bibliography-topic-classification

# Bibliography Topic Classification ## When to Use Use this skill when: - Analyzing the subject matter of a bibliography or reference list - Performing bibliometric analysis on citation data - Determining the core research domains of a document from its citations - Tagging citations with domain labels for topic modeling ## Prerequisites - Parsed citation source titles (journal names, conference proceedings, book titles) ## Classification Procedure ### Step 1: Scan for Photovoltaic Research Identify references related to solar energy conversion. **Keywords to match:** - 'Photovolt.' - 'Sol.Energy' - 'Solar' **Specific sources:** - IEEE Photovolt. Spec. Conf. - Sol. Energy Mater. Sol. Cells - Prog. Photovolt. **Assign tag:** `Photovoltaics` ### Step 2: Scan for Semiconductor Physics Identify references related to solid-state physics and semiconductor properties. **Keywords to match:** - 'Semicond.' - 'Semimetals' - 'SolidState' - 'Phys.Rev.' **Specific sources:** - Semiconductors and Semimetals - Phys. Rev. Lett. - Solid State Commun. - J. Appl. Phys. **Assign tag:** `Semiconductor Physics` ### Step 3: Scan for Materials Science & Surface Science Identify references on material synthesis, characterization, and surface analysis. **Keywords to match:** - 'Surf. Sci.' - 'Thin Solid Films' - 'J. Cryst. Growth' **Specific sources:** - Appl. Phys. Lett. - J. Vac. Sci. Technol. **Assign tags:** `Surface Science` or `Materials Science` ### Step 4: Assign Domain Tags For each reference: 1. Match source title against keyword patterns 2. Identify all applicable domains 3. Assign one or more domain tags ## Output Format For each classified reference: ``` Source: [journal/conference name] Matched: [keywords or sources matched] Tags: [domain tags] ``` ## Interpretation - High density of references in a domain indicates a core topic of the parent document - Multiple domain tags on a single reference indicate interdisciplinary work - Classification is limited to explicitly identified journals and sources