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
Policy makers in a variety of sites are embracing initiatives that attempt to tighten the links between school and work. A reinvented human capital discourse argues that more highly skilled workers are required to meet the demands of the ‘knowledge economy’. This paper explores the new vocationalism as it is promoted within the Framework for Enhancing Business Involvement, a policy report produced in 1996 in Alberta, Canada. Using a critical policy approach, this paper focuses on the process of developing this document with attention to the policy context, influences on the process, ideological assumptions and the impact of the document since its release. Analysis suggests that questions of representation in policy processes, accountability for outcomes and the role of public interests in multi-stakeholder consultation are critical in this era of new public management practices. Further, despite the impression of unity and consensus suggested by policy documents, there are tensions in vocational education and policy that must be addressed if they are also to promote equity.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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