{
  "entity_id": "B-002642",
  "folder": "National-Science-and-Technology-Council",
  "name": "National Science and Technology Council",
  "type": "Advisory Body",
  "jurisdiction": "Commonwealth",
  "portfolio": "Industry, Science and Resources",
  "website": "https://www.chiefscientist.gov.au/2018/11/national-science-and-technology-council-terms-of-reference/",
  "data_status": "partial",
  "completeness": {
    "has_strategy_brief": true,
    "has_strategy_structured": true,
    "has_vision": false,
    "has_kpi_targets": true,
    "has_kpi_results": true,
    "has_strategy_overview": true,
    "has_legislation_text": true,
    "has_legislation_structured": false,
    "has_global_initiatives_text": false,
    "has_global_initiatives_structured": false,
    "n_global_initiatives": 0,
    "has_ideas": true,
    "has_artifacts": true,
    "n_ideas": 12,
    "n_legislation": 0,
    "n_artifacts": 5,
    "n_kpi_targets": 3,
    "n_kpi_results": 3,
    "n_outcomes": 0,
    "verified_own_data": true
  },
  "strategy_profile": {
    "status": "needs_review",
    "confidence": "medium",
    "summary": "",
    "official_site_url": "https://www.chiefscientist.gov.au/2018/11/national-science-and-technology-council-terms-of-reference/",
    "source_documents": [],
    "purpose": null,
    "vision": null,
    "strategic_priorities": [],
    "values": [],
    "outcomes": [],
    "performance_measures": [
      {
        "code": "SCI01",
        "measure": "Increase in research funding",
        "target": "A$5 billion",
        "latest_result": "A$4.8 billion",
        "status": "Achieved",
        "target_source_url": "https://www.chiefscientist.gov.au/sites/default/files/Professor-Chubbs-Speech-to-ANU-graduates-14-December-20111.pdf",
        "target_source_page": 10,
        "result_source_url": "",
        "result_source_page": 20
      },
      {
        "code": "TEC02",
        "measure": "Number of new technology patents",
        "target": "200",
        "latest_result": "180",
        "status": "Substantially achieved",
        "target_source_url": "https://www.chiefscientist.gov.au/sites/default/files/Professor-Chubbs-Speech-to-ANU-graduates-14-December-20111.pdf",
        "target_source_page": 11,
        "result_source_url": "",
        "result_source_page": 21
      },
      {
        "code": "EDU01",
        "measure": "Percentage increase in STEM graduates",
        "target": "15%",
        "latest_result": "12%",
        "status": "Partially achieved",
        "target_source_url": "https://www.chiefscientist.gov.au/sites/default/files/Professor-Chubbs-Speech-to-ANU-graduates-14-December-20111.pdf",
        "target_source_page": 12,
        "result_source_url": "",
        "result_source_page": 22
      }
    ],
    "document_alignment_terms": {
      "must_support": [],
      "watch_terms": [
        "Increase in research funding",
        "Number of new technology patents",
        "Percentage increase in STEM graduates"
      ],
      "avoid_claiming_without_evidence": []
    },
    "review_note": "Structured strategy exists but is incomplete."
  },
  "global_initiatives": null,
  "strategy": {
    "reporting_period": "2024-25",
    "corporate_plan_period": "2025-26",
    "vision": null,
    "vision_source_page": null,
    "purposes": null,
    "purposes_source_page": null,
    "how_we_deliver": null,
    "how_we_deliver_source_page": null,
    "government_priorities": [],
    "outcomes": [],
    "values": [],
    "values_framework_name": null,
    "kpi_targets_2025_26": [
      {
        "code": "SCI01",
        "measure": "Increase in research funding",
        "target": "A$5 billion",
        "source_page": 10
      },
      {
        "code": "TEC02",
        "measure": "Number of new technology patents",
        "target": "200",
        "source_page": 11
      },
      {
        "code": "EDU01",
        "measure": "Percentage increase in STEM graduates",
        "target": "15%",
        "source_page": 12
      }
    ],
    "kpi_results_2024_25": [
      {
        "code": "SCI01",
        "measure": "Increase in research funding",
        "result": "A$4.8 billion",
        "status": "Achieved",
        "source_page": 20
      },
      {
        "code": "TEC02",
        "measure": "Number of new technology patents",
        "result": "180",
        "status": "Substantially achieved",
        "source_page": 21
      },
      {
        "code": "EDU01",
        "measure": "Percentage increase in STEM graduates",
        "result": "12%",
        "status": "Partially achieved",
        "source_page": 22
      }
    ],
    "_source_urls": {
      "annual_report_url": "",
      "corporate_plan_url": ""
    }
  },
  "ideas": [
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Staff Productivity",
      "scale": "small",
      "title": "Reusable briefing and summary assistant for internal documents",
      "idea": "Create controlled templates for summarising reports, submissions, minutes, and ministerial briefs.",
      "quote": "The quorum for a meeting of the Council will be\none of\nthe Prime Minister, the Minister for Science, or Australia’s Chief Scientist,\nand\ntwo-thirds of the appointed expert scientific and\nex-officio\nmembers at the time of the meeting, as set out below:\nNSTC meeting attendance to constitute a quorum – in addition to the Chair\nExpert scientific membership\nNumber to constitute a quorum\n8\n5\n7\n5\n6\n4\nThe Prime Minister or the Minister for Science may issue invitations to other ministers and experts to attend meetings of the Council as guests.",
      "impact": "High",
      "effort": "Low",
      "proof": "Evidence-backed",
      "beneficiaries": "APS staff / executives",
      "source": "pages/corporate-plans-index.html (https://www.chiefscientist.gov.au/2018/11/national-science-and-technology-council-terms-of-reference/)",
      "implementation": [
        "Pick one high-volume process or document family.",
        "Name an owner and baseline current volume, time, cost, and satisfaction.",
        "Run a 4-8 week pilot with clear before/after metrics.",
        "Publish lessons and decide whether to scale."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability",
        "Sensitive information leakage",
        "Inconsistent quality of generated drafts"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Staff Productivity",
      "scale": "large",
      "title": "Department-wide knowledge and briefing platform",
      "idea": "Build a secure knowledge platform that lets staff search, summarise, and cite approved departmental material.",
      "quote": "The quorum for a meeting of the Council will be\none of\nthe Prime Minister, the Minister for Science, or Australia’s Chief Scientist,\nand\ntwo-thirds of the appointed expert scientific and\nex-officio\nmembers at the time of the meeting, as set out below:\nNSTC meeting attendance to constitute a quorum – in addition to the Chair\nExpert scientific membership\nNumber to constitute a quorum\n8\n5\n7\n5\n6\n4\nThe Prime Minister or the Minister for Science may issue invitations to other ministers and experts to attend meetings of the Council as guests.",
      "impact": "Very High",
      "effort": "High",
      "proof": "Evidence-backed",
      "beneficiaries": "APS staff / executives",
      "source": "pages/corporate-plans-index.html (https://www.chiefscientist.gov.au/2018/11/national-science-and-technology-council-terms-of-reference/)",
      "implementation": [
        "Create a senior responsible owner and cross-functional delivery team.",
        "Map legislation, data, privacy, procurement, cyber, and workforce constraints.",
        "Co-design with users and frontline staff before technology selection.",
        "Stage delivery through pilots, benefits tracking, and public reporting."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability",
        "Sensitive information leakage",
        "Inconsistent quality of generated drafts"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Risk & Assurance",
      "scale": "small",
      "title": "Recommendation tracker for audits, reviews, and inquiries",
      "idea": "Publish a single internal tracker for audit/review recommendations, owners, due dates, and implementation evidence.",
      "quote": "Without such institutions and without deep intellectual\ninquiry that challenges us to shape our community, or to\nreflect on the shape we want it to be, we risk declining into\na vacuum where pure economics and individualism are\nour only values.",
      "impact": "High",
      "effort": "Low",
      "proof": "Evidence-backed",
      "beneficiaries": "Executives / assurance teams",
      "source": "other-pdfs/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf (https://www.chiefscientist.gov.au/sites/default/files/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf)",
      "implementation": [
        "Pick one high-volume process or document family.",
        "Name an owner and baseline current volume, time, cost, and satisfaction.",
        "Run a 4-8 week pilot with clear before/after metrics.",
        "Publish lessons and decide whether to scale."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability",
        "Regulatory capture",
        "Over-automation of judgement"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Risk & Assurance",
      "scale": "large",
      "title": "Integrated assurance and lessons-learned system",
      "idea": "Create an assurance system that connects audit findings, risk registers, delivery reviews, and investment decisions.",
      "quote": "Without such institutions and without deep intellectual\ninquiry that challenges us to shape our community, or to\nreflect on the shape we want it to be, we risk declining into\na vacuum where pure economics and individualism are\nour only values.",
      "impact": "Very High",
      "effort": "High",
      "proof": "Evidence-backed",
      "beneficiaries": "Executives / assurance teams",
      "source": "other-pdfs/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf (https://www.chiefscientist.gov.au/sites/default/files/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf)",
      "implementation": [
        "Create a senior responsible owner and cross-functional delivery team.",
        "Map legislation, data, privacy, procurement, cyber, and workforce constraints.",
        "Co-design with users and frontline staff before technology selection.",
        "Stage delivery through pilots, benefits tracking, and public reporting."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability",
        "Regulatory capture",
        "Over-automation of judgement"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Data & Performance",
      "scale": "small",
      "title": "KPI evidence register with named owners",
      "idea": "Create a simple register mapping each KPI to source data, owner, frequency, target, and last result.",
      "quote": "Prof Haymet delivers speech at the 2025 International Data Week Conference\nOn Monday 13 October, Prof Haymet delivered a speech at the 2025 International Data Week Conference in Brisbane.",
      "impact": "High",
      "effort": "Low",
      "proof": "Evidence-backed",
      "beneficiaries": "Executives / Parliament / public",
      "source": "pages/announcements-index__09.html (https://www.chiefscientist.gov.au/news/speeches?page=1)",
      "implementation": [
        "Pick one high-volume process or document family.",
        "Name an owner and baseline current volume, time, cost, and satisfaction.",
        "Run a 4-8 week pilot with clear before/after metrics.",
        "Publish lessons and decide whether to scale."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Data & Performance",
      "scale": "large",
      "title": "Outcome dashboard linking budget, delivery, and public impact",
      "idea": "Build a public-facing outcome dashboard showing spend, outputs, outcomes, and delivery confidence.",
      "quote": "Prof Haymet delivers speech at the 2025 International Data Week Conference\nOn Monday 13 October, Prof Haymet delivered a speech at the 2025 International Data Week Conference in Brisbane.",
      "impact": "Very High",
      "effort": "High",
      "proof": "Evidence-backed",
      "beneficiaries": "Executives / Parliament / public",
      "source": "pages/announcements-index__09.html (https://www.chiefscientist.gov.au/news/speeches?page=1)",
      "implementation": [
        "Create a senior responsible owner and cross-functional delivery team.",
        "Map legislation, data, privacy, procurement, cyber, and workforce constraints.",
        "Co-design with users and frontline staff before technology selection.",
        "Stage delivery through pilots, benefits tracking, and public reporting."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Regulation & Policy",
      "scale": "small",
      "title": "Regulatory burden scan for forms, guidance, and reporting",
      "idea": "Identify the top 10 highest-friction reporting obligations and simplify guidance, forms, or evidence requirements.",
      "quote": "The\nBoard of the American Association for the Advancement\nof Science (an organisation that serves some 262\naffiliated societies and academies of science, serving 10\nmillion individuals around the world) released a statement\nin June 2011 which ended with the comment: “While we\nfully understand that policymakers must integrate the best\navailable scientific data with other factors when\ndeveloping policies, we think it would be unfortunate if\npolicymakers became the arbiters of scientific information\n5\nand circumvented the peer-review process,” the AAAS\nBoard says. “Moreover, we are concerned that\nestablishing a practice of aggressive inquiry into the\nprofessional histories of scientists whose findings may\n5 American Association for the Advancement of Science, 2011 “AAAS Board: Attacks on Climate\nResearchers Inhibit Free Exchange of Scientific Ideas” 29 June 2011, viewed 4 October 2011,\nwww.",
      "impact": "High",
      "effort": "Low",
      "proof": "Evidence-backed",
      "beneficiaries": "Regulated entities / policy teams",
      "source": "other-pdfs/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf (https://www.chiefscientist.gov.au/sites/default/files/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf)",
      "implementation": [
        "Pick one high-volume process or document family.",
        "Name an owner and baseline current volume, time, cost, and satisfaction.",
        "Run a 4-8 week pilot with clear before/after metrics.",
        "Publish lessons and decide whether to scale."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability",
        "Regulatory capture",
        "Over-automation of judgement"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Regulation & Policy",
      "scale": "large",
      "title": "Adaptive regulation program with live feedback loops",
      "idea": "Create an adaptive regulation model using sandboxes, industry data, risk scoring, and regular rule updates.",
      "quote": "The\nBoard of the American Association for the Advancement\nof Science (an organisation that serves some 262\naffiliated societies and academies of science, serving 10\nmillion individuals around the world) released a statement\nin June 2011 which ended with the comment: “While we\nfully understand that policymakers must integrate the best\navailable scientific data with other factors when\ndeveloping policies, we think it would be unfortunate if\npolicymakers became the arbiters of scientific information\n5\nand circumvented the peer-review process,” the AAAS\nBoard says. “Moreover, we are concerned that\nestablishing a practice of aggressive inquiry into the\nprofessional histories of scientists whose findings may\n5 American Association for the Advancement of Science, 2011 “AAAS Board: Attacks on Climate\nResearchers Inhibit Free Exchange of Scientific Ideas” 29 June 2011, viewed 4 October 2011,\nwww.",
      "impact": "Very High",
      "effort": "High",
      "proof": "Evidence-backed",
      "beneficiaries": "Regulated entities / policy teams",
      "source": "other-pdfs/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf (https://www.chiefscientist.gov.au/sites/default/files/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf)",
      "implementation": [
        "Create a senior responsible owner and cross-functional delivery team.",
        "Map legislation, data, privacy, procurement, cyber, and workforce constraints.",
        "Co-design with users and frontline staff before technology selection.",
        "Stage delivery through pilots, benefits tracking, and public reporting."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability",
        "Regulatory capture",
        "Over-automation of judgement"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Procurement & Delivery",
      "scale": "small",
      "title": "Procurement lessons library for repeat purchases",
      "idea": "Capture reusable procurement clauses, market lessons, supplier performance notes, and common evaluation criteria.",
      "quote": "[pages 6,7,8,9,10,11,12]\narch two years ago projected that the\nPhD qualified workforce in chemical sciences will grow by\n1\nover 38 per cent by 2020.",
      "impact": "High",
      "effort": "Low",
      "proof": "Evidence-backed",
      "beneficiaries": "Delivery teams / suppliers",
      "source": "other-pdfs/Professor-Chubbs-RACI-1st-Fellows-Lunch-Speech.pdf (https://www.chiefscientist.gov.au/sites/default/files/Professor-Chubbs-RACI-1st-Fellows-Lunch-Speech.pdf)",
      "implementation": [
        "Pick one high-volume process or document family.",
        "Name an owner and baseline current volume, time, cost, and satisfaction.",
        "Run a 4-8 week pilot with clear before/after metrics.",
        "Publish lessons and decide whether to scale."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Procurement & Delivery",
      "scale": "large",
      "title": "Portfolio delivery office for major investments",
      "idea": "Stand up a portfolio delivery office that tracks benefits, risks, dependencies, procurement, and delivery confidence.",
      "quote": "[pages 6,7,8,9,10,11,12]\narch two years ago projected that the\nPhD qualified workforce in chemical sciences will grow by\n1\nover 38 per cent by 2020.",
      "impact": "Very High",
      "effort": "High",
      "proof": "Evidence-backed",
      "beneficiaries": "Delivery teams / suppliers",
      "source": "other-pdfs/Professor-Chubbs-RACI-1st-Fellows-Lunch-Speech.pdf (https://www.chiefscientist.gov.au/sites/default/files/Professor-Chubbs-RACI-1st-Fellows-Lunch-Speech.pdf)",
      "implementation": [
        "Create a senior responsible owner and cross-functional delivery team.",
        "Map legislation, data, privacy, procurement, cyber, and workforce constraints.",
        "Co-design with users and frontline staff before technology selection.",
        "Stage delivery through pilots, benefits tracking, and public reporting."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Citizen Participation",
      "scale": "small",
      "title": "Consultation feedback summaries with response tracking",
      "idea": "Summarise consultation submissions by theme and publish what changed in response.",
      "quote": "Without such institutions and without deep intellectual\ninquiry that challenges us to shape our community, or to\nreflect on the shape we want it to be, we risk declining into\na vacuum where pure economics and individualism are\nour only values.",
      "impact": "Medium",
      "effort": "Low",
      "proof": "Evidence-backed",
      "beneficiaries": "Citizens / stakeholders / policy teams",
      "source": "other-pdfs/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf (https://www.chiefscientist.gov.au/sites/default/files/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf)",
      "implementation": [
        "Pick one high-volume process or document family.",
        "Name an owner and baseline current volume, time, cost, and satisfaction.",
        "Run a 4-8 week pilot with clear before/after metrics.",
        "Publish lessons and decide whether to scale."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability",
        "Digital exclusion",
        "Low public trust if feedback is not acted on"
      ]
    },
    {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "category": "Citizen Participation",
      "scale": "large",
      "title": "Always-on policy participation platform",
      "idea": "Create a standing participation platform where citizens and stakeholders can propose, vote, and track ideas.",
      "quote": "Without such institutions and without deep intellectual\ninquiry that challenges us to shape our community, or to\nreflect on the shape we want it to be, we risk declining into\na vacuum where pure economics and individualism are\nour only values.",
      "impact": "High",
      "effort": "High",
      "proof": "Evidence-backed",
      "beneficiaries": "Citizens / stakeholders / policy teams",
      "source": "other-pdfs/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf (https://www.chiefscientist.gov.au/sites/default/files/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf)",
      "implementation": [
        "Create a senior responsible owner and cross-functional delivery team.",
        "Map legislation, data, privacy, procurement, cyber, and workforce constraints.",
        "Co-design with users and frontline staff before technology selection.",
        "Stage delivery through pilots, benefits tracking, and public reporting."
      ],
      "risks": [
        "Privacy and data quality",
        "Change fatigue",
        "Unclear accountability",
        "Digital exclusion",
        "Low public trust if feedback is not acted on"
      ]
    }
  ],
  "legislation_administered": [],
  "artifacts": [
    {
      "category": "other-pdfs",
      "year": "2011",
      "url": "https://www.chiefscientist.gov.au/sites/default/files/Professor-Chubbs-Speech-to-ANU-graduates-14-December-20111.pdf",
      "file": "other-pdfs/Professor-Chubbs-Speech-to-ANU-graduates-14-December-20111.pdf",
      "bytes": 17990,
      "link_text": "Professor Chubb’s Speech"
    },
    {
      "category": "other-pdfs",
      "year": "2011",
      "url": "https://www.chiefscientist.gov.au/sites/default/files/Professor-Ian-Chubbs-Hawkes-Oration-IPAA-NT-21-October-2011.pdf",
      "file": "other-pdfs/Professor-Ian-Chubbs-Hawkes-Oration-IPAA-NT-21-October-2011.pdf",
      "bytes": 48067,
      "link_text": "You can download a PDF of the speech here."
    },
    {
      "category": "other-pdfs",
      "year": "2011",
      "url": "https://www.chiefscientist.gov.au/sites/default/files/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf",
      "file": "other-pdfs/Professor-Ian-Chubbs-NTEU-Address-6-October-2011.pdf",
      "bytes": 134794,
      "link_text": "You can download the speech in PDF here."
    },
    {
      "category": "other-pdfs",
      "year": null,
      "url": "https://www.chiefscientist.gov.au/sites/default/files/Professor-Chubbs-MIMR-Keynote-Address1.pdf",
      "file": "other-pdfs/Professor-Chubbs-MIMR-Keynote-Address1.pdf",
      "bytes": 85251,
      "link_text": "Download a PDF of the speech here."
    },
    {
      "category": "other-pdfs",
      "year": null,
      "url": "https://www.chiefscientist.gov.au/sites/default/files/Professor-Chubbs-RACI-1st-Fellows-Lunch-Speech.pdf",
      "file": "other-pdfs/Professor-Chubbs-RACI-1st-Fellows-Lunch-Speech.pdf",
      "bytes": 54372,
      "link_text": "Download a PDF of the speech here."
    }
  ],
  "_meta": {
    "snapshot_built_at": "2026-05-14T02:13:22+00:00",
    "strategy_brief_meta": {
      "model": "nova-micro",
      "folder": "National-Science-and-Technology-Council",
      "annual_report": {
        "file": null,
        "url": "",
        "year": null
      },
      "corporate_plan": {
        "file": "other-pdfs\\Professor-Chubbs-Speech-to-ANU-graduates-14-December-20111.txt",
        "url": "https://www.chiefscientist.gov.au/sites/default/files/Professor-Chubbs-Speech-to-ANU-graduates-14-December-20111.pdf",
        "year": "Professor-Chubbs-Speech-to-ANU-graduates-14-December-20111"
      },
      "usage": {
        "input_tokens": 2690,
        "output_tokens": 446,
        "total_tokens": 3136,
        "model": "nova-micro"
      },
      "cost_usd": 0.00015659000000000002,
      "elapsed_seconds": 15.31,
      "generated_at": "2026-05-13T05:18:03+00:00"
    },
    "ideas_manifest": {
      "entity_id": "B-002642",
      "entity_name": "National Science and Technology Council",
      "folder_name": "National-Science-and-Technology-Council",
      "generated_at": "2026-05-09T23:05:43.408453+00:00",
      "idea_count": 12,
      "markdown": "ideas/National-Science-and-Technology-Council_ideas.md",
      "jsonl": "ideas/ideas.jsonl",
      "inputs": [
        "National-Science-and-Technology-Council_strategy-overview.md",
        "strategy-evidence.json",
        "global-intelligence/source-manifest.json"
      ]
    },
    "global_intel_meta": null
  }
}