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
Neville Chamberlain’s policy of appeasing Hitler’s Germany has been widely condemned. However, historians (and politicians) have been divided about the viability of alternative courses of action. Andrew David Stedman’s illuminating new study of British foreign policy before World War II systematically analyses the various alternatives to appeasement - from isolationism to collective security to outright war - and examines their origins, risks and feasibility. It surveys the advocates of other strategies - including key thinkers and decision-makers such as Churchill, Eden, Amery, Beaverbrook and Halifax - and outlines the complexities of the decisions they faced, which have previously been largely overlooked. Marking a valuable new contribution to appeasement historiography, this is the first work to synthesise all the alternatives available to Chamberlain, as well as illuminating policy debate within the British government. Stedman provides a vigorous analysis of Chamberlain’s assessment of each rival policy, and shows why ultimately, he opted
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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