Journal of Advanced Health Informatics Research
https://ejournal.ptti.web.id/index.php/jahir
<div style="display: flex; flex-wrap: wrap; gap: 15px; align-items: flex-start;"> <div style="flex: 1 1 65%; background: #f5f5f5; padding: 15px; box-sizing: border-box;"> <table style="width: 100%; border-collapse: collapse; font-size: 14px;"> <tbody> <tr> <td style="width: 30%; padding: 6px;"><strong>Title</strong></td> <td style="padding: 6px;">Journal of Advanced Health Informatics Research</td> </tr> <tr> <td style="padding: 6px;"><strong>Abbreviation</strong></td> <td style="padding: 6px;">J. Adv. H. Inf. Res.</td> </tr> <tr> <td style="padding: 6px;"><strong>Initials</strong></td> <td style="padding: 6px;">JAHIR</td> </tr> <tr> <td style="padding: 6px;"><strong>Scope</strong></td> <td style="padding: 6px;"><a href="https://ejournal.ptti.web.id/index.php/jahir/focusandscope"><strong>See Scope</strong></a></td> </tr> <tr> <td style="padding: 6px;"><strong>Business Model</strong></td> <td style="padding: 6px;"><a href="https://ejournal.ptti.web.id/index.php/jahir/openaccesspolicy"><strong>Open Access</strong></a> & <a href="https://ejournal.ptti.web.id/index.php/jahir/authorfee"><strong>Author Pay</strong></a></td> </tr> <tr> <td style="padding: 6px;"><strong>Frequency</strong></td> <td style="padding: 6px;"><a href="https://ejournal.ptti.web.id/index.php/jahir/issue/archive"><strong>3 issues per year</strong></a></td> </tr> <tr> <td style="padding: 6px;"><strong>Type of Review</strong></td> <td style="padding: 6px;"><a href="https://ejournal.ptti.web.id/index.php/jahir/Peer-Review"><strong>Single Blind Review</strong></a></td> </tr> <tr> <td style="padding: 6px;"><strong>DOI</strong></td> <td style="padding: 6px;">prefix 10.59247/jahir</td> </tr> <tr> <td style="padding: 6px;"><strong>Online ISSN</strong></td> <td style="padding: 6px;"><a href="https://portal.issn.org/resource/ISSN/2985-6124" target="_blank" rel="noopener">2985-6124</a></td> </tr> <tr> <td style="padding: 6px;"><strong>Editors</strong></td> <td style="padding: 6px;"><a href="https://ejournal.ptti.web.id/index.php/jahir/about/editorialTeam"><strong>Editors</strong></a></td> </tr> <tr> <td style="padding: 6px;"><strong>License</strong></td> <td style="padding: 6px;"><a href="https://ejournal.ptti.web.id/index.php/jahir/copyrighlicense"><strong>CC-BY-SA</strong></a></td> </tr> <tr> <td style="padding: 6px;"><strong>Publisher</strong></td> <td style="padding: 6px;"><a href="https://ptti.web.id/" target="_blank" rel="noopener"><strong>Peneliti Teknologi Teknik Indonesia (PTTI)</strong></a></td> </tr> <tr> <td style="padding: 6px;"><strong>Organized</strong></td> <td style="padding: 6px;"><a href="https://ptti.web.id/" target="_blank" rel="noopener"><strong>PTTI</strong></a></td> </tr> <tr> <td style="padding: 6px;"><strong>Citation Analysis</strong></td> <td style="padding: 6px;"><a href="https://www.scopus.com/pages/search/publications?searchId=0bc4464c-195e-44f0-959e-8503b44c6b8d" target="_blank" rel="noopener">Scopus</a> | <a href="https://app.dimensions.ai/discover/publication?search_mode=content&and_facet_source_title=jour.1453592">Dimensions</a> | <a href="https://scholar.google.com/citations?user=pOS2mTAAAAAJ">Google Scholar</a> | Web of Science | <a href="https://drive.google.com/file/d/1jd1KIBhgtSh3PpNP-GSN7AB0VT2Yd5qd/view">Sinta</a> | <a href="https://garuda.kemdikbud.go.id/journal/view/32178">Garuda</a> | DOAJ</td> </tr> <tr> <td style="padding: 6px;"><strong>Metrics</strong></td> <td style="padding: 6px;"><a href="https://ejournal.ptti.web.id/index.php/jahir/authordiversity">Authors Diversity</a> | <a href="https://statcounter.com/p12862382/?guest=1">Visitors Statistics</a></td> </tr> <tr> <td style="padding: 6px;"><strong>Social Media</strong></td> <td style="padding: 6px;">Youtube Channel | <a href="#">Twitter</a> | Instagram</td> </tr> <tr> <td style="padding: 6px;"><strong>Sponsorships</strong></td> <td style="padding: 6px;">See Sponsor</td> </tr> </tbody> </table> </div> <!-- RIGHT IMAGE --> <div style="flex: 1 1 30%; text-align: center;"><img style="width: 100%; height: auto; max-width: 100%; border-radius: 6px;" src="https://ejournal.ptti.web.id/public/site/images/admin/jppmi-4-d704b714e8e1e6ab49e088f89669d94b.jpg" /></div> </div> <p><!-- CHART --></p> <div style="text-align: center; margin-bottom: 20px;"> <h2 style="margin: 0; font-size: 24px; letter-spacing: 1px;">Indexing By</h2> <div style="width: 60px; height: 3px; background: #0073aa; margin: 8px auto 0;"> </div> </div> <p><strong><!-- GRID --></strong></p> <div style="display: grid; grid-template-columns: repeat(4,1fr); gap: 15px; text-align: center;"> <div><img style="width: 100%; max-width: 160px; height: 80px; object-fit: contain;" src="https://ejournal.ptti.web.id/public/site/images/adminptti/sinta3.png" /></div> <div><a href="https://www.scilit.net/publications?qa=%5B%7B%22id%22%3A%22source%22%2C%22value%22%3A%22Journal+of+Advanced+Health+Informatics+Research%22%7D%5D"> <img style="width: 100%; max-width: 160px; height: 80px; object-fit: contain;" src="https://ejournal.ptti.web.id/public/site/images/admin/f54e953004a0d72fc2ad23a940b90a4b.jpg" /> </a></div> <div><a href="https://scispace.com/explore/journals/journal-of-advanced-health-informatics-research-3n38irzayg"> <img style="width: 100%; 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max-width: 160px; height: 80px; object-fit: contain;" src="https://ejournal.ptti.web.id/public/site/images/admin/dimensions-logo-400w-dcc8c4300c80bce2062db46640e1a1e7.png" /> </a></div> <div><a href="https://www.researchgate.net/journal/Journal-of-Advanced-Health-Informatics-Research-2985-6124"> <img style="width: 100%; max-width: 160px; height: 80px; object-fit: contain;" src="https://ejournal.ptti.web.id/public/site/images/admin/a20eba6e731416eb4cffa.jpg" /> </a></div> <div><img style="width: 100%; max-width: 160px; height: 80px; object-fit: contain;" src="https://ejournal.ptti.web.id/public/site/images/ipunguhb/crossref.png" /></div> <div><a href="https://garuda.kemdikbud.go.id/"> <img style="width: 100%; max-width: 160px; height: 80px; object-fit: contain;" src="https://ejournal.ptti.web.id/public/site/images/ipungdev/192-1923227-image-result-for-logo-garba-rujukan-digital-png.png" /> </a></div> <div><a href="https://explore.ptti.web.id/"> <img style="width: 100%; max-width: 160px; height: 80px; object-fit: contain;" src="https://ejournal.ptti.web.id/public/site/images/admin/pttiexplore.png" /> </a></div> <div><a href="https://www.semanticscholar.org/paper/Virus-Host-Prediction-with-Metagenomic-Features-and-Purwono-Nabila/2fb1ba7a08f9ea7b4ad780a0ea9af84ded775ca5"><img style="width: 100%; max-width: 160px; height: 80px; object-fit: contain;" src="https://ejournal.ptti.web.id/public/site/images/ipunguhb/semantic-0d0d79894c1df6212479434d1ac87e0b.png" /></a></div> <div><a href="https://journals.indexcopernicus.com/"> <img style="width: 100%; max-width: 160px; height: 80px; object-fit: contain;" src="https://ejournal.ptti.web.id/public/site/images/admin/index-copernicus.jpg" /></a></div> </div> <p><strong>Journal of Advanced Health Informatics Research (JAHIR)</strong> is a International scientific journal that focuses on the application of computer science to the health field. JAHIR is a peer-reviewed open-access journal that is published three times a year (April, August and December). The scientific journal is published by Peneliti Teknologi Teknik Indonesia (PTTI). The JAHIR aims to provide a national and international forum for academics, researchers, and professionals to share their ideas on all topics related to Informatics in Healthcare Research.</p> <p>Kindly use our article journal template in <a href="https://docs.google.com/document/d/1tO7ngj3h_iwBY1JNHA_eGApF2I9S-6oN/edit?usp=sharing&ouid=108014660349005281676&rtpof=true&sd=true">DOCX</a>. Submit your manuscript via <a href="https://ejournal.ptti.web.id/index.php/jahir/about/submissions">Online Submission</a>.</p> <p><strong>The journal is indexed in</strong></p> <p><a href="https://scholar.google.com/citations?user=pOS2mTAAAAAJ">Google Scholar</a><br />Crossref<br /><a href="https://alxiv.org/id/eprint/12/">Alxiv</a><br /><a href="https://discovery.researcher.life/search?journal=Journal%20of%20Advanced%20Health%20Informatics%20Research">Researcher Life</a><br /><a href="https://app.dimensions.ai/discover/publication?search_mode=content&and_facet_source_title=jour.1453592">Dimensions</a><br /><a href="https://garuda.kemdikbud.go.id/journal/view/32178">Garuda: Garba Rujukan Digital</a><br /><a href="https://scite.ai/reports/managing-metabolic-acidosis-in-chronic-zROXQAX8?showReferences=true">Scite.ai</a><br /><a href="https://scispace.com/explore/journals/journal-of-advanced-health-informatics-research-3n38irzayg">Scispace</a><br /><a href="https://www.semanticscholar.org/paper/Virus-Host-Prediction-with-Metagenomic-Features-and-Purwono-Nabila/2fb1ba7a08f9ea7b4ad780a0ea9af84ded775ca5">Semantic Scholar</a><br />MIAR: Information Matrix for the Analysis of Journals<br /><a href="https://www.worldcat.org/search?q=%22Journal+of+Advanced+Health+Informatics+Research%22">WorldCat</a><br /><a href="https://www.scilit.net/publications?qa=%5B%7B%22id%22%3A%22source%22%2C%22value%22%3A%22Journal+of+Advanced+Health+Informatics+Research%22%2C%22category%22%3A%7B%22value%22%3A%22source%22%2C%22label%22%3A%22Source+Title%22%7D%7D%5D&sort=relevancy">MDPI Scilit</a><br /><a href="https://www.researchgate.net/journal/Journal-of-Advanced-Health-Informatics-Research-2985-6124">Research Gate</a><br /><a href="https://www.scinapse.io/journals/4387288240">Scinapse</a><br /><a href="https://www.refseek.com/search?q=Review+of+Internet+of+Things+%28IoT%29+and+Blockchain+In+Healthcare%3A+Chronic+Disease+Detection+and+Data+Security">RefSeek</a><br /><a href="https://www.mendeley.com/search/?page=1&publishedIn=Journal%20of%20Advanced%20Health%20Informatics%20Research&query=Review%20of%20Internet%20of%20Things%20%28IoT%29%20and%20Blockchain%20In%20Healthcare%3A%20Chronic%20Disease%20Detection%20and%20Data%20Security&sortBy=relevance">Mendeley</a><br />DOAJ<br /><a href="https://ouci.dntb.gov.ua/en/?q=Journal+of+Advanced+Health+Informatics+Research">OUCI</a><br /><br /></p>Peneliti Teknologi Teknik Indonesiaen-USJournal of Advanced Health Informatics Research2985-6124<p>All articles published in the <strong>JAHIR Journal</strong> are licensed under the <strong>Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)</strong> license. This license grants the following permissions and obligations:</p> <h4><strong>1. Permitted Uses:</strong></h4> <ul> <li><strong>Sharing</strong> – You may copy and redistribute the material in any medium or format.</li> <li><strong>Adaptation</strong> – You may remix, transform, and build upon the material for any purpose, including commercial use.</li> </ul> <h4><strong>2. Conditions of Use:</strong></h4> <ul> <li><strong>Attribution</strong> – You must give appropriate credit to the original author(s), provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in a way that suggests the licensor endorses you or your use.</li> <li><strong>ShareAlike</strong> – If you remix, transform, or build upon the material, you must distribute your contributions under the same license as the original (CC BY-SA 4.0).</li> <li><strong>No Additional Restrictions</strong> – You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits.</li> </ul> <h4><strong>3. Disclaimer:</strong></h4> <ul> <li>The JAHIR Journal and the authors are not responsible for any modifications, interpretations, or derivative works made by third parties using the published content.</li> <li>This license does not affect the ownership of copyrights, and authors retain full rights to their work.</li> </ul> <p>For further details, please refer to the official <strong><a target="_new" rel="noopener">Creative Commons Attribution-ShareAlike 4.0 International License</a></strong>.</p>Explainable AI for Mental Health and Biomedical Decision Systems: A Comprehensive Review
https://ejournal.ptti.web.id/index.php/jahir/article/view/376
<p>The application of Artificial Intelligence (AI) in mental health is experiencing rapid development, while algorithmic transparency and clinical translation readiness still face fundamental obstacles. This review synthesizes empirical findings related to the use of Explainable Artificial Intelligence (XAI) in mental health and biomedical decision systems, focusing on three evaluative aspects, namely explainability architecture, validation strength, and clinical integration. The literature search followed the PRISMA 2020 guidelines across five major databases for publications from 2020 to 2026 and yielded nine studies that met the inclusion criteria. The synthesis results show the dominance of post-hoc approaches, particularly SHAP, which are commonly applied to ensemble and boosting models, while intrinsic models and counterfactual approaches are still rarely used. The majority of studies rely on internal validation, while independent external validation and prospective application in real clinical workflows are relatively limited. User-based evaluation of explainability has also been understudied, with algorithmic transparency more often understood as technical feature attribution rather than as a verified mechanism in clinical decision-making. These findings indicate a persistent gap between methodological advances and the level of clinical translation maturity. Explainability has not been systematically integrated with robust validation designs or user-oriented evaluations. This review proposes a translation evaluation framework that combines technical and clinical dimensions to assess the readiness for XAI implementation more comprehensively. The development of XAI in mental health requires evaluation standardization, strengthened external validation, and prospective testing focused on clinical impact and user trust.</p>Pramesti DewiPurwono PurwonoAnnastasya Nabila Elsa WulandariIndah Trivilia
Copyright (c) 2026 Pramesti Dewi, Purwono Purwono, Annastasya Nabila Elsa Wulandari, Indah Trivilia
https://creativecommons.org/licenses/by-sa/4.0
2026-08-292026-08-2942607510.59247/jahir.v4i2.376