Volunteers@your library: benefits and pitfalls of volunteers in hospital libraries
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
The purpose of this survey was to explore the attitudes of hospital library managers toward the use of library volunteers. During April 2003 a questionnaire was mailed to 89 Ontario hospital library managers. One of the methods used to assess attitudes toward volunteers was to ask respondents to list two main benefits and pitfalls of using volunteers. Benefits of volunteer use identified by respondents included assisting with routine clerical tasks, saving staff time, providing an added value or service, assisting with a heavy workload, contributing to a positive public perception and promoting library service, keeping costs down, optimizing staff time, and doing special projects. Some of the pitfalls of volunteer use identified by respondents included unreliable volunteer attendance and commitment, and excessive training and retraining. The identification of volunteer benefits and pitfalls will help hospital library managers optimize the use of volunteers and implement changes in the way they manage volunteers.
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.006 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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