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
We use data for Ontario workers with permanent impairments resulting from work‐related injuries to investigate the complex relationships among post‐injury work outcomes: wages, accommodations, returning to the same or different employer, and duration of work absence. We argue the different aspects of post‐injury work experience may be jointly determined, making post‐injury job characteristics endogenous in a duration model. To explore the endogeneity issues we instrument post‐injury job variables from first‐stage equations and compare results from this “informed” model to a “naive” model that treats the variables as exogenous. We find that returning to one's pre‐injury employer is associated with more favorable post‐injury work outcomes, including higher wages, greater likelihood of job accommodations, and shorter durations of work absence relative to workers who change employers. We also find substantial differences between the naive and informed models, with accommodations having the predicted negative effect on duration only after we control for endogeneity.
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 | 0.002 |
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