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
Lee, Edwin (2008) Singapore: The Unexpected Nation . Singapore: Institute of Southeast Asian Studies, xxii, 707 pp., US$39.90, pbk, ISBN: 978‐981‐230‐795‐8; US$49.90, hbk, ISBN: 978‐981‐230‐796‐5. Reviewer: Michael D. Barr Flinders University, Adelaide, South Australia. Email: michael.barr@flinders.edu.au Cramb, Robert A. (2007) Land and Longhouse: Agrarian Transformation in the Uplands of Sarawak . Hawaii: University of Hawaii Press, 422 pp., US$45.00, pbk, ISBN‐10: 8776940101, ISBN‐13: 978‐8776940102. Reviewer: Carol J. Pierce Colfer CIFOR, Bogor, Indonesia. Email: c.colfer@cgiar.org Lee, Hock Guan (2008) Ageing in Southeast Asia and East Asia – Family, Social Protection and Policy Challenges . Singapore: Institute of Southeast Asian Studies, 247 pp., US$28.50, pbk, ISBN: 9789812307651. Reviewer: George W. Leeson Oxford Institute of Ageing, University of Oxford, Oxford, UK. Email: george.leeson@ageing.ox.ac.uk Tyner, James A. (2008) The Killing of Cambodia: Geography, Genocide and the Unmaking of Space . Burlington, Vermont and Hampshire: Ashgate, x, 209 pp., US$99.95, hbk, ISBN: 978‐0‐7546‐7096‐4. Reviewer: Melissa Marschke School of International Development and Global Policy, University of Ottawa, Ottawa, Canada. Email: mmarschk@uottawa.ca
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 | 0.002 | 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) | 0.002 | 0.005 |
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