At Your Leisure: Establishing a Popular Reading Collection at UBC Library
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
Objectives – This study investigated the leisure reading habits and preferences of students, faculty, staff, and community members at the University of British Columbia (UBC) in order to determine if a leisure reading collection would fulfill a need and, if so, what form that collection should take to best serve the population. 
 
 Methods – This study, conducted in October 2010, consisted of a 19-question online questionnaire distributed to a random sample of UBC undergraduate students, graduate students, faculty, and community library users and an identical, open participation questionnaire for the entire UBC community, including staff and community members. In addition to some demographic information, the questionnaire gathered information about leisure reading habits, tendencies, and the participants’ preferences for a potential future leisure reading collection at UBC Library.
 
 Results – There were 467 valid responses out of 473 total responses received from UBC undergraduate students, graduate students, faculty, staff, and community members. Of the valid responses, 244 were received from the 1,500 random sample invitations (a 16.3% response rate). Additionally, the questionnaire was advertised for open participation for those not invited, resulting in the remaining 229 responses. Results of this study indicated overwhelming support for a leisure reading collection at UBC Library, with 94% of respondents stating they might or would use a leisure reading collection. This study also revealed strong leisure reading habits among all response groups. However, only 6% of respondents currently acquire most of their leisure reading materials from UBC Library. Additional analysis found that UBC Library already owns 81% of the titles and authors requested by respondents in the survey.
 
 Conclusions – Based on the findings, the strong support for a leisure reading collection, and the fact that many UBC campus residents are not eligible for a free municipal public library card and borrowing privileges, there is a genuine need for a leisure reading collection at UBC Library. The data indicates that if accessible and convenient, a leisure reading collection could provide an opportunity for those who do not already read for leisure to do so. Additionally, a UBC Library leisure reading collection could attract community members, including those who are not UBC Library cardholders. In response to the results of the study, a pilot leisure reading collection was created in September 2011. This will make leisure reading materials easier to access and will allow the Library to further analyze the potential of such a collection, ultimately determining its future.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.663 |
| 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