[
  {
    "title": "TR 99:2021 - Artificial intelligence (AI) security",
    "publisher": "Singapore Standards Council",
    "year": "2022",
    "type": "Technical reference",
    "language": "en",
    "content_group": "contributed_standards_reports",
    "topic": "AI security, model risk, and early-lifecycle AI system design",
    "url": "https://www.singaporestandardseshop.sg/Product/SSPdtDetail/553b4562-ef85-4ebb-bfeb-2b35beb1d29c",
    "source_ids": ["singapore_standards_tr99", "linkedin_public_profile"]
  },
  {
    "title": "AI Transparency & Explainability: A Policy Prototyping Experiment",
    "publisher": "Open Loop",
    "year": "2022",
    "type": "Contributed report",
    "language": "en",
    "content_group": "contributed_standards_reports",
    "topic": "AI transparency, explainability, and policy prototyping in Asia Pacific",
    "url": "https://openloop.org/reports/2022/07/openloop-asia-pacific-fullreport-2022.pdf.pdf",
    "source_ids": ["openloop_apac_ai_transparency"]
  },
  {
    "title": "Using Artificial Intelligence to Support Healthcare Decisions: A Guide for Society",
    "publisher": "IPUR / Lloyd's Register Foundation Institute for the Public Understanding of Risk",
    "year": "2021",
    "type": "Contributed guide",
    "language": "en",
    "content_group": "contributed_standards_reports",
    "topic": "Healthcare AI decision support, risk, and public understanding",
    "url": "https://ipur.nus.edu.sg/wp-content/uploads/2021/10/Using-Artificial-Intelligence-to-Support-Healthcare-Decision-Web.pdf",
    "source_ids": ["ipur_healthcare_ai_decisions"]
  },
  {
    "title": "Unlocking the Impact of AI on Human Security",
    "publisher": "Commonwealth Security Group / CWSRG",
    "year": "2021",
    "type": "Contributed article",
    "language": "en",
    "content_group": "contributed_standards_reports",
    "topic": "AI, human security, emerging technology, and AI governance",
    "url": "https://www.cwsrg.org/emerging-technology-insight-2021",
    "source_ids": ["cwsrg_emerging_technology_2021"]
  },
  {
    "title": "A Structured Approach for Ideating AI Use Cases With AI Discovery",
    "publisher": "Medium",
    "year": "",
    "type": "Article",
    "language": "en",
    "content_group": "english_writing",
    "topic": "AI use case design and adapted design sprint methods",
    "url": "https://medium.com/data-science/a-structured-approach-for-ideating-ai-use-cases-with-ai-discovery-85d00db078b5",
    "source_ids": ["medium_ai_discovery"]
  },
  {
    "title": "Accelerate AI Adoption by Empowering Employees to Become Citizen AI Developers",
    "publisher": "Medium",
    "year": "",
    "type": "Article",
    "language": "en",
    "content_group": "english_writing",
    "topic": "No-code, low-code, and citizen AI developers",
    "url": "https://medium.com/@ternpoh.lim/accelerate-ai-adoption-by-empowering-employees-to-become-citizen-ai-developers-705e2cdcb8e6",
    "source_ids": ["medium_citizen_ai"]
  },
  {
    "title": "Investing in commodities",
    "publisher": "The Business Times via SMU",
    "year": "2013",
    "type": "Article",
    "language": "en",
    "content_group": "english_writing",
    "topic": "Commodity markets, supply, demand, contango, and backwardation",
    "url": "https://news.smu.edu.sg/news/2013/11/18/investing-commodities",
    "source_ids": ["smu_commodities_article"]
  }
]