The non-uniformed TAC member: exploring the impact of tactical team membership on family systems and family well-being
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
The rate at which police tactical (TAC) officers have contact with direct exposure to potentially psychologically traumatic events (PPTEs) and physical/psycho-emotional risk is higher compared to other police officers due to the nature of their work. To interpret these impacts, we bring the perspectives of n = 24 full-time TAC officers from two large-scale urban police services in Canada to the forefront by using semi-structured interviews to unpack the synergistic relationship between TAC membership and family stress. The findings from the current article suggest that occupational risk can affect the well-being of TAC officers and how structural lifestyle demands tied to logistics, identities and risk can have synergistic impacts on TAC officers and their families. We conclude with suggestions for police leadership, emphasizing how TAC families may be at risk of experiencing psychological stress tied to their loved ones’ occupation.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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