Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Foreword (Ian McPhee, Auditor-General for Australia) Preface Part I: Introduction and Context 1. Public Accountability: The role of the Auditor General in Legislative oversight (Zahirul Hoque and Thiru Thiagarajah) 2. Partnering with the Auditor-General's Office to Improve the Effectiveness of a Public Accounts Committee: An Auditor-General's perspective (Des Pearson) 3. Government Accountability in Sri Lanka: The roles of parliamentary oversight committees and Auditor General's office (Zahirul Hoque and Ethugalage Anura Gotabaya Ananda) 4. Parliamentarians' Relations with the Auditor General of Canada during Sheila Fraser's Mandate (2001-2011) (Danielle Morin) 5. Danish Public Sector Performance Audit: An SAI and PAC Tango (Peter Skaerbaek and Mark Christensen) Part II: Public Accounts Committees in Europe 6. The Public Accounts Committee of the House of Commons (Anthony Staddon) 7. In the Absence of a Public Accounts Committee: The Swedish experience (Louise Bringselius) Part III: Public Accounts Committees in Australia and the Pacific 8. Pragmatism, Black Letter Law and Australian Public Accounts Committees (David Gilchrist and Kylie Coulson) 9. Making a Public Accounts Committee Effective: A Chair's perspective from the state of New South Wales, Australia (Jonathan O'Dea) 10. Public Accounts Committees in the Pacific - A PEFA Perspective (Kylie Coulson and David Gilchrist) Part IV: Public Accounts Committees in Asian Regions 11. The Development of Public Accounts Committees of Bangladesh's Parliament: An overview (Sajjad H. Khan and Zahirul Hoque) 12. The Role of the Public Accounts Committee in Enhancing Government Accountability in Malaysia (Zakiah Saleh and Haslida Abu Hasan) 13. Responses to Public Accounts Committee of India: A textual analysis (Bikram Chatterjee, Alistair Brown and Victoria Wise) 14. Promoting Public Sector Accountability in Indonesia: An historical overview (Bambang Setiono and Chandra Ery Prasetyo) 15. The Public Accounts Committees in Thailand: A short note (Prapaipim Sutheewasinnon and Supot Saikaew) Part V: Public Accounts Committees in African Regions 16. Evolution and Effectiveness of the Kenyan Public Accounts Committee (Robert Ochoki Nyamori and Bosire Nyamori) 17. Strengthening PACs in Small Parliaments: Perspectives from the Caribbean (Anthony Staddon)
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it