Alan Caswell Collier, <i>Relief Stiff</i>
Bibliographic record
Abstract
Alan Caswell Collier was one of Canada’s most successful landscape painters, but during the Depression he joined the thousands of single, unemployed men who rode the rails or hitchhiked across North America in search of jobs. He eventually made his way to British Columbia’s remote government-run relief camps, the birthplace of the famous Communist-led On-to-Ottawa Trek. Labouring for twenty cents a day, he detailed camp life and politics in letters to his fiancée and depicted his fellow “relief stiffs” and the BC landscape in character sketches and paintings. Incisive and candid, his letters reveal a born contrarian with a strong sense of social superiority over his fellow “twenty centers.” Collier resisted the mobilization that led to the Trek, but in the 1940s he became a union activist and an ardent social democrat. Illustrated with well-known paintings and never-before-published sketches, portraits, and landscapes, Alan Caswell Collier, Relief Stiff offers a fresh perspective on an eminent Ontario artist and on the politics, hopes, and dreams of a generation who came of age at a time of economic upheaval and class conflict.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.011 | 0.003 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.045 | 0.008 |
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".