My Child has Cancer: Finding the Silver Lining in Every Mother's Nightmare
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
Having a child with cancer is one of the most taxing experiences a family can endure. With that in mind, the primary objective of this research was to explore the lived experiences of mothers of children with pediatric cancer during diagnosis, treatment, and the period thereafter. The specific purpose of this article however, was to examine the benefits or positives that emerged from the experience. One-on-one and e-mail semi-structured interviews were completed with 9 mothers of children treated for pediatric cancer. Four of the children had passed away from their illnesses. The subthemes derived for the benefits of the mothers' experiences consisted of: (1) support: importance of family and friends; (2) when life gives you lemons; and (3) finding the silver lining. It is anticipated that the findings from this exploratory research will be used as a source of support for individuals in similar situations and for front-line health care professionals.
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) | 0.001 | 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 | 0.001 |
| 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