Learning and Knowledge in an Office Workplace: Perceptions of the Recently Unemployed
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 This paper uses interview data from employees and former employees of a Regional Land Use Planning Commission Office in Alberta, Canada. This workplace is unified by a sense of common social and environmental purpose revolving around the Regional Planning Act of Alberta. Occupationally specific contextual parameters allow collective recognition of roles symbolizing knowledge acquisition, contributing to self‐validation in the workplace. By emphasizing perceptions of recently unemployed people, this paper incorporates what Marcus called 'processes of reconceptualization' in understandings of the importance of workplace achievement and position. Dislocation from workplace position is also removal from ongoing processes of learning, teaching, applied knowledge and social contribution. In rethinking their loss, the recently unemployed express often‐overlooked interpretations of knowledge based workplace dynamics.
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 | 0.000 | 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| 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