<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    ce
   </journal-id>
   <journal-title-group>
    <journal-title>
     Creative Education
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2151-4755
   </issn>
   <issn publication-format="print">
    2151-4771
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/ce.2025.163022
   </article-id>
   <article-id pub-id-type="publisher-id">
    ce-141355
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Social Sciences 
     </subject>
     <subject>
       Humanities
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Exploring Medical Students’ Knowledge, Attitudes, and Practices on Artificial Intelligence: A Study at the University of Zambia
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Steward
      </surname>
      <given-names>
       Mudenda
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Lorren
      </surname>
      <given-names>
       Syansowa
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Martha
      </surname>
      <given-names>
       Mwaba
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff2"> 
      <sup>2</sup>
     </xref> 
     <xref ref-type="aff" rid="aff3"> 
      <sup>3</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Maisa
      </surname>
      <given-names>
       Kasanga
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff4"> 
      <sup>4</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Shafiq
      </surname>
      <given-names>
       Mohamed
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff5"> 
      <sup>5</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Webrod
      </surname>
      <given-names>
       Mufwambi
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
   </contrib-group> 
   <aff id="aff1">
    <addr-line>
     aDepartment of Pharmacy, School of Health Sciences, University of Zambia, Lusaka, Zambia
    </addr-line> 
   </aff> 
   <aff id="aff2">
    <addr-line>
     aResident Doctors Association of Zambia, Ministry of Health Zambia, Lusaka, Zambia
    </addr-line> 
   </aff> 
   <aff id="aff3">
    <addr-line>
     aSinazeze Mini Hospital, Ministry of Health Zambia, Sinazongwe, Zambia
    </addr-line> 
   </aff> 
   <aff id="aff4">
    <addr-line>
     aDepartment of Pathology and Microbiology, University Teaching Hospitals, Lusaka, Zambia
    </addr-line> 
   </aff> 
   <aff id="aff5">
    <addr-line>
     aYork and Scarborough Teaching Hospitals NHS Foundation Trust, York, UK
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     07
    </day> 
    <month>
     03
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    16
   </volume> 
   <issue>
    03
   </issue>
   <fpage>
    356
   </fpage>
   <lpage>
    367
   </lpage>
   <history>
    <date date-type="received">
     <day>
      28,
     </day>
     <month>
      January
     </month>
     <year>
      2025
     </year>
    </date>
    <date date-type="published">
     <day>
      16,
     </day>
     <month>
      January
     </month>
     <year>
      2025
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      16,
     </day>
     <month>
      March
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    <b>Introduction: </b>The rapid advancement of artificial intelligence (AI) has significantly impacted various fields, including healthcare. As AI integration in medicine expands, medical professionals must develop a comprehensive understanding of its applications. This descriptive cross-sectional study assessed the knowledge, attitudes, and practices regarding AI among medical students at the University of Zambia. 
    <b>Materials and Methods: </b>A structured questionnaire was administered to 335 medical students at the University of Zambia from August to September 2024. Data analysis was conducted using IBM SPSS version 23.0. 
    <b>Results: </b>The findings revealed that 94.3% of participants demonstrated good knowledge, 77.0% exhibited positive attitudes, and 93.7% reported good practices regarding AI. However, 82.1% had never heard of AI before the study, and 73.4% were unaware of its applications in medicine. More than half of the participants (54.6%) recognized AI as essential in the medical field, while 48.7% supported its inclusion in the medical curriculum. Additionally, 90.1% had used AI in various domains, and 93.1% found it beneficial in simplifying tasks. 
    <b>Conclusion: </b>Most medical students demonstrated strong knowledge, positive attitudes, and appropriate practices regarding AI. However, gaps in understanding its medical applications underscore the need to integrate AI education into medical curricula. Enhancing AI awareness and training among future healthcare professionals is crucial for improving adoption and utilization in clinical practice.
   </abstract>
   <kwd-group> 
    <kwd>
     Artificial Intelligence
    </kwd> 
    <kwd>
      Medical Education
    </kwd> 
    <kwd>
      Healthcare Technology
    </kwd> 
    <kwd>
      Medical Students
    </kwd> 
    <kwd>
      Digital Health
    </kwd> 
    <kwd>
      Medical Curriculum
    </kwd> 
    <kwd>
      Zambia
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>In recent decades, artificial intelligence (AI) has become a defining feature of the fourth industrial revolution, gaining significant global attention (<xref ref-type="bibr" rid="scirp.141355-3">
     Ahmed et al., 2022
    </xref>). AI refers to software systems designed to process data and make independent decisions or support human decision-making, mimicking human cognition in learning and problem-solving (<xref ref-type="bibr" rid="scirp.141355-26">
     Swed et al., 2022
    </xref>). A key subset of AI, Machine Learning (ML), focuses on developing algorithms that improve accuracy through data analysis and pattern recognition (<xref ref-type="bibr" rid="scirp.141355-17">
     Martín Noguerol et al., 2019
    </xref>; <xref ref-type="bibr" rid="scirp.141355-14">
     Lee et al., 2019
    </xref>). Within ML, Deep Learning (DL) has gained substantial prominence, especially in the medical field. By utilizing artificial neural networks, DL processes and analyzes vast datasets, proving particularly effective for tasks like image processing, diagnostics, and even robotic surgery (<xref ref-type="bibr" rid="scirp.141355-9">
     Egger et al., 2022
    </xref>).</p>
   <p>AI has become a cornerstone of daily life, powering applications such as behavioral algorithms in phone conversations, personalized shopping recommendations on platforms like Amazon and eBay, self-driving cars, and virtual assistants like Google Alexa, Siri, and ChatGPT (<xref ref-type="bibr" rid="scirp.141355-#HYPERLINK  l R16">
     Malodia et al., 2024
    </xref>). As AI systems evolve to become more user-friendly and reliable, they have the potential to significantly enhance quality of life (<xref ref-type="bibr" rid="scirp.141355-2">
     Ahmad et al., 2023
    </xref>). Beyond consumer applications, AI has found widespread use across sectors such as computer science, industrial manufacturing, cybersecurity, finance, and law (<xref ref-type="bibr" rid="scirp.141355-#HYPERLINK  l R08">
     Doumat et al., 2022
    </xref>).</p>
   <p>In healthcare, AI’s influence has rapidly expanded, revolutionizing technologies such as radiography, medical diagnostics, remote patient monitoring, and drug development (<xref ref-type="bibr" rid="scirp.141355-19">
     Murdoch &amp; Detsky, 2013
    </xref>). For instance, in oncology, AI assists with cancer diagnosis and grading (<xref ref-type="bibr" rid="scirp.141355-15">
     Londhe &amp; Bhasin, 2019
    </xref>), while in gastroenterology, it aids in detecting pathological lesions via endoscopic imaging (<xref ref-type="bibr" rid="scirp.141355-4">
     Alagappan et al., 2018
    </xref>). Additionally, AI is being incorporated into medical education through case-based online learning platforms (<xref ref-type="bibr" rid="scirp.141355-#HYPERLINK  l R12">
     Khumrina et al., 2017
    </xref>). Radiology, in particular, has undergone a transformation, as machine-based technologies have become integral to the field (<xref ref-type="bibr" rid="scirp.141355-21">
     Paré et al., 2023
    </xref>).</p>
   <p>Despite its many benefits, concerns persist regarding AI’s impact on the medical profession. Some studies suggest that AI could dampen enthusiasm among medical students, especially those in radiology, due to fears of job displacement. In the United States, 57% of medical students reported that online publications were their primary source of AI knowledge and expressed concerns that AI might replace radiologists, leading to negative perceptions of the technology (<xref ref-type="bibr" rid="scirp.141355-22">
     Park, Yi, &amp; Siegel, 2021
    </xref>). Similarly, a study in Lebanon found generally low AI knowledge among medical students, though those who received university-level training exhibited significantly higher levels of understanding (<xref ref-type="bibr" rid="scirp.141355-#HYPERLINK  l R08">
     Doumat et al., 2022
    </xref>).</p>
   <p>Research on the knowledge, attitudes, and practices (KAP) of AI among medical students in Africa is still limited. A study in North Africa revealed low knowledge levels about AI and DL, a moderate perception of AI, and a strong desire for its inclusion in the medical curriculum (<xref ref-type="bibr" rid="scirp.141355-5">
     Allam et al., 2023
    </xref>).</p>
   <p>In Zambia, there is a lack of data on the knowledge, attitudes, and practices (KAP) of medical students regarding AI. A recent study among pharmacy students revealed limited knowledge, negative attitudes, and poor practices related to AI (<xref ref-type="bibr" rid="scirp.141355-18">
     Mudenda et al., 2024
    </xref>). As such, this study assessed the KAP of AI among medical students at the University of Zambia.</p>
  </sec><sec id="s2">
   <title>2. Materials and Methods</title>
   <sec id="s2_1">
    <title>2.1. Study Design, Setting and Population</title>
    <p>This descriptive cross-sectional study was conducted among medical students at the University of Zambia, Ridgeway Campus, in Lusaka, Zambia, from August to September 2024. The study population included all full-time undergraduate medical students enrolled at the University of Zambia during the 2023/2024 academic year. Participation was limited to those who provided informed, written consent. Medical students who were unavailable during the data collection period were excluded from the study.</p>
   </sec>
   <sec id="s2_2">
    <title>2.2. Sample Size Determination and Sampling Technique</title>
    <p>The sample size was calculated using Slovin’s formula, based on a population of 1982 undergraduate medical students and a margin of error of 5%. This calculation determined a minimum required sample size of 333 students. A simple random sampling method was then employed to select a sample of undergraduate medical students from the University of Zambia, Ridgeway Campus.</p>
   </sec>
   <sec id="s2_3">
    <title>2.3. Data Collection</title>
    <p>Data were collected using a structured, self-administered questionnaire adapted from a previous study (<xref ref-type="bibr" rid="scirp.141355-26">
      Swed et al., 2022
     </xref>). The questionnaire was pre-validated by experts in the field of pharmacy for its simplicity, accuracy, clarity, understandability, and relevance. This pre-validation ensured that the questions were clear and easy to comprehend. The tool was then piloted with 30 medical students who were not included in the main study. The questionnaire consisted of four sections: Section A—Socio-demographic details; Section B—Knowledge of AI; Section C—Attitudes toward AI; and Section D—Practices related to AI. Knowledge, attitude, and practice scores were each rated on a five-point scale. A score of 60% or higher was categorized as “Good KAP”. For statistical analysis, responses were coded as follows: for knowledge, “Yes” was coded as 1, “No” as 0, and good knowledge was defined as a score greater than 3 points (<xref ref-type="bibr" rid="scirp.141355-26">
      Swed et al., 2022
     </xref>). For attitude, “Neutral” and “Disagree” were coded as 0, “Agree” as 1, and a good attitude was defined as a score greater than 3 points (<xref ref-type="bibr" rid="scirp.141355-26">
      Swed et al., 2022
     </xref>). For practice, “Yes” was coded as 1, “No” as 0, and good practice was defined as a score greater than 3 points (<xref ref-type="bibr" rid="scirp.141355-26">
      Swed et al., 2022
     </xref>).</p>
   </sec>
   <sec id="s2_4">
    <title>2.4. Data Analysis</title>
    <p>The collected data were reviewed for completeness and entered into Microsoft Excel 2013, before being exported to the Statistical Package for Social Sciences (SPSS) version 23.0 for analysis. Descriptive statistics were performed on all demographic, knowledge, attitude, and practice responses.</p>
   </sec>
   <sec id="s2_5">
    <title>2.5. Ethical Considerations</title>
    <p>
     <xref ref-type="bibr" rid="scirp.141355-"></xref>Ethical approval for this study was obtained from the University of Zambia Health Sciences Research Committee (UNZAHSREC), with approval number 20231270138. Approval was also granted by the National Health Research Authority, under approval number NHRA5933/13/08/2024. Participants were informed about the purpose and nature of the study via an information sheet and consent form. Participation was voluntary, and anonymity was ensured through questionnaire coding. All collected information was kept strictly confidential and was not disclosed to any third party. No monetary compensation was provided to participants. The findings are expected to offer valuable insights to policymakers in Zambia for the development and implementation of AI initiatives in response to the evolving global landscape.</p>
   </sec>
  </sec><sec id="s3">
   <title>3. Results</title>
   <sec id="s3_1">
    <title>3.1. Sociodemographic Characteristics of Participants</title>
    <p>
     <xref ref-type="bibr" rid="scirp.141355-"></xref>A total of 335 students participated in this study, with 57.6% (n = 193) identifying as male and 42.4% (n = 142) as female (<xref ref-type="table" rid="table1">
      Table 1
     </xref>). The majority of participants were aged between 18 and 22 years (52.5%, n = 176), with most being on government sponsorship (77%, n = 258) and in their third year of study (40.3%, n = 135). Most participants were unmarried (93.4%, n = 313) (<xref ref-type="table" rid="table1">
      Table 1
     </xref>). Overall, 94.3% of participants demonstrated a strong knowledge of AI.</p>
   </sec>
   <sec id="s3_2">
    <title>3.2. Knowledge of Participants Regarding AI</title>
    <p>In this study, 316 participants (94.3%) had heard of AI, while 19 (5.7%) had not. The primary sources of information were social media (189, 56.4%) and friends (111, 33.1%). Overall, most participants (275 or 82.1%) were unfamiliar with machine learning (ML) and deep learning (DL). The majority (73.4%) were unaware of AI’s applications in the medical field (<xref ref-type="table" rid="table2">
      Table 2
     </xref>). Despite this, 77.0% of participants expressed positive attitudes towards AI.</p>
   </sec>
   <sec id="s3_3">
    <title>3.3. Attitudes of Medical Students towards Artificial Intelligence</title>
    <p>The majority of participants (183 or 54.6%) agreed that the implementation of AI</p>
    <table-wrap id="table1">
     <label>
      <xref ref-type="table" rid="table1">
       Table 1
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141355-"></xref>Table 1. Sociodemographic characteristics of participants.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="24.99%"><p style="text-align:center">Variables</p></td> 
       <td class="custom-bottom-td acenter" width="24.99%"><p style="text-align:center">Characteristics</p></td> 
       <td class="custom-bottom-td acenter" width="25.01%"><p style="text-align:center">Frequency (n = 335)</p></td> 
       <td class="custom-bottom-td acenter" width="25.01%"><p style="text-align:center">Percentage (%)</p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="custom-top-td acenter" width="24.99%"><p style="text-align:center">Gender</p></td> 
       <td class="custom-top-td acenter" width="24.99%"><p style="text-align:center">Male</p></td> 
       <td class="custom-top-td acenter" width="25.01%"><p style="text-align:center">193</p></td> 
       <td class="custom-top-td acenter" width="25.01%"><p style="text-align:center">57.6</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="24.99%"><p style="text-align:center">Female</p></td> 
       <td class="custom-bottom-td acenter" width="25.01%"><p style="text-align:center">142</p></td> 
       <td class="custom-bottom-td acenter" width="25.01%"><p style="text-align:center">42.4</p></td> 
      </tr> 
      <tr> 
       <td rowspan="4" class="custom-top-td acenter" width="24.99%"><p style="text-align:center">Age (years)</p></td> 
       <td class="custom-top-td acenter" width="24.99%"><p style="text-align:center">18 - 22</p></td> 
       <td class="custom-top-td acenter" width="25.01%"><p style="text-align:center">176</p></td> 
       <td class="custom-top-td acenter" width="25.01%"><p style="text-align:center">52.5</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="24.99%"><p style="text-align:center">23 - 27</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">140</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">41.8</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="24.99%"><p style="text-align:center">28 - 32</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">14</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">4.2</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="24.99%"><p style="text-align:center">≥32</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">5</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">1.5</p></td> 
      </tr> 
      <tr> 
       <td rowspan="3" class="acenter" width="24.99%"><p style="text-align:center">Marital Status</p></td> 
       <td class="acenter" width="24.99%"><p style="text-align:center">Divorced</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">1</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">0.3</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="24.99%"><p style="text-align:center">Married</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">21</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">6.3</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="24.99%"><p style="text-align:center">Single</p></td> 
       <td class="custom-bottom-td acenter" width="25.01%"><p style="text-align:center">313</p></td> 
       <td class="custom-bottom-td acenter" width="25.01%"><p style="text-align:center">93.4</p></td> 
      </tr> 
      <tr> 
       <td rowspan="3" class="custom-top-td acenter" width="24.99%"><p style="text-align:center">Sponsorship</p></td> 
       <td class="custom-top-td acenter" width="24.99%"><p style="text-align:center">Government</p></td> 
       <td class="custom-top-td acenter" width="25.01%"><p style="text-align:center">258</p></td> 
       <td class="custom-top-td acenter" width="25.01%"><p style="text-align:center">77.0</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="24.99%"><p style="text-align:center">Self-sponsored</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">72</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">21.5</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="24.99%"><p style="text-align:center">Others</p></td> 
       <td class="custom-bottom-td acenter" width="25.01%"><p style="text-align:center">5</p></td> 
       <td class="custom-bottom-td acenter" width="25.01%"><p style="text-align:center">1.5</p></td> 
      </tr> 
      <tr> 
       <td rowspan="6" class="custom-top-td acenter" width="24.99%"><p style="text-align:center">Year of Study</p></td> 
       <td class="custom-top-td acenter" width="24.99%"><p style="text-align:center">Second</p></td> 
       <td class="custom-top-td acenter" width="25.01%"><p style="text-align:center">61</p></td> 
       <td class="custom-top-td acenter" width="25.01%"><p style="text-align:center">18.2</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="24.99%"><p style="text-align:center">Third</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">135</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">40.3</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="24.99%"><p style="text-align:center">Fourth</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">88</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">26.3</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="24.99%"><p style="text-align:center">Fifth</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">37</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">11.0</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="24.99%"><p style="text-align:center">Sixth</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">8</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">2.4</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="24.99%"><p style="text-align:center">Seventh</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">6</p></td> 
       <td class="acenter" width="25.01%"><p style="text-align:center">1.8</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>
     <xref ref-type="bibr" rid="scirp.141355-"></xref></p>
    <table-wrap id="table2">
     <label>
      <xref ref-type="table" rid="table2">
       Table 2
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141355-"></xref>Table 2. Medical students’ knowledge of artificial intelligence.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="39.54%"><p style="text-align:center">Knowledge questions</p></td> 
       <td class="custom-bottom-td acenter" width="23.62%"><p style="text-align:center">Characteristics</p></td> 
       <td class="custom-bottom-td acenter" width="20.68%"><p style="text-align:center">Frequency (n = 335)</p></td> 
       <td class="custom-bottom-td acenter" width="16.16%"><p style="text-align:center">Percentage (%)</p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="custom-top-td acenter" width="39.54%"><p style="text-align:center">Have you heard of AI before this study?</p></td> 
       <td class="custom-top-td acenter" width="23.62%"><p style="text-align:center">Yes</p></td> 
       <td class="custom-top-td acenter" width="20.68%"><p style="text-align:center">316</p></td> 
       <td class="custom-top-td acenter" width="16.16%"><p style="text-align:center">94.3</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="23.62%"><p style="text-align:center">No</p></td> 
       <td class="custom-bottom-td acenter" width="20.68%"><p style="text-align:center">19</p></td> 
       <td class="custom-bottom-td acenter" width="16.16%"><p style="text-align:center">5.7</p></td> 
      </tr> 
      <tr> 
       <td rowspan="5" class="custom-top-td acenter" width="39.54%"><p style="text-align:center">If yes, how did you know about it?</p></td> 
       <td class="custom-top-td acenter" width="23.62%"><p style="text-align:center">Social media</p></td> 
       <td class="custom-top-td acenter" width="20.68%"><p style="text-align:center">189</p></td> 
       <td class="custom-top-td acenter" width="16.16%"><p style="text-align:center">56.4</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="23.62%"><p style="text-align:center">Friends</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">111</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">33.1</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="23.62%"><p style="text-align:center">Formal education</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">14</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">4.2</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="23.62%"><p style="text-align:center">Others</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">4</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">1.2</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="23.62%"><p style="text-align:center">N/A</p></td> 
       <td class="custom-bottom-td acenter" width="20.68%"><p style="text-align:center">17</p></td> 
       <td class="custom-bottom-td acenter" width="16.16%"><p style="text-align:center">5.1</p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="custom-top-td acenter" width="39.54%"><p style="text-align:center">Have you ever heard of ML and DL?</p></td> 
       <td class="custom-top-td acenter" width="23.62%"><p style="text-align:center">Yes</p></td> 
       <td class="custom-top-td acenter" width="20.68%"><p style="text-align:center">60</p></td> 
       <td class="custom-top-td acenter" width="16.16%"><p style="text-align:center">17.9</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="23.62%"><p style="text-align:center">No</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">275</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">82.1</p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="custom-top-td acenter" width="39.54%"><p style="text-align:center">Do you know about AI’s application in the medical field?</p></td> 
       <td class="custom-top-td acenter" width="23.62%"><p style="text-align:center">Yes</p></td> 
       <td class="custom-top-td acenter" width="20.68%"><p style="text-align:center">89</p></td> 
       <td class="custom-top-td acenter" width="16.16%"><p style="text-align:center">26.6</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="23.62%"><p style="text-align:center">No</p></td> 
       <td class="custom-bottom-td acenter" width="20.68%"><p style="text-align:center">246</p></td> 
       <td class="custom-bottom-td acenter" width="16.16%"><p style="text-align:center">73.4</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="39.54%"><p style="text-align:center">If yes, then specify</p></td> 
       <td class="custom-top-td acenter" width="23.62%"><p style="text-align:center">ChatGPT</p></td> 
       <td class="custom-top-td acenter" width="20.68%"><p style="text-align:center">14</p></td> 
       <td class="custom-top-td acenter" width="16.16%"><p style="text-align:center">4.2</p></td> 
      </tr> 
      <tr> 
       <td rowspan="6" class="acenter" width="39.54%"><p style="text-align:center"></p></td> 
       <td class="acenter" width="23.62%"><p style="text-align:center">Education Purposes</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">15</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">4.4</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="23.62%"><p style="text-align:center">Research</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">28</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">8.4</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="23.62%"><p style="text-align:center">Diagnosis</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">17</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">5.1</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="23.62%"><p style="text-align:center">Image analysis</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">6</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">1.8</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="23.62%"><p style="text-align:center">Robot-assisted Surgery</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">9</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">2.7</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="23.62%"><p style="text-align:center">N/A</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">246</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">73.4</p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="custom-top-td acenter" width="39.54%"><p style="text-align:center">Have you ever been taught about AI in medical school?</p></td> 
       <td class="custom-top-td acenter" width="23.62%"><p style="text-align:center">Yes</p></td> 
       <td class="custom-top-td acenter" width="20.68%"><p style="text-align:center">25</p></td> 
       <td class="custom-top-td acenter" width="16.16%"><p style="text-align:center">7.5</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="23.62%"><p style="text-align:center">No</p></td> 
       <td class="acenter" width="20.68%"><p style="text-align:center">310</p></td> 
       <td class="acenter" width="16.16%"><p style="text-align:center">92.5</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>is crucial for the medical field, while 163 (48.7%) believed it should be incorporated into the medical curriculum. Most participants (69%) felt that AI contributes to making life easier (<xref ref-type="table" rid="table3">
      Table 3
     </xref>).</p>
   </sec>
   <sec id="s3_4">
    <title>3.4. Practices of Medical Students towards Artificial Intelligence</title>
    <p>A substantial majority of participants (90.1%) had used AI across various fields, with 93.1% reporting that it simplified their tasks. Most participants (303 or 90.4%) found AI easy to use, and 61.5% expressed interest in working with it in the future (<xref ref-type="table" rid="table4">
      Table 4
     </xref>). Overall, 93.7% of participants demonstrated good practices concerning AI.</p>
    <table-wrap id="table3">
     <label>
      <xref ref-type="table" rid="table3">
       Table 3
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141355-"></xref>Table 3. Medical students’ attitudes towards artificial intelligence.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="43.96%"><p style="text-align:center">Attitude questions</p></td> 
       <td class="custom-bottom-td acenter" width="25.37%"><p style="text-align:center">Characteristics</p></td> 
       <td class="custom-bottom-td acenter" width="15.36%"><p style="text-align:center">Frequency (n = 335)</p></td> 
       <td class="custom-bottom-td acenter" width="15.32%"><p style="text-align:center">Percentage (%)</p></td> 
      </tr> 
      <tr> 
       <td rowspan="5" class="custom-top-td acenter" width="43.96%"><p style="text-align:center">Do you think AI is essential in the medical field?</p></td> 
       <td class="custom-top-td acenter" width="25.37%"><p style="text-align:center">Agree</p></td> 
       <td class="custom-top-td acenter" width="15.36%"><p style="text-align:center">183</p></td> 
       <td class="custom-top-td acenter" width="15.32%"><p style="text-align:center">54.6</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Disagree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">17</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">5.1</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">I don’t know</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">34</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">10.1</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Strongly agree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">73</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">21.8</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="25.37%"><p style="text-align:center">Strongly disagree</p></td> 
       <td class="custom-bottom-td acenter" width="15.36%"><p style="text-align:center">28</p></td> 
       <td class="custom-bottom-td acenter" width="15.32%"><p style="text-align:center">8.4</p></td> 
      </tr> 
      <tr> 
       <td rowspan="5" class="custom-top-td acenter" width="43.96%"><p style="text-align:center">Do you think AI should be included in the medical school and professional training curriculum?</p></td> 
       <td class="custom-top-td acenter" width="25.37%"><p style="text-align:center">Agree</p></td> 
       <td class="custom-top-td acenter" width="15.36%"><p style="text-align:center">163</p></td> 
       <td class="custom-top-td acenter" width="15.32%"><p style="text-align:center">48.7</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Disagree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">45</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">13.4</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">I don’t know</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">26</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">7.8</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Strongly agree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">72</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">21.5</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="25.37%"><p style="text-align:center">Strongly disagree</p></td> 
       <td class="custom-bottom-td acenter" width="15.36%"><p style="text-align:center">29</p></td> 
       <td class="custom-bottom-td acenter" width="15.32%"><p style="text-align:center">8.7</p></td> 
      </tr> 
      <tr> 
       <td rowspan="4" class="custom-top-td acenter" width="43.96%"><p style="text-align:center">Do you think AI will eventually replace humans in future?</p></td> 
       <td class="custom-top-td acenter" width="25.37%"><p style="text-align:center">Agree</p></td> 
       <td class="custom-top-td acenter" width="15.36%"><p style="text-align:center">109</p></td> 
       <td class="custom-top-td acenter" width="15.32%"><p style="text-align:center">32.5</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Disagree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">75</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">22.4</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">I don’t know</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">44</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">13.1</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Strongly agree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">52</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">15.5</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="43.96%"><p style="text-align:center"></p></td> 
       <td class="custom-bottom-td acenter" width="25.37%"><p style="text-align:center">Strongly disagree</p></td> 
       <td class="custom-bottom-td acenter" width="15.36%"><p style="text-align:center">55</p></td> 
       <td class="custom-bottom-td acenter" width="15.32%"><p style="text-align:center">16.4</p></td> 
      </tr> 
      <tr> 
       <td rowspan="5" class="custom-top-td acenter" width="43.96%"><p style="text-align:center">Do you think AI aids in making life easier?</p></td> 
       <td class="custom-top-td acenter" width="25.37%"><p style="text-align:center">Agree</p></td> 
       <td class="custom-top-td acenter" width="15.36%"><p style="text-align:center">231</p></td> 
       <td class="custom-top-td acenter" width="15.32%"><p style="text-align:center">69.0</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Disagree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">7</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">2.1</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">I don’t know</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">3</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">0.9</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Strongly agree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">86</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">25.7</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Strongly disagree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">8</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">2.4</p></td> 
      </tr> 
      <tr> 
       <td rowspan="5" class="custom-top-td acenter" width="43.96%"><p style="text-align:center">Do you believe AI aids in the assessment of the severity of disease and early diagnosis?</p></td> 
       <td class="custom-top-td acenter" width="25.37%"><p style="text-align:center">Agree</p></td> 
       <td class="custom-top-td acenter" width="15.36%"><p style="text-align:center">109</p></td> 
       <td class="custom-top-td acenter" width="15.32%"><p style="text-align:center">32.5</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Disagree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">70</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">20.9</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">I don’t know</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">57</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">17.0</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Strongly agree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">47</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">14.0</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="25.37%"><p style="text-align:center">Strongly disagree</p></td> 
       <td class="custom-bottom-td acenter" width="15.36%"><p style="text-align:center">52</p></td> 
       <td class="custom-bottom-td acenter" width="15.32%"><p style="text-align:center">15.5</p></td> 
      </tr> 
      <tr> 
       <td rowspan="5" class="custom-top-td acenter" width="43.96%"><p style="text-align:center">Do you think AI would increase the ratio of errors in diagnosis?</p></td> 
       <td class="custom-top-td acenter" width="25.37%"><p style="text-align:center">Agree</p></td> 
       <td class="custom-top-td acenter" width="15.36%"><p style="text-align:center">125</p></td> 
       <td class="custom-top-td acenter" width="15.32%"><p style="text-align:center">37.3</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Disagree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">55</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">16.4</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">I don’t know</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">57</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">17.0</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Strongly agree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">75</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">22.4</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.37%"><p style="text-align:center">Strongly disagree</p></td> 
       <td class="acenter" width="15.36%"><p style="text-align:center">23</p></td> 
       <td class="acenter" width="15.32%"><p style="text-align:center">6.9</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <table-wrap id="table4">
     <label>
      <xref ref-type="table" rid="table4">
       Table 4
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.141355-"></xref>Table 4. Practice of medical students regarding artificial intelligence.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="31.50%"><p style="text-align:center">Practice questions</p></td> 
       <td class="custom-bottom-td acenter" width="22.82%"><p style="text-align:center">Characteristics</p></td> 
       <td class="custom-bottom-td acenter" width="25.72%"><p style="text-align:center">Frequency (n = 335)</p></td> 
       <td class="custom-bottom-td acenter" width="19.96%"><p style="text-align:center">Percentage (%)</p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="custom-top-td acenter" width="31.50%"><p style="text-align:center">Have you ever used AI technology in any field?</p></td> 
       <td class="custom-top-td acenter" width="22.82%"><p style="text-align:center">No</p></td> 
       <td class="custom-top-td acenter" width="25.72%"><p style="text-align:center">33</p></td> 
       <td class="custom-top-td acenter" width="19.96%"><p style="text-align:center">9.9</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="22.82%"><p style="text-align:center">Yes</p></td> 
       <td class="custom-bottom-td acenter" width="25.72%"><p style="text-align:center">302</p></td> 
       <td class="custom-bottom-td acenter" width="19.96%"><p style="text-align:center">90.1</p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="custom-top-td acenter" width="31.50%"><p style="text-align:center">Did AI simplify your task?</p></td> 
       <td class="custom-top-td acenter" width="22.82%"><p style="text-align:center">No</p></td> 
       <td class="custom-top-td acenter" width="25.72%"><p style="text-align:center">23</p></td> 
       <td class="custom-top-td acenter" width="19.96%"><p style="text-align:center">6.9</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="22.82%"><p style="text-align:center">Yes</p></td> 
       <td class="custom-bottom-td acenter" width="25.72%"><p style="text-align:center">312</p></td> 
       <td class="custom-bottom-td acenter" width="19.96%"><p style="text-align:center">93.1</p></td> 
      </tr> 
      <tr> 
       <td rowspan="2" class="custom-top-td acenter" width="31.50%"><p style="text-align:center">Was it easy for you to use AI?</p></td> 
       <td class="custom-top-td acenter" width="22.82%"><p style="text-align:center">No</p></td> 
       <td class="custom-top-td acenter" width="25.72%"><p style="text-align:center">32</p></td> 
       <td class="custom-top-td acenter" width="19.96%"><p style="text-align:center">9.6</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="22.82%"><p style="text-align:center">Yes</p></td> 
       <td class="custom-bottom-td acenter" width="25.72%"><p style="text-align:center">303</p></td> 
       <td class="custom-bottom-td acenter" width="19.96%"><p style="text-align:center">90.4</p></td> 
      </tr> 
      <tr> 
       <td rowspan="3" class="custom-top-td acenter" width="31.50%"><p style="text-align:center">Would you like to work on AI in future?</p></td> 
       <td class="custom-top-td acenter" width="22.82%"><p style="text-align:center">I don’t know</p></td> 
       <td class="custom-top-td acenter" width="25.72%"><p style="text-align:center">63</p></td> 
       <td class="custom-top-td acenter" width="19.96%"><p style="text-align:center">18.8</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="22.82%"><p style="text-align:center">No</p></td> 
       <td class="acenter" width="25.72%"><p style="text-align:center">66</p></td> 
       <td class="acenter" width="19.96%"><p style="text-align:center">19.7</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="22.82%"><p style="text-align:center">Yes</p></td> 
       <td class="acenter" width="25.72%"><p style="text-align:center">206</p></td> 
       <td class="acenter" width="19.96%"><p style="text-align:center">61.5</p></td> 
      </tr> 
     </table>
    </table-wrap>
   </sec>
  </sec><sec id="s4">
   <title>
    <xref ref-type="bibr" rid="scirp.141355-"></xref>4. Discussion</title>
   <p>To the best of our knowledge, this is the first study to assess medical students’ knowledge, attitudes, and practices regarding AI in Zambia. Our findings indicate that most medical students at the University of Zambia are aware of AI and demonstrate good knowledge, positive attitudes, and appropriate practices. However, notable gaps exist in their understanding of AI applications in the medical field, highlighting the need for greater integration of AI education in the medical curriculum.</p>
   <p>Of the 335 participants, 57.6% (n = 193) were male, while 42.4% (n = 142) were female. The majority (52.5%, n = 176) were between 18 and 22 years old, with fewer participants in older age groups. Most students (77.0%, n = 258) were government-sponsored, and the largest proportion (40.3%, n = 135) were in their third year of study. Additionally, 93.4% (n = 313) of respondents were unmarried. These demographic trends align with findings from similar studies worldwide. For instance, a study conducted in Jordan reported that most participants were female (63.8%), aged between 21 and 22 years, and predominantly in their fifth year of study (<xref ref-type="bibr" rid="scirp.141355-6">
     Al-Qerem et al., 2023
    </xref>). Likewise, research in Nepal found that 57.9% of participants were female, with the highest representation (20.8%) among fifth-year students (<xref ref-type="bibr" rid="scirp.141355-10">
     Jha et al., 2022
    </xref>). These similarities suggest that medical student demographics across different regions share common characteristics, particularly in terms of gender distribution and academic progression.</p>
   <p>This study found that the majority of participants (94.3%, n = 316) had at least basic knowledge of AI, while 5.7% (n = 19) had no prior exposure. However, only 26.6% were aware of AI applications in medicine, and just 17.9% had knowledge of machine learning (ML) and deep learning (DL), highlighting significant gaps in the medical curriculum. Our findings align with studies from other regions. In Syria, 70% of participants had basic AI knowledge, 23.7% were aware of its medical applications, and 34.7% had adequate understanding of ML and DL (<xref ref-type="bibr" rid="scirp.141355-26">
     Swed et al., 2022
    </xref>). Similarly, a study in Pakistan reported that 71.3% of students had fundamental AI knowledge, 23.2% understood its applications, and 35.3% were familiar with ML and DL (<xref ref-type="bibr" rid="scirp.141355-3">
     Ahmed et al., 2022
    </xref>). Additionally, research in Lebanon also found a high level of AI awareness among medical students (<xref ref-type="bibr" rid="scirp.141355-#HYPERLINK  l R11">
     Kharroubi et al., 2024
    </xref>).</p>
   <p>In contrast, findings from the MENA region revealed significant knowledge gaps, with 87.1% of students demonstrating poor AI knowledge and 83.7% having limited familiarity with ML (<xref ref-type="bibr" rid="scirp.141355-5">
     Allam et al., 2023
    </xref>). A separate study in Pakistan reported that 61.7% of medical students had no prior AI knowledge but expressed enthusiasm about its integration into their training (<xref ref-type="bibr" rid="scirp.141355-1">
     Abid et al., 2019
    </xref>). Therefore, these findings underscore the need for structured AI education within medical curricula to bridge existing knowledge gaps and better prepare future healthcare professionals for AI-driven advancements in medicine.</p>
   <p>The study found that 77.0% (n = 258) of participants had a positive attitude toward AI, while 23.0% (n = 77) held negative views. More than half (54.6%) agreed that AI is essential in medicine, 48.7% supported its inclusion in the medical curriculum, and 32.5% believed it could eventually replace humans in certain roles. These findings are consistent with studies conducted in other regions. In Pakistan, 47.4% of participants recognized AI’s importance in medicine, and 89% were optimistic about its implementation (<xref ref-type="bibr" rid="scirp.141355-3">
     Ahmed et al., 2022
    </xref>). A study in the UK also reported that medical students acknowledged AI’s significant role in the field of medicine (<xref ref-type="bibr" rid="scirp.141355-25">
     Sit et al., 2020
    </xref>), while in Lebanon, 95.6% of students believed AI would have a substantial impact on healthcare (<xref ref-type="bibr" rid="scirp.141355-#HYPERLINK  l R08">
     Doumat et al., 2022
    </xref>). Additionally, another study in Pakistan found that 60.8% of students considered AI an effective learning tool, and 58.4% found it credible in medical education (<xref ref-type="bibr" rid="scirp.141355-24">
     Sami et al., 2025
    </xref>). Similarly, <xref ref-type="bibr" rid="scirp.141355-1">
     Abid et al. (2019)
    </xref> reported that most medical students in Pakistan had positive attitudes toward AI.</p>
   <p>Negative attitudes toward AI in this study appeared to stem primarily from concerns about AI replacing human jobs, a misconception likely influenced by the lack of formal AI education. This aligns with findings from a study conducted among pharmacy students in Zambia, which highlighted similar fears and knowledge gaps (<xref ref-type="bibr" rid="scirp.141355-18">
     Mudenda et al., 2024
    </xref>). These results underscore the need to integrate AI education into medical training to dispel misconceptions and equip future healthcare professionals with the necessary skills to harness AI’s potential in clinical practice.</p>
   <p>In this study, 93.7% of participants demonstrated good AI-related practices, while 6.3% exhibited poor practices. Notably, 90.1% had used AI technologies across various fields, 93.1% acknowledged that AI simplified tasks, and 61.5% expressed interest in working with AI in the future. These findings indicate a higher level of AI engagement compared to studies conducted in other regions. For instance, in Syria, only 78.6% of participants expressed willingness to adopt AI in the future (<xref ref-type="bibr" rid="scirp.141355-26">
     Swed et al., 2022
    </xref>). Similarly, a study in Pakistan found that while 62.3% of participants were open to AI adoption, only 11.3% had practical experience using AI (<xref ref-type="bibr" rid="scirp.141355-3">
     Ahmed et al., 2022
    </xref>). The comparatively higher AI exposure and positive attitudes observed in this study highlight a growing awareness and readiness to integrate AI into medical practice, emphasizing the need for structured AI education within medical curricula.</p>
   <p>The findings of this study, along with similar research, highlight the growing necessity of integrating AI into medical education, as reported in previous studies (<xref ref-type="bibr" rid="scirp.141355-#HYPERLINK  l R20">
     Oluwadiya et al., 2023
    </xref>; <xref ref-type="bibr" rid="scirp.141355-13">
     Kolachalama and Garg, 2018
    </xref>; <xref ref-type="bibr" rid="scirp.141355-7">
     Chan and Zary, 2019
    </xref>; <xref ref-type="bibr" rid="scirp.141355-23">
     Pinto dos Santos et al., 2019
    </xref>). AI has the potential to enhance clinical decision-making, medical diagnostics, and personalized treatment approaches, making it an essential component of modern medical training. Given the increasing role of AI in healthcare, there is a pressing need for its systematic incorporation into medical curricula worldwide. Implementing AI education at an early stage will equip future healthcare professionals with the necessary skills to leverage AI-driven technologies effectively, ultimately improving patient care and healthcare outcomes on a global scale.</p>
   <p>We acknowledge some limitations in this study. First, as it was conducted at a single university among medical students, the findings may not be generalizable to the student population at the University of Zambia or to other institutions. Second, the cross-sectional design limits the ability to establish causality or gain an in-depth understanding of the observed trends. Future research should incorporate a mixed-methods approach and longitudinal studies to provide more comprehensive insights. Nevertheless, this study offers valuable baseline information on AI awareness among medical students at the University of Zambia.</p>
  </sec><sec id="s5">
   <title>5. Conclusion</title>
   <p>This study found that undergraduate medical students generally demonstrated good knowledge, positive attitudes, and appropriate practices regarding AI. However, gaps were identified in their understanding of AI applications in medicine, likely due to the absence of AI in Zambia’s formal medical curriculum. To keep pace with global technological advancements, integrating AI into medical education is essential to better prepare future healthcare professionals.</p>
  </sec><sec id="s6">
   <title>6. Recommendations</title>
  </sec>
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