{"schema_version":1,"page_version":"mp-office-page-v1","kind":"topics-index","generated":"2026-04-30","office_slug":"ben-maguire-north-cornwall","member_id":5350,"public_data_only":true,"source_note":"Deterministic topic directory for compact public MP office retrieval bundles.","coverage":{"start":"2024-07-04","end":"2026-04-30","scope":"post-2024-election office-data history"},"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":8,"topics":[{"slug":"health","label":"Health","aliases":["health","NHS","dementia","brain tumour","cancer","dental","respiratory","endometriosis","social care","GP access","general practice"],"count":120,"source_counts":{"constituency-mentions":2,"edms":15,"spoken-contributions":8,"votes":3,"written-questions":92},"first_date":"2024-10-09","last_date":"2026-04-23","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":"social-care","label":"Social Care","aliases":["social care"],"count":102,"source_counts":{"constituency-mentions":2,"edms":1,"spoken-contributions":1,"written-questions":98},"first_date":"2024-07-17","last_date":"2026-04-20","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."]},{"slug":"young-people","label":"Young People","aliases":["young people","children","child","online safety"],"count":55,"source_counts":{"constituency-mentions":4,"edms":6,"spoken-contributions":6,"votes":14,"written-questions":25},"first_date":"2024-07-17","last_date":"2026-04-27","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":"send","label":"SEND","aliases":["SEND","special educational needs"],"count":19,"source_counts":{"constituency-mentions":4,"edms":1,"spoken-contributions":6,"written-questions":8},"first_date":"2024-07-17","last_date":"2025-07-11","href":"topics/send.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: send","source_terms":["SEND","special educational needs"],"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":14,"source_counts":{"constituency-mentions":2,"spoken-contributions":1,"votes":11},"first_date":"2025-06-17","last_date":"2026-04-22","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":"heating-oil","label":"Heating Oil","aliases":["heating oil","fuel oil","rural heating","oil heating"],"count":3,"source_counts":{"edms":1,"written-questions":2},"first_date":"2026-03-11","last_date":"2026-03-19","href":"topics/heating-oil.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: heating oil","source_terms":["heating oil","fuel oil","rural heating","oil heating"],"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":"gp-access","label":"GP access","aliases":["GP access","general practice","doctor appointments"],"count":1,"source_counts":{"edms":1},"first_date":"2025-07-07","last_date":"2025-07-07","href":"topics/gp-access.json","confidence":"high","confidence_score":1.0,"matching_rule":"deterministic regex topic pattern: gp access","source_terms":["GP access","general practice","doctor appointments"],"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":1,"source_counts":{"interests":1},"first_date":"2026-03-24","last_date":"2026-03-24","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."]}],"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."]}