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
A battalion of working class Canadians travels to Spain in 1937 to take up arms against Fascism, fighting on behalf of an elected Popular Front government against the might of Mussolini and Hitler. Ronald Liversedge was one of those who went, serving in the fabled Mackenzie-Papineau Battalion. He tells that story in a gripping, volunteer’s-eye-view memoir. Who was he? Why did he go? And why did his book only see publication just as the very last Mac-Pap veteran was dying? The Canadian role in the Spanish Civil War remains a subject of compelling and enduring interest.\nRon Liversedge was a self-educated manual worker who wrote Recollections of the On To Ottawa Trek, the first description of what has come to be recognized as a defining event in Canada’s inter-war social history. His memoir of the Spanish war, published posthumously, is a significant addition to the literature on that subject.
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 | 0.002 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.020 | 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