Leisure Spaces, Community, and Third Places
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
After decades of highlighting the decline of social networks, leisure spaces as third places constitute a welcomed approach to mediate this loss. Third places are defined as public gathering places that ultimately contribute to the strength of community. We appreciate the concept and believe that it has and will continue to influence scholars in the field of leisure. For this reason, this research reflection argues Oldenburg's conceptualization of third places requires reconsideration. Specifically, we address the increasing prevalence of technology and question Oldenburg's claim that technology contributes to the isolation of individuals. We also encourage a more complex understanding of third places—one that is beyond the idealized notion of public places. Oldenburg's social dimensions of third places (enjoyment, regularity, pure sociability/social leveler, and diversity) are offered as a useful framework. More specifically, we argue that diversity is the most relevant characteristic when exploring third places as a platform for community.
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 | 0.002 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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