<?xml version="1.0" encoding="utf-8"?>
<journal>
<title>AI in Sustainable Energy and Environment</title>
<title_fa>عنوان نشریه</title_fa>
<short_title>AISEE</short_title>
<subject>Engineering &amp; Technology</subject>
<web_url>http://aisesjournal.com</web_url>
<journal_hbi_system_id>1</journal_hbi_system_id>
<journal_hbi_system_user>admin</journal_hbi_system_user>
<journal_id_issn></journal_id_issn>
<journal_id_issn_online>3115-8897</journal_id_issn_online>
<journal_id_pii></journal_id_pii>
<journal_id_doi>doi</journal_id_doi>
<journal_id_iranmedex></journal_id_iranmedex>
<journal_id_magiran></journal_id_magiran>
<journal_id_sid></journal_id_sid>
<journal_id_nlai></journal_id_nlai>
<journal_id_science></journal_id_science>
<language>en</language>
<pubdate>
	<type>jalali</type>
	<year>1404</year>
	<month>10</month>
	<day>1</day>
</pubdate>
<pubdate>
	<type>gregorian</type>
	<year>2026</year>
	<month>1</month>
	<day>1</day>
</pubdate>
<volume>1</volume>
<number>2</number>
<publish_type>online</publish_type>
<publish_edition>1</publish_edition>
<article_type>fulltext</article_type>
<articleset>
	<article>


	<language>en</language>
	<article_id_doi></article_id_doi>
	<title_fa></title_fa>
	<title>Integrating Artificial Intelligence and Mixed-Methods Research: A Framework for Enhancing Data Analysis and Interpretation in Environmental Science</title>
	<subject_fa>عمومى</subject_fa>
	<subject>General</subject>
	<content_type_fa>پژوهشي</content_type_fa>
	<content_type>Research</content_type>
	<abstract_fa></abstract_fa>
	<abstract>&lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;It has been debated &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;that &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;to enhance data interpretation&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;, and improve &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;knowledge of environmental phenomena&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;,&lt;/span&gt;&lt;/span&gt;&lt;/span&gt; &lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Artificial Intelligence (AI) and Mixed Method Research (MMR)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt; &lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;implement&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;ation &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;and integrat&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;ion is of great value. However, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;not much is known about its actual use with environmental &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;science &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;data.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt; Hence, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;the main aim of this study was to demonstrate how MMR and AI can improve environmental science data interpretation and analysis. The study adopted a case study titled &amp;ldquo;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Willingness to Accept and Use Biogas Generated from Animal Manure and Agricultural Residue among University Students in Ghana&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;&amp;rdquo; as the research that generated the data. A sequential explanatory MMR design was adopted. The survey &amp;nbsp;collected data from (N= 231) and 5 in-depth interviews from Ghanaian University students. &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Through this study, it was found that majority of university students &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;112 (48.3%) &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;are willing to install biogas in their future and &amp;nbsp;homes and also &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;101(43.5%) are currently willing to use the energy. Again, the&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt; results showed tha&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;t&lt;/span&gt;&lt;/span&gt;&lt;/span&gt; &lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;to integrate AI for a better understanding of environmental science research, researchers must first have a solid understanding of how to conduct MMR and obtain a reasonable picture of the main findings of the research conducted using statistical tools. Furthermore, the study found that AI was able to establish a relationship between both qualitative and quantitative data in an innovative way&amp;nbsp;that provided answers to environmental issues,&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt; based&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt; on the results of the case study that was used. &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span lang=&quot;EN-US&quot; style=&quot;font-size:11.0pt&quot;&gt;&lt;span new=&quot;&quot; roman=&quot;&quot; style=&quot;font-family:&quot; times=&quot;&quot;&gt;&lt;span style=&quot;color:black&quot;&gt;Additionally, the researcher must endeavor to supply appropriate prompts, the dataset, provide the framework that will guide the AI for enhanced data interpretation&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;</abstract>
	<keyword_fa></keyword_fa>
	<keyword>Artificial Intelligence, Mixed Methods Research, Environmental Science, Biogas, environmental science</keyword>
	<start_page>149</start_page>
	<end_page>159</end_page>
	<web_url>http://aisesjournal.com/browse.php?a_code=A-10-352-1&amp;slc_lang=en&amp;sid=1</web_url>


<author_list>
	<author>
	<first_name>Samuel Nketia</first_name>
	<middle_name></middle_name>
	<last_name>Boateng</last_name>
	<suffix></suffix>
	<first_name_fa></first_name_fa>
	<middle_name_fa></middle_name_fa>
	<last_name_fa></last_name_fa>
	<suffix_fa></suffix_fa>
	<email>samuel.boateng2@ucc.edu.gh</email>
	<code>1003194753284600206</code>
	<orcid>1003194753284600206</orcid>
	<coreauthor>Yes
</coreauthor>
	<affiliation>University of Cape Coast</affiliation>
	<affiliation_fa></affiliation_fa>
	 </author>


	<author>
	<first_name>Adwoa Tiwaah</first_name>
	<middle_name></middle_name>
	<last_name>Ofori Atakorah</last_name>
	<suffix></suffix>
	<first_name_fa></first_name_fa>
	<middle_name_fa></middle_name_fa>
	<last_name_fa></last_name_fa>
	<suffix_fa></suffix_fa>
	<email>ato000010mix@wvu.edu</email>
	<code>1003194753284600207</code>
	<orcid>1003194753284600207</orcid>
	<coreauthor>No</coreauthor>
	<affiliation>West Virginia University, USA</affiliation>
	<affiliation_fa></affiliation_fa>
	 </author>


</author_list>


	</article>
</articleset>
</journal>
