Bibliographic record
Abstract
Note from the Editor Clare Anderson In this issue I am delighted to welcome Professor Adele Perry as the journal's new book review editor. Adele is Canada Research Chair in Western Canadian Social History at the University of Manitoba, where she has taught since 2000. She has a PhD in history from York University (Toronto) and has published on Canadian, women's, and colonial histories. Perry is especially interested in gender and colonialism in the nineteenth-century imperial world, particularly in North America, and is interested in locating Canada and other settler colonies in global analyses of empire. She is in the process of completing a monograph length study that uses an elite, Creole/Métis family that moved between Guyana, the United Kingdom, and around North America to analyze the changing politics of gender, race, and intimacy in the British Empire over the course of the long nineteenth century. Adele replaces outgoing reviews editor Professor Durba Ghosh (Cornell), who I would like to thank for all her hard work during previous years. Clare Anderson University of Leicester Copyright © 2011 Clare Anderson and The Johns Hopkins University Press
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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 | 0.005 | 0.039 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.011 | 0.014 |
| Insufficient payload (model declined to judge) | 0.036 | 0.031 |
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".