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
Abstract New leisure is any activity of recent invention undertaken in free time, in the sense that a number of people in a region, nation, or larger sociocultural unit have only lately taken it up as a pastime. The goal here is to examine the nature and import of new leisure activities. It is evident that they are a diverse lot found in serious, casual, and project-based forms. New leisure is symptomatic of social change as well as a vehicle for human inventiveness. It may also challenge established leisure. Furthermore new leisure activities appear to be created at a much greater rate today than earlier, in significant part because of conditions and processes leading to globalization. Much, possibly all, of new leisure may be seen as a product of what Godbey calls “leisure customization,” a process he says is a contemporary trend where leisure is shaped to the taste of particular categories of participants. The commercial side of new leisure is considered, as is its utility for leisure education.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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