A Look at a Bigger Picture: The Demographic Profile of Archivists in Canada based on a National Survey*
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
Cet article prsente les rsultats d'un sondage national effectu en 1998 auprs des membres de l'Association of Canadian Archivists.Selon la mthode de Salant et Dillman pour la tenue de sondages postaux, un taux lev de soixante-dix pour cent permet de dresser un portrait fidle de la situation.Le profil dmographique qui est prsent ici dcoule des questionnaires retourns de toutes les provinces et territoires.Des tableaux de frquences sont offerts dans l'article.Les rsultats obtenus dmontrent la valeur des sondages et indiquent le besoin de la profession quant la collecte rgulire de donnes ; cela permet de conserver les connaissances jour sur cette profession et de contrler la faon dont ses traits et besoins sont reprsents dans le cadre d'initiatives professionnelles et institutionnelles.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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