Grief—Peer Dynamics: Understanding Experiences with Pediatric Multiple Sclerosis
Bibliographic record
Abstract
Multiple sclerosis (MS) is a chronic, progressive, and often debilitating disease of the central nervous system, for which there is no cure. This article provides insight into the experiences of adolescents with MS and the role of their peer relationships. Through the use of grounded theory, a preliminary theoretical model was developed for understanding the psychosocial experiences of these adolescents. Central to this framework is the interplay between the adolescents' grief and their peer relationships. Social, emotional, and cognitive manifestations of grief were expressed in response to the loss of health. Cyclical movements through grief and acceptance were demonstrated as the adolescents experienced a variety of secondary losses. Dynamic peer relationships either facilitated or impeded this process. Insight can be garnered from this study for further research and the development of multidisciplinary resources for this unique group of adolescents.
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How this classification was reachedexpand
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 | 0.020 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".