{
  "abstract": "Data Desa Presisi integrates narrative village monographs and structured census records, creating challenges for contextual, numerical, and cross-source information access. This study designed and evaluated a locally deployed, route-aware, evidence-grounded retrieval-augmented generation (RAG) chatbot that combines deterministic DuckDB queries, document retrieval, provenance, and privacy-aware routing. Evaluation used 100 ground-truth questions from Setu and Gunung Putri. Eighty-four database, monograph, and mixed-evidence questions were assessed using RAGAS and ROUGE-L, whereas 16 conversational and policy questions were evaluated through deterministic checks. Elasticsearch at a temperature of 0.1 produced the highest composite score (0.592018), although post hoc Wilcoxon tests found no statistically significant superiority over alternative configurations. The selected configuration achieved a 98.0% functional pass rate and a 97.92% numeric-match rate. Public-mode usability evaluation involving 21 village officials and staff yielded 96.03% effectiveness. Scalability testing covered pipeline construction and retrieval across 30 census inputs and 28 monographs, but did not assess concurrent users or full end-to-end production workloads. These findings provide preliminary evidence that route-aware RAG can improve transparent, evidence-grounded access to heterogeneous village data while preserving deterministic handling of numerical queries and privacy-sensitive information.",
  "abstract_shown": true,
  "affiliations": [],
  "article_type": null,
  "arxiv": null,
  "author_total": 3,
  "authors": [
    {
      "name": "Ikhlasul Amal"
    },
    {
      "name": "Irman Hermadi"
    },
    {
      "name": "Yani Nurhadryani"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/eqn8920b7yeyx.bib",
  "cited_by": 0,
  "doi": "10.63158/journalisi.v8i5.1856",
  "fulltext_url": "https://journal-isi.org/index.php/isi/article/view/1856",
  "id": "eqn8920b7yeyx",
  "issns": [
    "2656-5935",
    "2656-4882"
  ],
  "landing_url": "https://doi.org/10.63158/journalisi.v8i5.1856",
  "language": "en",
  "licence": "CC-BY",
  "licence_label": "CC BY",
  "licence_source": "journal",
  "licence_url": "https://creativecommons.org/licenses/by/4.0/",
  "metadata_licence": null,
  "native_subjects": [
    [
      "lcc",
      "QA1-939"
    ],
    [
      "lcc",
      "QA75.5-76.95"
    ],
    [
      "openalex",
      "1702|Topic Modeling"
    ]
  ],
  "openalex": "W7223461535",
  "pdf_url": "https://journal-isi.org/index.php/isi/article/download/1856/1037",
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-24",
  "publisher": "Asosiasi Doktor Sistem Informasi Indonesia",
  "ris": "https://research.draconitic.com/paper/eqn8920b7yeyx.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T13:44:46Z",
      "native_id": "a7e4a4f687db4952870e210e634b9787",
      "source": "doaj",
      "url": "https://doi.org/10.63158/journalisi.v8i5.1856"
    }
  ],
  "subjects": [
    {
      "field": "mathematics",
      "origin": "lcc:QA1-939",
      "subfield": "general"
    }
  ],
  "title": "Design and Evaluation of a Route-Aware, Evidence-Grounded RAG Chatbot for Accessing Village Monographs and Census Data within Data Desa Presisi",
  "title_text": "Design and Evaluation of a Route-Aware, Evidence-Grounded RAG Chatbot for Accessing Village Monographs and Census Data within Data Desa Presisi",
  "type": "peer-reviewed",
  "updated_at": "2026-10-30T13:44:46Z",
  "url": "https://research.draconitic.com/paper/eqn8920b7yeyx",
  "venue": "Journal of Information Systems and Informatics",
  "versions": []
}