Book Reviews
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
Abstract Robert B. Marks, China: Its Environment and History (Wang Lihua) Sam White, The Climate of Rebellion in the Early Modern Ottoman Empire (Onur Inal) Mark Fiege, The Republic of Nature: An Environmental History of the United States (Lisa M. Brady) Diana K. Davis and Edmund Burke III (eds.), Environmental Imaginaries of the Middle East and North Africa (Stuart Schoenfeld) J. Keri Cronin, Manufacturing National Park Nature: Photography, Ecology, and the Wilderness Industry of Jasper (Jacqueline McIsaac) Tim Sands, Wildlife in Trust: a Hundred Years of Nature Conservation (John Sheail) Marianna Dudley, An Environmental History of the UK Defence Estate 1945 to the Present (T.C. Smout) Ray Hilborn, with Ulrike Hilborn, Overfishing: What Everyone Needs to Know and Mansel G. Blackford, Making Seafood Sustainable: American Experiences in Global Perspective (Joseph E. Taylor III)
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.119 | 0.004 |
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