Perceived injustice in injured workers: analysis of public responses to an injured worker who took Workers’ Compensation Board employees hostage
Bibliographic record
Abstract
INTRODUCTION: Injured workers' perceived injustice can contribute to retaliatory, aggressive actions. Research also shows a relationship between persistent pain, anger and aggressive, maladaptive coping. AIMS: We took the unique opportunity afforded by a workers compensation board (WCB) hostage taking incident to address four questions: (i) What contemporary values, beliefs, and potential behaviours about the WCB system are reflected in the online postings of other claimants (or family members of claimants) in response to the hostage taking incident? (ii) To what degree do the narratives of people who posted online (PWP) in response to this incident, demonstrate the theme of perceived injustice and support retaliatory actions? (iii) How accurate is the information relayed by PWP about the WCB system where the hostage taking occurred? (iv) What is the quality and the public utility of the information this WCB makes available to the public through on-line posting? METHODS: We thematically analysed comments posted on a national news website in response to the hostage-taking. We focused on posted narratives from people who stated that they had personal involvement with WCB. We also assessed the accuracy of the comments about WCB made in these narratives against the information available on the WCB website. A standardized assessment tool was used to determine the readability and accessibility of the WCB website. FINDINGS: Emergent themes were: retribution, perceived systemic mistreatment, justice/injustice, empathy, disbelief, and loss. There were many inaccurate beliefs about the Workers' Compensation Board. The overall quality of readability and accessibility of the website was low. CONCLUSION: Narratives indicated perceived procedural injustice attributed to a flawed and uncaring compensation system. Inaccurate beliefs about WCB and poor quality of the public website may have contributed to suffering, miscommunication and perceptions of unjust, systemic mistreatment. Findings support a relationship between perceived injustice and aggressive retaliatory action.
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.
How this classification was reachedexpand
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 | 0.009 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".