Book Reviews / Chroniques bibliographiques
Bibliographic record
Abstract
R. Blake Brown, Arming and Disarming: A History of Gun Control in Canada, reviewed by Denise Brunsdon Elizabeth Sheehy, Defending Battered Women on Trial: Lessons from the Transcripts, reviewed by Rosemary Cairns Way Diane-Gabrielle Tremblay et Elena Mascova, Les avocates, les avocats et la conciliation familiale, reviewed by Louise Langevin Hilary Heilbron, Rose Heilbron: The Story of England’s First Woman Queen’s Counsel and Judge, reviewed by Mary Jane Mossman Martha Albertson Fineman and Estelle Zinsstag, eds, Feminist Perspectives on Transitional Justice: From International and Criminal to Alternative Forms of Justice, reviewed by Rosemary Nagy Patrice Corriveau, Judging Homosexuals: A History of Gay Persecution in Quebec and France, reviewed by Heather Shipley
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.025 | 0.052 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.374 | 0.262 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".