遇见数据集

Dataset and analysis pipeline for: Mapping the emerging field of artificial intelligence in art and design education (2015–2026)

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Mendeley Data2026-08-09 收录
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This repository contains the final screened corpus, the full screening decision record, and the open-source analysis pipeline supporting the manuscript "Mapping the Emerging Field of Artificial Intelligence in Art and Design Education: A Bibliometric and Science Mapping Analysis (2015–2026)," submitted to Thinking Skills and Creativity. The dataset comprises 657 journal articles and reviews on AI in art and design education, retrieved from Scopus and the Web of Science Core Collection (11 July 2026), merged, deduplicated, and screened for topical relevance. The screening sheet documents all 1,203 originally identified records and the inclusion/exclusion decision for each, enabling independent verification of the PRISMA-style selection process. The Python pipeline (pandas, NetworkX, matplotlib) performs keyword normalisation, annual production analysis, source and country ranking, keyword co-occurrence network construction with Louvain clustering, Callon thematic mapping, and post-2023 keyword growth analysis, reproducing all tables and figures in the manuscript. Two GraphML network files are included for independent visualisation in VOSviewer, Gephi, or Cytoscape. Raw database exports are not redistributed in line with Scopus/Web of Science usage terms; the derived files here are sufficient for full reproduction.

本开源研究仓库包含投稿至《思维技能与创造力》(Thinking Skills and Creativity)的学术论文《绘制艺术与设计教育领域新兴人工智能研究图景:2015-2026年文献计量与科学图谱分析》所依托的最终筛选语料库、完整筛选决策记录,以及配套的开源分析流程。 本数据集包含从斯高普斯(Scopus)数据库与Web of Science核心合集(2026年7月11日检索)中获取的657篇艺术与设计教育领域人工智能相关的期刊论文及综述,经合并、去重及主题相关性筛选后整理得到。筛选记录表完整记录了最初识别的1203条文献记录及其各自的收录/排除决策,可独立验证本研究遵循PRISMA规范的文献筛选流程。 本研究使用的Python分析流程(依赖pandas、NetworkX与matplotlib库)可完成关键词规范化处理、年度发文量分析、文献来源与发文国家排名、结合卢万聚类(Louvain Clustering)的关键词共现网络构建、卡隆主题图谱(Callon Thematic Mapping)绘制,以及2023年后关键词增长分析,可复现论文中的全部表格与图表。本仓库还提供两份GraphML格式的网络文件,可供用户在VOSviewer、Gephi或Cytoscape中独立开展可视化操作。 根据斯高普斯与Web of Science的使用条款,本仓库未重新分发原始数据库导出文件;但本仓库提供的衍生文件已足够支撑完整的研究复现工作。

创建时间:
2026-07-23
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