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
For families who are raising children with myelomeningocele, bowel and bladder incontinence presents unique challenges for everyday life. The Parenting and Childhood Chronicity model is used to describe the work of raising a child with a chronic condition in 6 areas, including medical care, adapted parenting, dealing with the systems, caring for siblings, maintaining relationships, and personal coping (keeping yourself going). This article provides an overview of the physiologic and developmental challenges inherent in this neural tube defect and illustrates the work that is involved in the child's care and the challenges of maintaining a balance in family life. Clinical implications are discussed, including the setting of appropriate expectations, providing parents with accurate information, ensuring that a focus on continence is not at the expense of other important aspects of the child's functioning, and supporting parents in their interaction with the school system. The medical team, consisting of nursing, urology, nephrology, and psychology working together, can be a strong support for 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) | 0.002 | 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 | 0.001 |
| 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