{"schema_version":1,"page_version":"mp-office-page-v1","kind":"topics-index","generated":"2026-04-30","office_slug":"stephen-doughty-cardiff-south-and-penarth","member_id":4264,"public_data_only":true,"source_note":"Deterministic topic directory for compact public MP office retrieval bundles.","coverage":{"start":"2026-02-03","end":"2026-04-22","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":3,"topics":[{"slug":"young-people","label":"Young People","aliases":["young people","children","child","online safety"],"count":13,"source_counts":{"constituency-mentions":5,"spoken-contributions":3,"votes":5},"first_date":"2025-04-24","last_date":"2026-04-21","href":"topics/young-people.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: young people","source_terms":["young people","children","child","online safety"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]},{"slug":"crime-and-policing-bill","label":"Crime And Policing Bill","aliases":["Crime and Policing Bill"],"count":10,"source_counts":{"votes":10},"first_date":"2026-04-14","last_date":"2026-04-14","href":"topics/crime-and-policing-bill.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: crime and policing bill","source_terms":["Crime and Policing Bill"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]},{"slug":"artificial-intelligence","label":"Artificial Intelligence","aliases":["artificial intelligence","AI","chatbot","chatbots"],"count":1,"source_counts":{"spoken-contributions":1},"first_date":"2026-03-16","last_date":"2026-03-16","href":"topics/artificial-intelligence.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: artificial intelligence","source_terms":["artificial intelligence","AI","chatbot","chatbots"],"generation_method":"deterministic source metadata matching; no opaque LLM topic generation","official_source_use_summary":"Open the listed official Parliament URLs for full text, context, and quote-safe wording.","limitations":["Topic bundles are compact retrieval routes, not complete source text."]}],"attribution_keys":["ons_wpc_2024","os_open_names_2026_04","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."]}