Data for: Artificial Intelligence in Decision Support Systems - A Systematic Review

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Main Author: Ashaqzai, Suliman
Format: Recurso digital
Language:English
Published: Zenodo 2026
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author Ashaqzai, Suliman
author_facet Ashaqzai, Suliman
contents <p>This dataset supports the systematic review titled "Artificial Intelligence in Decision Support Systems: A Systematic Review of Methods, Applications, and Implementation Gaps" (manuscript under review).</p> <p>The dataset includes 87 peer-reviewed studies published between 2015 and 2025, selected from 452 records across Scopus, Web of Science, IEEE Xplore, and ACM Digital Library following PRISMA 2020 guidelines.</p> <p>For each study, the following information is provided:<br>- Bibliographic information (authors, year, title, journal, DOI)<br>- AI Method Category (Machine Learning, Hybrid Approaches, Expert Systems, or Fuzzy Logic)<br>- AI Method Specific (specific algorithm or technique used)<br>- Application Domain (Healthcare, Finance, Supply Chain, Business Intelligence, Engineering, Public Sector, Energy, Agriculture, Education, Transportation)<br>- Implementation Status (Operational, Prototype, or Simulation)<br>- XAI Included (Yes/No)<br>- Fairness Addressed (Yes/No)<br>- Data Quality (High/Medium/Low)<br>- Reported Accuracy (numerical value)<br>- Interpretability Level (Low, Low-Moderate, Moderate, Moderate-High, High, Very High)</p> <p>This dataset is made available under the Creative Commons Attribution 4.0 International license (CC BY 4.0).</p>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_18711533
institution Zenodo
language eng
publishDate 2026
publisher Zenodo
record_format zenodo
spellingShingle Data for: Artificial Intelligence in Decision Support Systems - A Systematic Review
Ashaqzai, Suliman
decision support systems
artificial intelligence
machine learning
systematic review
explainable AI
fuzzy logic
expert systems
hybrid systems
PRISMA
implementation gap
<p>This dataset supports the systematic review titled "Artificial Intelligence in Decision Support Systems: A Systematic Review of Methods, Applications, and Implementation Gaps" (manuscript under review).</p> <p>The dataset includes 87 peer-reviewed studies published between 2015 and 2025, selected from 452 records across Scopus, Web of Science, IEEE Xplore, and ACM Digital Library following PRISMA 2020 guidelines.</p> <p>For each study, the following information is provided:<br>- Bibliographic information (authors, year, title, journal, DOI)<br>- AI Method Category (Machine Learning, Hybrid Approaches, Expert Systems, or Fuzzy Logic)<br>- AI Method Specific (specific algorithm or technique used)<br>- Application Domain (Healthcare, Finance, Supply Chain, Business Intelligence, Engineering, Public Sector, Energy, Agriculture, Education, Transportation)<br>- Implementation Status (Operational, Prototype, or Simulation)<br>- XAI Included (Yes/No)<br>- Fairness Addressed (Yes/No)<br>- Data Quality (High/Medium/Low)<br>- Reported Accuracy (numerical value)<br>- Interpretability Level (Low, Low-Moderate, Moderate, Moderate-High, High, Very High)</p> <p>This dataset is made available under the Creative Commons Attribution 4.0 International license (CC BY 4.0).</p>
title Data for: Artificial Intelligence in Decision Support Systems - A Systematic Review
topic decision support systems
artificial intelligence
machine learning
systematic review
explainable AI
fuzzy logic
expert systems
hybrid systems
PRISMA
implementation gap
url https://doi.org/10.5281/zenodo.18711533