Book Review: <i>Reckoning with History. Essays on Uses of the Past</i> by K.J. Kesselring and Matthew Neufeld (eds) KesselringK.J. and NeufeldMatthew (eds), Reckoning with History. Essays on Uses of the Past (Montreal and Kingston, McGill-Queen’s University Press, 2024), pp. viii + 262 pages, ISBN 9780228022428, £91.00.
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
audience, with an even broader selection of materials.This achievement underscores the anthology's value in bringing these poignant works to a global readership.It is not just a compilation of poems and texts; it is a bridge between cultures, a testament to the enduring power of literature, and a valuable resource for understanding the rich tapestry of Chinese literary and cultural heritage.It offers a unique window into ancient Chinese culture and provides valuable new perspectives for the study of classical Chinese literature and history.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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