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This skill is used when users explicitly request to "extract review themes from files/images/webpages/descriptions", "generate structured output of theme + keywords + core questions", or request to use the old name "get-review-theme" skill. It supports multiple input sources including files (PDF/Word/Markdown/Tex), folders, images, natural language descriptions, and webpage URLs. It automatically identifies the input type, extracts content, and generates structured output that can be directly used for research-literature-review and other literature review skills.