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
As today's workplaces strive toward a climate of inclusiveness for persons with disabilities, much work remains for employers in developing a process to achieve this ideal. While survivors of mental illness are encouraged to disclose related concerns to their employer, such sharing of personal information remains daunting. Similarly, employers attempting to assist the process are often awed by the extent of collaborations involved in integrating employees with mental health issues back to work as well as concern about compliance with human rights legislation. Needed accommodations in terms of approach to the work itself are often simple; however substantiating the need for adjustments is more complex. This case study introduces a model to support the development of shared goals and shared understandings for return to work (RTW) among workers with mental health concerns, employers, co-workers and therapists. The model of occupational competence is used as a basis to guide dialogue, identify challenges and generate solutions that take into consideration a worker's preferences, sensitivities, culture and capacities in relationship to the occupational demands in a given workplace environment. A case study is used to demonstrate the potential utility of the model in assisting stakeholders to strengthen collaborations and partnering to achieve a shared understanding of worker and workplace needs.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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