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
Philip Towle, Enforced Disarmament: From the Napoleonic Campaigns to the Gulf War (Oxford: Clarendon Press, 1997), x + 268 pp., £35 (hb), ISBN 0–19–820636–4. Paul K. Davis, 100 Decisive Battles: From Ancient Times to the Present (Oxford and Santa Barbara, CA: ABC‐Clio, 2000), 474 pp., £59.95 (hb), ISBN 1–57607–0751. David Nicholls, Napoleon: A Biographical Companion (Oxford: ABC‐Clio, 2000), 340 pp., £29.95 (hb), ISBN 0–87436–957–6. The Satow Siam Papers: The Private Diaries and Correspondence of Ernest Satow, vol. i, 1884–1885, introduced and edited by Nigel Brailey (Bangkok: The [Thai] Royal Historical Society, 1997), iv + 203 pp., price not obtainable, ISBN 974–89918–7–3. Ernest Satow, C.M.G., A Diplomat in Siam: H.B.M. Minister‐Resident, Bangkok, 1885–88, introduced and edited by Nigel Brailey (Bangkok: Orchid Press, rev. edn. 2000), 208 pp., price not obtainable, ISBN 074–8304–73–6. John Lukacs, Five Days in London, May 1940 (New Haven CT: Yale University Press, 1999), viii + 236 pp., £12.95, ISBN 0–300–08030–1.
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 | 0.001 | 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 | 0.000 |
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