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
Abstract Critical Incident Stress Management (CISM) is offered by many EAP companies to assist employees deal with their emotional response to a critical event. Some organizations utilize employees in this process while others focus on the work of the mental health professional. A current model (Justice Institute of British Columbia) for CISM utilizes both mental health professionals and peers in CISM response and this is the model utilized by Family Services EAP within Canada Post Corporation Pacific Region. The use of employees (peer diffusers) in critical incident response has its locus within the fire, police, and ambulance services (Mitchell, 1988) and is well established within these groups as a requirement of the CISM process. The focus of this study was to develop a system of intervention utilizing peer diffusers to assist the employees of Canada Post Corporation Pacific Region who experience emotional trauma due to a significant or traumatic event. The results of this applied research exhibited the value of peer diffuser intervention in the quick emotional recovery of employees. It also met our primary purpose of demonstrating validity for the involvement of peer diffusers in this workplace. An unexpected result was how the peer diffusers reduced lost employee time, were able to transfer skills to other employee workplace issues enhancing employee resilience and how their involvement in the workplace improved organizational culture and workplace health.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it