Work, Non-Work Boundaries and the Right to Disconnect
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
Work-life conflict involves the competing demands of work and nonwork activities that often trigger feelings of stress and anxiety that can endanger individuals’ professional and personal lives. As a result, organizations and nations have been encouraged to create more employee-friendly job arrangements in terms of where, when, and how individuals work. Providing employees greater choice and flexible work boundaries, however, often turns into work without boundaries creating problematic consequences for both firms and workers. This “always on” culture has been made possible by several factors most importantly by enhanced communication technology involving connectivity and immediacy that enable employees to communicate anytime and from anywhere. While organizations are addressing this imbalance and attempting to mitigate the often-negative effects of such professional-personal conflict, politicians have initiated legislation that attempts to switch off the 24-7-365 availability mindset by considering and sometimes adopting “right to disconnect laws.”
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