Bibliographic record
Abstract
Vice Admiral Sir Humphrey Thomas Walwyn (1879–1957) was the British-appointed governor of Newfoundland from 1936 to 1946 – a period of remarkable change that would culminate in Newfoundland’s union with Canada in 1949. Assembling records from the British national archives and the provincial archives in Newfoundland and Labrador, Out Here presents readers with Walwyn’s quarterly reports to the secretary of state for dominion affairs in London throughout his tenure as governor. Walwyn’s position offered him a unique vantage point on the political and economic situation in Newfoundland throughout this tumultuous period. His reports bear witness to profound change, chronicling the economic downturn experienced in the final years of the Great Depression, followed by the unprecedented prosperity sparked by the Second World War that set the stage for debates over governance and for significant constitutional advance. The detailed accounts of Walwyn’s daily life in Newfoundland feature rich descriptions of capital city, company town, and outport mores; they paint a picture of coastal life in the mid-twentieth century and introduce the wide array of characters the governor encountered. Throughout, the candid insider accounts of Governor Walwyn are augmented by expert historical context and illustrated with a generous selection of contemporary photographs. As a whole, Out Here stands as an invaluable primary-source record and an important trove of information on wartime experiences in Atlantic Canada.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.785 | 0.518 |
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".