Experiences of families of public safety personnel: a systematic review protocol of qualitative evidence
Bibliographic record
Abstract
BACKGROUND: Public safety occupations are well-recognized to be dangerous and stressful. Despite recent attention on post-traumatic stress injuries among public safety personnel, there has been considerably less attention paid to the ongoing ways in which the risks and requirements associated with those occupations shape family life, and how families respond and adapt to those lifestyle dimensions. This systematic review aims to understand how day-to-day family life is affected and shaped when a family member works in a public safety sector, such as fire, police, paramedic, corrections, and emergency communications. METHODS: Qualitative studies that examine the experiences of families or family members of public safety personnel will be included in this review, with no date or language restrictions. An initial search of Embase and CINAHL will be conducted, followed by an analysis of text words contained in the title and abstract, and of the index terms used to describe the articles. Databases to be searched for published studies include MEDLINE, Embase, Web of Sciences, CINAHL, PsycINFO, and Sociological Abstracts. Titles and abstracts will be screened by two independent reviewers. The full texts of selected studies will be assessed in detail, and findings and their illustrations will be extracted and aggregated. Any disagreements between the reviewers that arise at each stage will be resolved through discussion, or by a third reviewer. Further analysis of the synthesized findings will be informed by family systems theory. DISCUSSION: The ways that occupational risks and requirements shape family life have been better investigated within other high-risk occupation groups, which has led to productive advancements in organizational policies and supports in the respective sectors. An understanding of the experiences which typify family life ongoing within PSP sectors is a critical gap in the development of meaningful family-informed occupational initiatives and supports. SYSTEMATIC REVIEW REGISTRATION: Submitted to PROSPERO for systematic review registration: CRD42020208126.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.147 | 0.126 |
| Meta-epidemiology (narrow) | 0.005 | 0.006 |
| Meta-epidemiology (broad) | 0.016 | 0.011 |
| Bibliometrics | 0.022 | 0.018 |
| Science and technology studies | 0.006 | 0.006 |
| Scholarly communication | 0.007 | 0.010 |
| Open science | 0.007 | 0.008 |
| Research integrity | 0.007 | 0.007 |
| Insufficient payload (model declined to judge) | 0.042 | 0.005 |
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 source (direct Gemma or distilled Codex), 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".