrients in Normal Pregnancy during Covid-19 Pandemic (2021-2022) in Some Hospitals of Kinshasa, Democratic Republic of the Congo</article-title>
            <source>Practical Laboratory Medicine</source>
            <volume>45</volume>
            <pub-id pub-id-type="doi">10.1016/j.plabm.2025.e00466</pub-id>
            <pub-id pub-id-type="pmid">40519561</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B22">
        <label>22.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Mansour, I., El Zayat, S., Karas, S. and Arafat, A. (2022) Hematological Parameters and Indices Reference Interval in Pediatric Egyptian Population; a Single Institution Experience. <italic>Open</italic><italic>Access</italic><italic>Macedonian</italic><italic>Journal</italic><italic>of</italic><italic>Medical</italic><italic>Sciences</italic>, 10, 1183-1187. https://doi.org/10.3889/oamjms.2022.9040 <pub-id pub-id-type="doi">10.3889/oamjms.2022.9040</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3889/oamjms.2022.9040">https://doi.org/10.3889/oamjms.2022.9040</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Mansour, I.</string-name>
              <string-name>Zayat, S.</string-name>
              <string-name>Karas, S.</string-name>
              <string-name>Arafat, A.</string-name>
            </person-group>
            <year>2022</year>
            <article-title>Hematological Parameters and Indices Reference Interval in Pediatric Egyptian Population; a Single Institution Experience</article-title>
            <source>Open Access Macedonian Journal of Medical Sciences</source>
            <volume>10</volume>
            <pub-id pub-id-type="doi">10.3889/oamjms.2022.9040</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B23">
        <label>23.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Haileslasie, H., Tsegaye, A., Teklehaymanot, G., Belay, G., Gebremariam, G., Gebremichail, G., <italic>et al</italic>. (2020) Community Based Hematological Reference Intervals among Apparently Healthy Adolescents Aged 12-17 Years in Mekelle City, Tigrai, Northern Ethiopia: A Cross Sectional Study. <italic>PLOS</italic><italic>ONE</italic>, 15, e0234106. https://doi.org/10.1371/journal.pone.0234106 <pub-id pub-id-type="doi">10.1371/journal.pone.0234106</pub-id><pub-id pub-id-type="pmid">32925920</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0234106">https://doi.org/10.1371/journal.pone.0234106</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Haileslasie, H.</string-name>
              <string-name>Tsegaye, A.</string-name>
              <string-name>Teklehaymanot, G.</string-name>
              <string-name>Belay, G.</string-name>
              <string-name>Gebremariam, G.</string-name>
              <string-name>Gebremichail, G.</string-name>
              <string-name>City, T</string-name>
            </person-group>
            <year>2020</year>
            <article-title>Community Based Hematological Reference Intervals among Apparently Healthy Adolescents Aged 12-17 Years in Mekelle City, Tigrai, Northern Ethiopia: A Cross Sectional Study</article-title>
            <source>PLOS ONE</source>
            <volume>15</volume>
            <pub-id pub-id-type="doi">10.1371/journal.pone.0234106</pub-id>
            <pub-id pub-id-type="pmid">32925920</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B24">
        <label>24.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Tholen, D.W., <italic>et al</italic>. (2003) Evaluation of the Linearity of Quantitative Measurement Procedures: A Statistical Approach; Approved Guideline. Vol. 23, CLSI.</mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Tholen, D.W.</string-name>
            </person-group>
            <year>2003</year>
            <article-title>Evaluation of the Linearity of Quantitative Measurement Procedures: A Statistical Approach; Approved Guideline</article-title>
            <source>Vol. 23</source>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B25">
        <label>25.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Kometa, S.S. and Akoh, N.R. (2012) The Hydro-Geomorphological Implications of Urbanisation in Bamenda, Cameroon. <italic>Journal</italic><italic>of</italic><italic>Sustainable</italic><italic>Development</italic>, 5, 64-73. https://doi.org/10.5539/jsd.v5n6p64 <pub-id pub-id-type="doi">10.5539/jsd.v5n6p64</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5539/jsd.v5n6p64">https://doi.org/10.5539/jsd.v5n6p64</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Kometa, S.S.</string-name>
              <string-name>Akoh, N.R.</string-name>
              <string-name>Bamenda, C</string-name>
            </person-group>
            <year>2012</year>
            <article-title>The Hydro-Geomorphological Implications of Urbanisation in Bamenda, Cameroon</article-title>
            <source>Journal of Sustainable Development</source>
            <volume>5</volume>
            <pub-id pub-id-type="doi">10.5539/jsd.v5n6p64</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B26">
        <label>26.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Constantinescu, C. (1995) Using Multi-Stage and Stratified Sampling for Inferring Fault-Coverage Probabilities. <italic>IEEE</italic><italic>Transactions</italic><italic>on</italic><italic>Reliability</italic>, 44, 632-639. https://doi.org/10.1109/24.475993 <pub-id pub-id-type="doi">10.1109/24.475993</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1109/24.475993">https://doi.org/10.1109/24.475993</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Constantinescu, C.</string-name>
            </person-group>
            <year>1995</year>
            <article-title>Using Multi-Stage and Stratified Sampling for Inferring Fault-Coverage Probabilities</article-title>
            <source>IEEE Transactions on Reliability</source>
            <volume>44</volume>
            <pub-id pub-id-type="doi">10.1109/24.475993</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B27">
        <label>27.</label>
        <citation-alternatives>
          <mixed-citation publication-type="web">Westgard, J. (1992) CLIA Requirements for Analytical Quality. https://westgard.com/clia-a-quality/quality-requirements/clia.html</mixed-citation>
          <element-citation publication-type="web">
            <person-group person-group-type="author">
              <string-name>Westgard, J.</string-name>
            </person-group>
            <year>1992</year>
            <article-title>CLIA Requirements for Analytical Quality</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B28">
        <label>28.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Dosoo, D.K., Kayan, K., Adu-Gyasi, D., Kwara, E., Ocran, J., Osei-Kwakye, K., <italic>et al</italic>. (2012) Haematological and Biochemical Reference Values for Healthy Adults in the Middle Belt of Ghana. <italic>PLOS</italic><italic>ONE</italic>, 7, e36308. https://doi.org/10.1371/journal.pone.0036308 <pub-id pub-id-type="doi">10.1371/journal.pone.0036308</pub-id><pub-id pub-id-type="pmid">22558429</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0036308">https://doi.org/10.1371/journal.pone.0036308</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Dosoo, D.K.</string-name>
              <string-name>Kayan, K.</string-name>
              <string-name>Adu-Gyasi, D.</string-name>
              <string-name>Kwara, E.</string-name>
              <string-name>Ocran, J.</string-name>
              <string-name>Osei-Kwakye, K.</string-name>
            </person-group>
            <year>2012</year>
            <article-title>Haematological and Biochemical Reference Values for Healthy Adults in the Middle Belt of Ghana</article-title>
            <source>PLOS ONE</source>
            <volume>7</volume>
            <pub-id pub-id-type="doi">10.1371/journal.pone.0036308</pub-id>
            <pub-id pub-id-type="pmid">22558429</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B29">
        <label>29.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Kiwanuka, S.N., Namuhani, N., Akulume, M., Kalyesubula, S., Bazeyo, W. and Kisakye, A.N. (2020) Uganda’s Laboratory Human Resource in the Era of Global Health Initiatives: Experiences, Constraints and Opportunities—An Assessment of 100 Facilities. <italic>Human</italic><italic>Resources</italic><italic>for</italic><italic>Health</italic>, 18, Article No. 13. https://doi.org/10.1186/s12960-020-0454-5 <pub-id pub-id-type="doi">10.1186/s12960-020-0454-5</pub-id><pub-id pub-id-type="pmid">32070361</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s12960-020-0454-5">https://doi.org/10.1186/s12960-020-0454-5</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Kiwanuka, S.N.</string-name>
              <string-name>Namuhani, N.</string-name>
              <string-name>Akulume, M.</string-name>
              <string-name>Kalyesubula, S.</string-name>
              <string-name>Bazeyo, W.</string-name>
              <string-name>Kisakye, A.N.</string-name>
              <string-name>Experiences, C</string-name>
            </person-group>
            <year>2020</year>
            <article-title>Uganda’s Laboratory Human Resource in the Era of Global Health Initiatives: Experiences, Constraints and Opportunities—An Assessment of 100 Facilities</article-title>
            <source>Human Resources for Health</source>
            <volume>18</volume>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.1186/s12960-020-0454-5</pub-id>
            <pub-id pub-id-type="pmid">32070361</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B30">
        <label>30.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Nkengasong, J.N., Yao, K. and Onyebujoh, P. (2018) Laboratory Medicine in Low-Income and Middle-Income Countries: Progress and Challenges. <italic>The</italic><italic>Lancet</italic>, 391, 1873-1875. https://doi.org/10.1016/s0140-6736(18)30308-8 <pub-id pub-id-type="doi">10.1016/s0140-6736(18)30308-8</pub-id><pub-id pub-id-type="pmid">29550031</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/s0140-6736(18)30308-8">https://doi.org/10.1016/s0140-6736(18)30308-8</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Nkengasong, J.N.</string-name>
              <string-name>Yao, K.</string-name>
              <string-name>Onyebujoh, P.</string-name>
            </person-group>
            <year>2018</year>
            <article-title>Laboratory Medicine in Low-Income and Middle-Income Countries: Progress and Challenges</article-title>
            <source>The Lancet</source>
            <volume>6736</volume>
            <issue>18</issue>
            <pub-id pub-id-type="doi">10.1016/s0140-6736(18)30308-8</pub-id>
            <pub-id pub-id-type="pmid">29550031</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B31">
        <label>31.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Odhiambo, C., Oyaro, B., Odipo, R., Otieno, F., Alemnji, G., Williamson, J., <italic>et al</italic>. (2015) Evaluation of Locally Established Reference Intervals for Hematology and Biochemistry Parameters in Western Kenya. <italic>PLOS</italic><italic>ONE</italic>, 10, e0123140. https://doi.org/10.1371/journal.pone.0123140 <pub-id pub-id-type="doi">10.1371/journal.pone.0123140</pub-id><pub-id pub-id-type="pmid">25874714</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0123140">https://doi.org/10.1371/journal.pone.0123140</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Odhiambo, C.</string-name>
              <string-name>Oyaro, B.</string-name>
              <string-name>Odipo, R.</string-name>
              <string-name>Otieno, F.</string-name>
              <string-name>Alemnji, G.</string-name>
              <string-name>Williamson, J.</string-name>
            </person-group>
            <year>2015</year>
            <article-title>Evaluation of Locally Established Reference Intervals for Hematology and Biochemistry Parameters in Western Kenya</article-title>
            <source>PLOS ONE</source>
            <volume>10</volume>
            <pub-id pub-id-type="doi">10.1371/journal.pone.0123140</pub-id>
            <pub-id pub-id-type="pmid">25874714</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B32">
        <label>32.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Abebe, M., Melku, M., Enawgaw, B., Birhan, W., Deressa, T., Terefe, B., <italic>et al</italic>. (2018) Reference Intervals of Routine Clinical Chemistry Parameters among Apparently Healthy Young Adults in Amhara National Regional State, Ethiopia. <italic>PLOS</italic><italic>ONE</italic>, 13, e0201782. https://doi.org/10.1371/journal.pone.0201782 <pub-id pub-id-type="doi">10.1371/journal.pone.0201782</pub-id><pub-id pub-id-type="pmid">30071088</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0201782">https://doi.org/10.1371/journal.pone.0201782</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Abebe, M.</string-name>
              <string-name>Melku, M.</string-name>
              <string-name>Enawgaw, B.</string-name>
              <string-name>Birhan, W.</string-name>
              <string-name>Deressa, T.</string-name>
              <string-name>Terefe, B.</string-name>
              <string-name>State, E</string-name>
            </person-group>
            <year>2018</year>
            <article-title>Reference Intervals of Routine Clinical Chemistry Parameters among Apparently Healthy Young Adults in Amhara National Regional State, Ethiopia</article-title>
            <source>PLOS ONE</source>
            <volume>13</volume>
            <pub-id pub-id-type="doi">10.1371/journal.pone.0201782</pub-id>
            <pub-id pub-id-type="pmid">30071088</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B33">
        <label>33.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Zeh, C.E., Odhiambo, C.O. and Mills, L.A. (2012) Laboratory Reference Intervals in Africa. In: <italic>Blood Cell</italic>— <italic>An Overview of Studies in Hematology</italic>, IntechOpen, 306.</mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Zeh, C.E.</string-name>
              <string-name>Odhiambo, C.O.</string-name>
              <string-name>Mills, L.A.</string-name>
              <string-name>Hematology, I</string-name>
            </person-group>
            <year>2012</year>
            <article-title>Laboratory Reference Intervals in Africa</article-title>
            <source>In: Blood Cell—An Overview of Studies in Hematology</source>
            <volume>306</volume>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B34">
        <label>34.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Yang, Y., Tian, J., Chen, B. and Chen, S. (2025) Knowledge and Attitudes toward Clinical Laboratory Medicine among Undergraduate Medical Interns in China: A Cross-Sectional Survey. <italic>Frontiers</italic><italic>in</italic><italic>Medicine</italic>, 12, Article ID: 1671631. https://doi.org/10.3389/fmed.2025.1671631 <pub-id pub-id-type="doi">10.3389/fmed.2025.1671631</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmed.2025.1671631">https://doi.org/10.3389/fmed.2025.1671631</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Yang, Y.</string-name>
              <string-name>Tian, J.</string-name>
              <string-name>Chen, B.</string-name>
              <string-name>Chen, S.</string-name>
            </person-group>
            <year>2025</year>
            <article-title>Knowledge and Attitudes toward Clinical Laboratory Medicine among Undergraduate Medical Interns in China: A Cross-Sectional Survey</article-title>
            <source>Frontiers in Medicine</source>
            <volume>12</volume>
            <fpage>167163</fpage>
            <elocation-id>ID</elocation-id>
            <pub-id pub-id-type="doi">10.3389/fmed.2025.1671631</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B35">
        <label>35.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">van der Mee, F.A.M., Schaper, F., Jansen, J., Bons, J.A.P., Meex, S.J.R. and Cals, J.W.L. (2024) Enhancing Patient Understanding of Laboratory Test Results: Systematic Review of Presentation Formats and Their Impact on Perception, Decision, Action, and Memory. <italic>Journal</italic><italic>of</italic><italic>Medical</italic><italic>Internet</italic><italic>Research</italic>, 26, e53993. https://doi.org/10.2196/53993 <pub-id pub-id-type="doi">10.2196/53993</pub-id><pub-id pub-id-type="pmid">39133906</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2196/53993">https://doi.org/10.2196/53993</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Mee, F.A.M.</string-name>
              <string-name>Schaper, F.</string-name>
              <string-name>Jansen, J.</string-name>
              <string-name>Bons, J.A.P.</string-name>
              <string-name>Meex, S.J.R.</string-name>
              <string-name>Cals, J.W.L.</string-name>
              <string-name>Perception, D</string-name>
            </person-group>
            <year>2024</year>
            <article-title>Enhancing Patient Understanding of Laboratory Test Results: Systematic Review of Presentation Formats and Their Impact on Perception, Decision, Action, and Memory</article-title>
            <source>Journal of Medical Internet Research</source>
            <volume>26</volume>
            <pub-id pub-id-type="doi">10.2196/53993</pub-id>
            <pub-id pub-id-type="pmid">39133906</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B36">
        <label>36.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Timbrell, N.E. (2024) The Role and Limitations of the Reference Interval within Clinical Chemistry and Its Reliability for Disease Detection. <italic>British</italic><italic>Journal</italic><italic>of</italic><italic>Biomedical</italic><italic>Science</italic>, 81, Article No. 12339. https://doi.org/10.3389/bjbs.2024.12339 <pub-id pub-id-type="doi">10.3389/bjbs.2024.12339</pub-id><pub-id pub-id-type="pmid">38481978</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/bjbs.2024.12339">https://doi.org/10.3389/bjbs.2024.12339</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Timbrell, N.E.</string-name>
            </person-group>
            <year>2024</year>
            <article-title>The Role and Limitations of the Reference Interval within Clinical Chemistry and Its Reliability for Disease Detection</article-title>
            <source>British Journal of Biomedical Science</source>
            <volume>81</volume>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.3389/bjbs.2024.12339</pub-id>
            <pub-id pub-id-type="pmid">38481978</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B37">
        <label>37.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Aqtam, I., Shouli, M., Aydi, S., Morar, M., Arrah, L.A. and Rayan, A.A. (2025) Predictors of Midwifery Graduate Outcomes in Palestine: A Cross-Sectional Study of Curriculum Quality, Faculty Support, and Regional Disparities. <italic>BMC</italic><italic>Nursing</italic>, 24, Article No. 831. https://doi.org/10.1186/s12912-025-03523-w <pub-id pub-id-type="doi">10.1186/s12912-025-03523-w</pub-id><pub-id pub-id-type="pmid">40611159</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s12912-025-03523-w">https://doi.org/10.1186/s12912-025-03523-w</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Aqtam, I.</string-name>
              <string-name>Shouli, M.</string-name>
              <string-name>Aydi, S.</string-name>
              <string-name>Morar, M.</string-name>
              <string-name>Arrah, L.A.</string-name>
              <string-name>Rayan, A.A.</string-name>
              <string-name>Quality, F</string-name>
            </person-group>
            <year>2025</year>
            <article-title>Predictors of Midwifery Graduate Outcomes in Palestine: A Cross-Sectional Study of Curriculum Quality, Faculty Support, and Regional Disparities</article-title>
            <source>BMC Nursing</source>
            <volume>24</volume>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.1186/s12912-025-03523-w</pub-id>
            <pub-id pub-id-type="pmid">40611159</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B38">
        <label>38.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Klatt, E.C. (2024) Cognitive Factors Impacting Patient Understanding of Laboratory Test Information. <italic>Journal</italic><italic>of</italic><italic>Pathology</italic><italic>Informatics</italic>, 15, Article ID: 100349. https://doi.org/10.1016/j.jpi.2023.100349 <pub-id pub-id-type="doi">10.1016/j.jpi.2023.100349</pub-id><pub-id pub-id-type="pmid">38075016</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jpi.2023.100349">https://doi.org/10.1016/j.jpi.2023.100349</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Klatt, E.C.</string-name>
            </person-group>
            <year>2024</year>
            <article-title>Cognitive Factors Impacting Patient Understanding of Laboratory Test Information</article-title>
            <source>Journal of Pathology Informatics</source>
            <volume>15</volume>
            <fpage>100349</fpage>
            <elocation-id>ID</elocation-id>
            <pub-id pub-id-type="doi">10.1016/j.jpi.2023.100349</pub-id>
            <pub-id pub-id-type="pmid">38075016</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B39">
        <label>39.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Kasvosve, I., Ledikwe, J.H., Phumaphi, O., Mpofu, M., Nyangah, R., Motswaledi, M.S., <italic>et al</italic>. (2014) Continuing Professional Development Training Needs of Medical Laboratory Personnel in Botswana. <italic>Human</italic><italic>Resources</italic><italic>for</italic><italic>Health</italic>, 12, Article No. 46. https://doi.org/10.1186/1478-4491-12-46 <pub-id pub-id-type="doi">10.1186/1478-4491-12-46</pub-id><pub-id pub-id-type="pmid">25134431</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/1478-4491-12-46">https://doi.org/10.1186/1478-4491-12-46</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Kasvosve, I.</string-name>
              <string-name>Ledikwe, J.H.</string-name>
              <string-name>Phumaphi, O.</string-name>
              <string-name>Mpofu, M.</string-name>
              <string-name>Nyangah, R.</string-name>
              <string-name>Motswaledi, M.S.</string-name>
            </person-group>
            <year>2014</year>
            <article-title>Continuing Professional Development Training Needs of Medical Laboratory Personnel in Botswana</article-title>
            <source>Human Resources for Health</source>
            <volume>12</volume>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.1186/1478-4491-12-46</pub-id>
            <pub-id pub-id-type="pmid">25134431</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B40">
        <label>40.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Mumbo, H.M. and Kinaro, J.W. (2015) Assessment of Quality and Relevance of Curricula Development in Health Training Institutions: A Case Study of Kenya. <italic>Human</italic><italic>Resources</italic><italic>for</italic><italic>Health</italic>, 13, Article No. 67. https://doi.org/10.1186/s12960-015-0048-9 <pub-id pub-id-type="doi">10.1186/s12960-015-0048-9</pub-id><pub-id pub-id-type="pmid">26268602</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s12960-015-0048-9">https://doi.org/10.1186/s12960-015-0048-9</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Mumbo, H.M.</string-name>
              <string-name>Kinaro, J.W.</string-name>
            </person-group>
            <year>2015</year>
            <article-title>Assessment of Quality and Relevance of Curricula Development in Health Training Institutions: A Case Study of Kenya</article-title>
            <source>Human Resources for Health</source>
            <volume>13</volume>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.1186/s12960-015-0048-9</pub-id>
            <pub-id pub-id-type="pmid">26268602</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B41">
        <label>41.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Worsley, C., Webb, S. and Vaux, E. (2016) Training Healthcare Professionals in Quality Improvement. <italic>Future</italic><italic>Hospital</italic><italic>Journal</italic>, 3, 207-210. https://doi.org/10.7861/futurehosp.3-3-207 <pub-id pub-id-type="doi">10.7861/futurehosp.3-3-207</pub-id><pub-id pub-id-type="pmid">31098228</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7861/futurehosp.3-3-207">https://doi.org/10.7861/futurehosp.3-3-207</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Worsley, C.</string-name>
              <string-name>Webb, S.</string-name>
              <string-name>Vaux, E.</string-name>
            </person-group>
            <year>2016</year>
            <article-title>Training Healthcare Professionals in Quality Improvement</article-title>
            <source>Future Hospital Journal</source>
            <volume>3</volume>
            <pub-id pub-id-type="doi">10.7861/futurehosp.3-3-207</pub-id>
            <pub-id pub-id-type="pmid">31098228</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B42">
        <label>42.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Ndlovu, N., Erasmus, R.T. and Zemlin, A.E. (2025) Narrative Review: Continuous Professional Development Training Programmes in Africa and Their Limitations. <italic>African</italic><italic>Journal</italic><italic>of</italic><italic>Laboratory</italic><italic>Medicine</italic>, 14, Article No. 2602. https://doi.org/10.4102/ajlm.v14i1.2602 <pub-id pub-id-type="doi">10.4102/ajlm.v14i1.2602</pub-id><pub-id pub-id-type="pmid">40470129</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/ajlm.v14i1.2602">https://doi.org/10.4102/ajlm.v14i1.2602</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Ndlovu, N.</string-name>
              <string-name>Erasmus, R.T.</string-name>
              <string-name>Zemlin, A.E.</string-name>
            </person-group>
            <year>2025</year>
            <article-title>Narrative Review: Continuous Professional Development Training Programmes in Africa and Their Limitations</article-title>
            <source>African Journal of Laboratory Medicine</source>
            <volume>14</volume>
            <elocation-id>No</elocation-id>
            <pub-id pub-id-type="doi">10.4102/ajlm.v14i1.2602</pub-id>
            <pub-id pub-id-type="pmid">40470129</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B43">
        <label>43.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Singh Gaur, S., Xu, Y., Quazi, A. and Nandi, S. (2011) Relational Impact of Service Providers’ Interaction Behavior in Healthcare. <italic>Managing</italic><italic>Service</italic><italic>Quality</italic>: <italic>An</italic><italic>International</italic><italic>Journal</italic>, 21, 67-87. https://doi.org/10.1108/09604521111100252 <pub-id pub-id-type="doi">10.1108/09604521111100252</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/09604521111100252">https://doi.org/10.1108/09604521111100252</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Gaur, S.</string-name>
              <string-name>Xu, Y.</string-name>
              <string-name>Quazi, A.</string-name>
              <string-name>Nandi, S.</string-name>
            </person-group>
            <year>2011</year>
            <article-title>Relational Impact of Service Providers’ Interaction Behavior in Healthcare</article-title>
            <source>Managing Service Quality: An International Journal</source>
            <volume>21</volume>
            <pub-id pub-id-type="doi">10.1108/09604521111100252</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B44">
        <label>44.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Gracía-Pérez, M.L. and Gil-Lacruz, M. (2018) The Impact of a Continuing Training Program on the Perceived Improvement in Quality of Health Care Delivered by Health Care Professionals. <italic>Evaluation</italic><italic>and</italic><italic>Program</italic><italic>Planning</italic>, 66, 33-38. https://doi.org/10.1016/j.evalprogplan.2017.09.009 <pub-id pub-id-type="doi">10.1016/j.evalprogplan.2017.09.009</pub-id><pub-id pub-id-type="pmid">28987860</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.evalprogplan.2017.09.009">https://doi.org/10.1016/j.evalprogplan.2017.09.009</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Gil-Lacruz, M.</string-name>
            </person-group>
            <year>2018</year>
            <article-title>The Impact of a Continuing Training Program on the Perceived Improvement in Quality of Health Care Delivered by Health Care Professionals</article-title>
            <source>Evaluation and Program Planning</source>
            <volume>66</volume>
            <pub-id pub-id-type="doi">10.1016/j.evalprogplan.2017.09.009</pub-id>
            <pub-id pub-id-type="pmid">28987860</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
    </ref-list>
  </back>
</article>