Longitudinal Assessment of “User-Driven” Library Commons Spaces
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
Objective – To conduct a longitudinal assessment of library spaces at the Georgia Tech Library and to determine the satisfaction of students with the most recent commons renovation. The library has completed three commons area renovations. The Library West Commons (LWC) opened in 2002 with an individual productivity lab, multimedia studio, and presentation rehearsal studio, while the Library East Commons (LEC) and the 2nd floor West Commons (2 West) opened in 2006 and 2009, respectively, with flexible, user-centered environments designed to promote collaborative activities. This analysis focuses on the renovated collaborative spaces, while also investigating and commenting on how renovation impacts usage of other spaces in the library.
 
 Methods – Usage of all library spaces was measured during one-week periods in Fall 2008 and Spring 2010. Observations were made of each student floor in the library at four times during the day; measures included space utilization by groups, group sizes, and laptop utilization. In addition, a qualitative instrument was administered during Spring 2010 to 103 students using the 2 West Commons space to confirm whether the renovation met their needs.
 
 Results – Overall, there was a 64.5% increase in group utilization of the library from 2008 to 2010, driven primarily by the 2 West renovation. The greatest concentration of group usage was in the LEC and 2 West, though the number of groups using the LEC declined. Laptop use in the 2 West commons more than doubled (33.6% to 70.5%), and laptop use in the entire library increased from 40.5% to 49.0%. In the qualitative survey, scores ranged between 4.0 and 5.0 on a 5-point scale for items regarding four design themes for the 2 West renovation: power/data, lighting, aesthetics, and the creation of a “defined yet open” space.
 
 Conclusion – Findings suggest that the 2 West Commons is attracting more students and groups following its renovation, that it is attracting students and groups away from the previously renovated LEC, and that overall usage of the library increased subsequent to the 2 West renovation.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.531 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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