Understanding Parental Experiences Through Their Narratives of Restitution, Chaos, and Quest
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 purpose of this secondary analysis was to develop an enhanced understanding of the experiences of parents who have children in treatment for cancer. Data collected from 16 parents (12 mothers and 4 fathers) were analyzed using Frank's dialogical narrative analysis. Findings demonstrated that parents' experiences were represented in chaos, restitution, and quest narratives. Each of these narratives was only one instance of a very complex and changing parental experience that cannot be understood in isolation from the others. The holistic understanding provided by these findings contributes to a more comprehensive understanding of parental experiences of their child's illness and highlights the need for health professionals to invite conversations about parents' illness experience and attend to the specific narrative type parents are presenting to support them adequately. Additional research is required to develop supportive approaches for each narrative which takes into account the complexities of parents' experiences.
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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 | 0.001 | 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) | 0.000 | 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