Empowering Public Health Nurses and Community Home Visitors through Effective Communication Relationships
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
Home visiting programs for marginalized families have included both Public Health Nurses (PHNs) and Community Home Visitors (CHV). Support for families requires health care providers to implement effective communication and collaboration practices; however, few studies have examined how this is carried out. The purpose of this qualitative research study was to explore how an Enhanced Home Visiting (EHV) program in Nova Scotia Canada was organized, delivered through the experiences of PHNs and CHVs. Feminist post-structuralism informed by discourse analysis was used to understand how their experiences were socially and institutionally constructed. Individual semi-structured interviews were conducted with 6 PHNs and 8 CHVs and one focus group was held with 10 of the participants. A social discourse on mothering layered within a social discourse of working with a vulnerable population added a deeper understanding of how communication was constructed through the everyday practices of PHNs and CHVs. Findings may be used to inform reporting and communication practices between health care providers who work with marginalized families.
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 | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.007 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| 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