{"schema_version":1,"page_version":"mp-office-page-v1","kind":"topics-index","generated":"2026-04-30","office_slug":"liam-conlon-beckenham-and-penge","member_id":5132,"public_data_only":true,"source_note":"Deterministic topic directory for compact public MP office retrieval bundles.","coverage":{"start":"2026-02-02","end":"2026-04-28","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":7,"topics":[{"slug":"young-people","label":"Young People","aliases":["young people","children","child","online safety"],"count":33,"source_counts":{"constituency-mentions":13,"spoken-contributions":3,"votes":16,"written-questions":1},"first_date":"2025-02-24","last_date":"2026-04-22","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":13,"source_counts":{"votes":13},"first_date":"2026-04-14","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":"health","label":"Health","aliases":["health","NHS","dementia","brain tumour","cancer","dental","respiratory","endometriosis","social care","GP access","general practice"],"count":6,"source_counts":{"constituency-mentions":4,"spoken-contributions":1,"written-questions":1},"first_date":"2024-12-16","last_date":"2026-02-05","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":"artificial-intelligence","label":"Artificial Intelligence","aliases":["artificial intelligence","AI","chatbot","chatbots"],"count":1,"source_counts":{"constituency-mentions":1},"first_date":"2025-03-26","last_date":"2025-03-26","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":"registered-interests","label":"Registered Interests","aliases":["registered interests","donors","donation"],"count":1,"source_counts":{"interests":1},"first_date":"2026-02-24","last_date":"2026-02-24","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."]},{"slug":"send","label":"SEND","aliases":["SEND","special educational needs"],"count":1,"source_counts":{"spoken-contributions":1},"first_date":"2026-03-03","last_date":"2026-03-03","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":"social-care","label":"Social Care","aliases":["social care"],"count":1,"source_counts":{"written-questions":1},"first_date":"2026-02-02","last_date":"2026-02-02","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; 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