Use when running bibliometric analysis and report generation on processed data: topic modeling, mobility, cross-analysis, visualizations, and deep-report writing with figure-text consistency gates. Portable — no hardcoded paths. Keywords: analysis, BERTopic, mobility, Sankey, trends, reporting, 深度分析, 图文一致, 报告生成, 交叉分析.
Use when building or rerunning bibliometric data preprocessing pipelines: WoS txt parsing, institution-country extraction, author disambiguation, schema validation, and UT-key dataset preparation. Portable — no hardcoded paths. Keywords: preprocess, clean, parse WoS, data pipeline, UT linkage, country extraction, author extraction, 数据处理, 清洗, 解析WOS, 作者消歧, 国家机构提取.
Use when handing off bibliometric data from preprocessing to analysis: validate processed artifacts, decide rerun scope, and start topic/mobility/report workflows only when the processing contract passes. Portable — no hardcoded paths. Keywords: handoff, processing to analysis, stage gate, rerun, analysis-ready, UT contract, 处理到分析衔接, 阶段门, 分析就绪, 交接验证.
Use when you want an end-to-end workflow across preprocess, analysis, and reporting with clear stage gates and rerun strategy. Portable — no hardcoded paths. The user only needs to provide WoS txt files. Keywords: end-to-end, orchestrate, full pipeline, one-click workflow, 全流程, 一键运行, 编排, 分阶段执行.