遇见数据集

Coded evidence base for a PRISMA-guided systematic review of reporting fragmentation in federated-learning-based intrusion detection systems

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Zenodo2026-08-27 更新2026-10-01 收录
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The complete coded evidence base underlying a PRISMA-guided systematic review of reporting fragmentation in federated-learning-based network intrusion detection systems (FL-NIDS): the per-study extraction table for all 105 included primary studies, the coding schema and codebook, the database search strings, the PRISMA flow and provenance note, and the supplementary records for the adversarial-evaluation and explainability dimensions. What this deposit supports. Computational reproducibility: the released table is sufficient to reproduce every aggregate numerical result reported in the manuscript. The included script verify_headline_results.py computes and reports the check count at runtime; in the validated run it reported 23 checks, 23 matched, 0 mismatched. Document identity: through title, authors, year, venue and DOI for all 105 studies. Independent re-coding: a reader with lawful access to the original publications can re-code selected studies using the published schema. What it does not support. Source-quote auditability: source excerpts and exact source passages are withheld from the public deposit (see WITHHELD_FIELDS.md). Auditing an individual coding decision against its source passage still requires access to the original publication. Coding was performed by a single coder; no inter-rater reliability statistic exists. Licence scope. CC BY 4.0 applies to the depositors' original material only: the coded values, extraction schema, codebook, search strings, schema-trigger metadata, analysis scripts, manifests and documentation. The record also includes bibliographic metadata identifying the reviewed publications; rights in those underlying publications remain with their respective authors and rights holders. No publisher PDFs, article full texts, copyrighted tables or figures, or verbatim excerpts from the reviewed publications are included. No licence is granted by the depositors over any underlying third-party work.

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Zenodo
创建时间:
2026-08-27
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