{"schema_version":1,"page_version":"mp-office-page-v1","kind":"topics-index","generated":"2026-04-30","office_slug":"sir-keir-starmer-holborn-and-st-pancras","member_id":4514,"public_data_only":true,"source_note":"Deterministic topic directory for compact public MP office retrieval bundles.","coverage":{"start":"2026-02-03","end":"2026-04-29","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":5,"topics":[{"slug":"health","label":"Health","aliases":["health","NHS","dementia","brain tumour","cancer","dental","respiratory","endometriosis","social care","GP access","general practice"],"count":9,"source_counts":{"spoken-contributions":9},"first_date":"2026-03-18","last_date":"2026-04-22","href":"topics/health.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: health","source_terms":["health","NHS","dementia","brain tumour","cancer","dental","respiratory","endometriosis","social care","GP access","general practice"],"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":"young-people","label":"Young People","aliases":["young people","children","child","online safety"],"count":8,"source_counts":{"constituency-mentions":1,"spoken-contributions":5,"votes":2},"first_date":"2026-02-03","last_date":"2026-04-29","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":"registered-interests","label":"Registered Interests","aliases":["registered interests","donors","donation"],"count":2,"source_counts":{"constituency-mentions":1,"interests":1},"first_date":"2026-03-18","last_date":"2026-04-01","href":"topics/registered-interests.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: registered interests","source_terms":["registered interests","donors","donation"],"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":"2026-03-18","last_date":"2026-03-18","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."]},{"slug":"social-care","label":"Social Care","aliases":["social care"],"count":1,"source_counts":{"spoken-contributions":1},"first_date":"2026-03-25","last_date":"2026-03-25","href":"topics/social-care.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: social care","source_terms":["social care"],"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","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."]}
