Bereaved parents' perspectives on their needs
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
OBJECTIVE: The loss of a child can be traumatic for parents, given the profound bond established with the deceased child. Parental bereavement and the need for bereavement services are not well understood. This study examined parental perspectives regarding bereavement services from a pediatric oncology treating center. METHODS: A 2-h focus group of seven parents, audiotaped and transcribed verbatim, was conducted by two facilitators using open-ended questions to generate discussion regarding their views of what services were or would be helpful during early bereavement. RESULTS: Parents perceived flexible and continuous bereavement services from the treating hospital as a necessary transition to community services. Talking to other parents with similar experiences and maintaining contact with staff at the treating hospital were considered critical in their healing after the loss. SIGNIFICANCE OF RESULTS: Transitional multimodality bereavement services offered by the treating hospital will improve the quality of life of bereaved 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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