{"schema_version":1,"page_version":"mp-office-page-v2","kind":"topics-index","generated":"2026-07-02","office_slug":"lara-bird-arbroath-and-broughty-ferry","member_id":5449,"public_data_only":true,"source_note":"Deterministic topic directory for compact public MP office retrieval bundles.","coverage":{"start":"2026-06-01","end":"2026-07-01","scope":"current office-data window"},"topic_generation":{"method":"deterministic regex and source metadata matching","deterministic":true,"source_fields":["title","question","summary","department","vote","matched_terms"],"opaque_llm_topics_allowed":false,"matching_rules_version":"mp-office-topic-patterns-v1"},"topic_count":0,"topics":[],"attribution_keys":["uk_parliament"],"limitations":["Topic labels are deterministic routing aids and may include adjacent records; inspect why_matched before reuse.","Official Parliament URLs are required for richer detail and exact quotation."]}