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
Workers traditionally accommodated co-workers. But, as accommodation law developed, tensions emerged. In Meiorin: accommodation is the norm. Employers must eliminate standards, rules, practices, etc. that discriminate on prohibited grounds, up to undue hardship. In the Canadian Human Rights Act, undue hardship includes only cost, health and safety. Other jurisdictions, following Central Alberta Dairy Pool, consider: impact on the collective agreement, other workers’ rights, employee morale, size of operation, workforce and facility adaptability. O’Malley clarifies adverse affect discrimination. A rule, although made in good faith, may discriminate “if it affects a person … differently from others”. Accommodation may override contract provisions (Renaud), including seniority (Goyette). While employers have principal responsibility for accommodation, unions have a role too (Gohm). Unions reduce accommodation tensions by: auditing collective agreements, reviewing accommodation procedures, educating members and leaders.
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) | 0.001 | 0.001 |
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