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
Emmerson, Donald K. (ed.) (2009) Hard Choices: Security, Democracy and Regionalism in Southeast Asia . Singapore: ISEAS Publishing, 398 pp., $31.88, pbk, ISBN: 9789812309143. Reviewer: Alex Bellamy Asia‐Pacific Centre for the Responsibility to Protect, School of Political Science and International Studies, The University of Queensland, Brisbane, Queensland, Australia. Email: a.bellamy@uq.edu.au Ivarsson, Soren (2008) Creating Laos: The Making of a Lao Space between Indochina and Siam, 1860–1945 . Copenhagen: Nias Press, 238 pp., $35.43, pbk, ISBN: 9788776940232. Reviewers: Michael Dwyer Energy and Resources Group, University of California, Berkeley, CA, USA. Email: mdwyer@berkeley.edu Keith Barney Graduate Program in Geography, York University, Toronto, Ontario, Canada. Email: kbarney@yorku.ca Chong, Terence (ed.) (2008) Globalization and its Counter‐Forces in Southeast Asia . Singapore: ISEAS, 416 pp., $38.98, pbk, ISBN: 9789812304780. Reviewer: David Ip Department of Applied Social Sciences, Hong Kong Polytechnic University, Hong Kong. Email: davidf.ip@inet.polyu.edu.hk
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 0.003 |
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