Framing Personal Risk in Public Health Nursing
Bibliographic record
Abstract
The purpose of this qualitative study was to conduct a thematic analysis of unanalyzed semistructured interview segments from data that emerged during an earlier exploratory descriptive study on organizational factors and work hazards. The sample consisted of 56 transcribed interviews with staff and managerial public health nurses (PHNs) infive health units of the Province of Alberta before health care restructuring. The frame work that resulted from this secondary analysis describes the ideologies (values, beliefs, concepts, and attitudes) of female PHNs related to their workplace environmental risks. Four categories of the overarching theme, framing personal risk in work environments, emerged: becoming aware, recognizing influences, comparing with others, and knowing rights andfreedoms. Two subthemes also emerged: framing for no action and framing for action. When framing for no action, PHNs were either unconcerned or wanted to avoid trouble. When framing for action, PHNs found humor; took responsibility, used voice, collected support, and struggled for 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 | 0.007 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.002 |
| 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 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".