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
Hugh Dempsey has for decades been one of Alberta's most prolific and influential public historians. Author of more than twenty books, he has also been "in on the ground floor" of the development of many key Alberta institutions, including the Indian Association of Alberta, the Historical Society of Alberta, and most importantly, the Glenbow Museum. Now, in his own words, he recounts his interesting and varied careers as journalist, government publicity writer, popular historian, archivist and museum administrator, speaker, and lecturer. Beginning with a compelling account of his childhood in Edmonton in the 1930s when his family was for a time on relief during the Depression and his 1940s teenage escapades hitchhiking across the continent, Dempsey's narrative moves into the frenetic world of post-war urban journalism. A fateful chance assignment as a reporter for the Edmonton Bulletin in February 1950 led to his involvement with the fledgling Indian Association of Alberta, its secretary John Laurie, president James Gladstone, and Gladstone's daughter Pauline, whom Dempsey would eventually marry. This in turn led to a strong interest in First Nations culture and biography through which Dempsey was able to combine oral history with scholarly records to produce historical writing with a broad popular appeal. During the 1950s, Dempsey helped design early provincial historical recognition programs and began his lifelong involvement with the Historical Society of Alberta. In 1956 he joined the Glenbow Foundation (later Glenbow Museum), where for the next thirty-five years he would play a crucial part in its growth and reputation for excellence, designing and managing the Glenbow Archives and eventually serving as Acting Director of the Museum before retiring in 1991. Written with the trademark Hugh Dempsey eye for detail and lively anecdote, this memoir will be essential and enjoyable reading for anyone interested in western and First Nations history and the growth of key Alberta cultural institutions.
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 | 0.000 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.976 | 0.915 |
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